1954:. In practice, workers using Amazon Mechanical Turk generally earn less than minimum wage. In 2009, it was reported that United States Turk users earned an average of $ 2.30 per hour for tasks, while users in India earned an average of $ 1.58 per hour, which is below minimum wage in the United States (but not in India). In 2018, a survey of 2,676 Amazon Mechanical Turk workers doing 3.8 million tasks found that the median hourly wage was approximately $ 2 per hour, and only 4% of workers earned more than the federal minimum wage of $ 7.25 per hour. Some researchers who have considered using Mechanical Turk to get participants for research studies have argued that the wage conditions might be unethical. However, according to other research, workers on Amazon Mechanical Turk do not feel they are exploited and are ready to participate in crowdsourcing activities in the future. A more recent study using stratified random sampling to access a representative sample of Mechanical Turk workers found that the U.S. MTurk population is financially similar to the general population. Workers tend to participate in tasks as a form of paid leisure and to supplement their primary income, and only 7% view it as a full-time job. Overall, workers rated MTurk as less stressful than other jobs. Workers also earn more than previously reported, about $ 6.50 per hour. They see MTurk as part of the solution to their financial situation and report rare upsetting experiences. They also perceive requesters on MTurk as fairer and more honest than employers outside of the platform.
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bachelor's degree. Two-thirds had annual incomes less than $ 10,000, with 27% sometimes or always depending on income from
Mechanical Turk to make ends meet. More recent studies have found that U.S. Mechanical Turk workers are approximately 58% female, and nearly 67% of workers are in their 20s and 30s. Close to 80% are White, and 9% are Black. MTurk workers are less likely to be married or have children as compared to the general population. In the US population over 18, 45% are unmarried, while the proportion of unmarried workers on MTurk is around 57%. Additionally, about 55% of MTurk workers do not have any children, which is significantly higher than the general population. Approximately 68% of U.S. workers are employed, compared to 60% in the general population. MTurk workers in the U.S. are also more likely to have a four-year college degree (35%) compared to the general population (27%). Politics within the U.S. sample of MTurk are skewed liberal, with 46% Democrats, 28% Republicans, and 26% "other". MTurk workers are also less religious than the U.S. population, with 41% religious, 20% spiritual, 21% agnostic, and 16% atheist.
1484:, which had until 1 January 2013 to tweak the fundraising methods. The regulators were overwhelmed trying to regulate Dodd-Frank and all the other rules and regulations involving public companies and the way they traded. Advocates of regulation claimed that crowdfunding would open up the flood gates for fraud, called it the "wild west" of fundraising, and compared it to the 1980s days of penny stock "cold-call cowboys". The process allowed for up to $ 1 million to be raised without some of the regulations being involved. Companies under the then-current proposal would have exemptions available and be able to raise capital from a larger pool of persons, which can include lower thresholds for investor criteria, whereas the old rules required that the person be an "accredited" investor. These people are often recruited from social networks, where the funds can be acquired from an equity purchase, loan, donation, or ordering. The amounts collected have become quite high, with requests that are over a million dollars for software such as Trampoline Systems, which used it to finance the commercialization of their new software.
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impediments such as legal flaws identified. The creator receives royalties from the net income. Labelling new products as "customer-ideated" through crowdsourcing initiatives, as opposed to not specifying the source of design, leads to a substantial increase in the actual market performance of the products. Merely highlighting the source of design to customers, particularly, attributing the product to crowdsourcing efforts from user communities, can lead to a significant boost in product sales. Consumers perceive "customer-ideated" products as more effective in addressing their needs, leading to a quality inference. The design mode associated with crowdsourced ideas is considered superior in generating promising new products, contributing to the observed increase in market performance.
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validation. A comparison between the evaluation of business models from experts and an anonymous online crowd showed that an anonymous online crowd cannot evaluate business models to the same level as experts. In these cases, it may be difficult or even impossible to find qualified people in the crowd, as their responses represent only a small fraction of the workers compared to consistent, but incorrect crowd members. However, if the task is "intermediate" in its difficulty, estimating crowdworkers' skills and intentions and leveraging them for inferring true responses works well, albeit with an additional computation cost.
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method for ranking is "like" counting, where the contribution with the most "like" votes ranks first. This method is simple and easy to understand, but it privileges early contributions, which have more time to accumulate votes. In recent years, several crowdsourcing companies have begun to use pairwise comparisons backed by ranking algorithms. Ranking algorithms do not penalize late contributions. They also produce results quicker. Ranking algorithms have proven to be at least 10 times faster than manual stack ranking. One drawback, however, is that ranking algorithms are more difficult to understand than vote counting.
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along with the necessary job of managing the crowd, requires companies to hire actual employees, thereby increasing management overhead. For example, susceptibility to faulty results can be caused by targeted, malicious work efforts. Since crowdworkers completing microtasks are paid per task, a financial incentive often causes workers to complete tasks quickly rather than well. Verifying responses is time-consuming, so employers often depend on having multiple workers complete the same task to correct errors. However, having each task completed multiple times increases time and monetary costs. Some companies, like
908:. The project called birders from across North America to count and record the number of birds in each species they witnessed on Christmas Day. The project was successful, and the records from 27 different contributors were compiled into one bird census, which tallied around 90 species of birds. This large-scale collection of data constituted an early form of citizen science, the premise upon which crowdsourcing is based. In the 2012 census, more than 70,000 individuals participated across 2,369 bird count circles. Christmas 2014 marked the National Audubon Society's 115th annual
765:. Researchers may create online surveys or experiments that are completed by a large number of participants, allowing them to collect a diverse and potentially large amount of data. Crowdsourcing can also be used to gather real-time data on behavior, such as through the use of mobile apps that track and record users' activities and decision making. The use of crowdsourcing in behavioral science has the potential to greatly increase the scope and efficiency of research, and has been used in studies on topics such as psychology research, political attitudes, and social media use.
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1290:— Research has emerged that outlined the use of crowdsourcing techniques in the public health domain. The collective intelligence outcomes from crowdsourcing are being generated in three broad categories of public health care: health promotion, health research, and health maintenance. Crowdsourcing also enables researchers to move from small homogeneous groups of participants to large heterogenous groups beyond convenience samples such as students or higher educated people. The
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uses reputation as a motivator in a different sense, as a form of quality control. Crowdworkers who frequently complete tasks in ways judged to be inadequate can be denied access to future tasks, whereas workers who pay close attention may be rewarded by gaining access to higher-paying tasks or being on an "Approved List" of workers. This system may incentivize higher-quality work. However, this system only works when requesters reject bad work, which many do not.
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when classifying phenomena at a more general level (which is typically less useful to sponsor organizations, hence less common). Further, greater overall accuracy is expected when participants could provide free-form data compared to tasks in which they select from constrained choices. In behavioral science research, it is often recommended to include open-ended responses, in addition to other forms of attention checks, to assess data quality.
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causing excessive dissonance, and having a sufficiently large and diverse crowd of participants. Effective crowdsourcing interventions must navigate politically polarized environments where trusted sources may be less inclined to provide dissonant opinions. By leveraging network analysis to connect users with neighboring communities outside their ideological echo chambers, crowdsourcing can provide an additional layer of content moderation.
248:, the earliest form of crowdfunding. This was evident during the cold period of the Tang Dynasty when the colder climates resulted in poor harvests and the lessening of agricultural taxes, culminating in the fragmentation of the agricultural sector. The fragmentation meant that the government had to reform the tax system relying more on the taxation of salt and most importantly business leading to the creation of the Joint-Stock Company.
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they are comfortable. This leads to entrepreneurs losing possible experience convincing investors who are wary of potential risks in investing because they do not depend on one single investor for the survival of their project. Instead of being forced to assess risks and convince large institutional investors on why their project can be successful, wary investors can be replaced by others who are willing to take on the risk.
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team on their submission. Amazon
Mechanical Turk workers collaborated with academics to create a platform, WeAreDynamo.org, that allows them to organize and create campaigns to better their work situation, but the site is no longer running. Another platform run by Amazon Mechanical Turk workers and academics, Turkopticon, continues to operate and provides worker reviews on Amazon Mechanical Turk employers.
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627:, parsing, and evaluation to the public. Notable examples include using the crowd to create speech and language databases, to conduct user studies, and to run behavioral science surveys and experiments. Crowdsourcing systems provided researchers with the ability to gather large amounts of data, and helped researchers to collect data from populations and demographics they may not have access to locally.
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learn from peers. Extrinsic motivations included changing the law for financial gain or other benefits. Participation in crowdsourced policy-making was an act of grassroots advocacy, whether to pursue one's own interest or more altruistic goals, such as protecting nature. Participants in online research studies report their motivation as both intrinsic enjoyment and monetary gain.
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that would have been too difficult to solve internally. Crowdsourcing allows businesses to submit problems on which contributors can work—on topics such as science, manufacturing, biotech, and medicine—optionally with monetary rewards for successful solutions. Although crowdsourcing complicated tasks can be difficult, simple work tasks can be crowdsourced cheaply and effectively.
1603:, product design, apparel design, movies, writing, company naming, illustration, etc. While crowdsourcing competitions have been used for decades in some creative fields such as architecture, creative crowdsourcing has proliferated with the recent development of web-based platforms where clients can solicit a wide variety of creative work at lower cost than by traditional means.
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services. This can be especially useful for companies seeking to understand the needs and preferences of a particular market segment or to gather feedback on the effectiveness of their marketing efforts. The use of crowdsourcing in market research allows companies to quickly and efficiently gather a large amount of data and insights that can inform their business decisions.
719:. All of them strongly advocate for continuous efforts to refine and expand crowdsourcing applications in academic scholarship. Analysis highlighted the importance of interdisciplinary collaborations and widespread dissemination of knowledge; the review underscored the need to fully harness crowdsourcing's potential to address challenges within cancer research.
1040:, under the auspices of the Oxford Internet Institute in 2014. Research has emerged since 2012 which focused on the use of crowdsourcing for policy purposes. These include experimentally investigating the use of Virtual Labor Markets for policy assessment, and assessing the potential for citizen involvement in process innovation for public administration.
1522:, funded by the US State Department, which required locating and photographing individuals in five cities in the US and Europe within 12 hours based only on a single photograph. The winning team managed to locate three suspects by mobilizing volunteers worldwide using a similar incentive scheme to the one used in the balloon challenge.
1789:. Chandler and Kapelner found that US users of the Amazon Mechanical Turk were more likely to complete a task when told they were going to help researchers identify tumor cells, than when they were not told the purpose of their task. However, of those who completed the task, quality of output did not depend on the framing.
1777:. Community-based motivations refer to motivations related to community participation, and include community identification and social contact. In crowdsourced journalism, the motivation factors are intrinsic: the crowd is driven by a possibility to make social impact, contribute to social change, and help their peers.
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sales, product design, peer-to-peer social financing, consumer report model, knowledge base building model, and collaborative science project model) in which to categorize the roles of community users, such as researcher, engineer, programmer, journalist, graphic designer, etc., and the products and services developed.
1408:, the users are then placed into an online "café" in which they can present their own political opinions and grade the suggestions of other participants. This system aims to effectively involve the greater public in relevant political discussions and highlight the specific topics with which people are most concerned.
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allowed citizens to go on an online forum to discuss problems and possible resolutions regarding some off-road traffic laws. The crowdsourced information and resolutions would then be passed on to legislators to refer to when making a decision, allowing citizens to contribute to public policy in a more direct manner.
1865:. Participants in these countries sometimes masquerade as U.S. participants to gain access to certain tasks. This led to the "bot scare" on Amazon Mechanical Turk in 2018, when researchers thought bots were completing research surveys due to the lower quality of responses originating from medium-developed countries.
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finding alien life or mapping earthquake zones) or very small (identifying images). Some examples of successful crowdsourcing themes are problems that bug people, things that make people feel good about themselves, projects that tap into niche knowledge of proud experts, and subjects that people find sympathetic.
1029:. While some scholars argue crowdsourcing for this purpose as a policy tool or a definite means of co-production, others question that and argue that crowdsourcing should be considered just as a technological enabler that simply increases speed and ease of participation. Crowdsourcing can also play a role in
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To make an idea turn into a reality, the first component needed is capital. Depending on the scope and complexity of the crowdsourced project, the amount of necessary capital can range from a few thousand dollars to hundreds of thousands, if not more. The capital-raising process can take from days to
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Motivation in crowdsourcing is often a mix of intrinsic and extrinsic factors. In a crowdsourced law-making project, the crowd was motivated by both intrinsic and extrinsic factors. Intrinsic motivations included fulfilling civic duty, affecting the law for sociotropic reasons, to deliberate with and
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Extrinsic motivations are broken down into three categories: immediate payoffs, delayed payoffs, and social motivations. Immediate payoffs, through monetary payment, are the immediately received compensations given to those who complete tasks. Delayed payoffs are benefits that can be used to generate
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found that users at that time were primarily
American, young, female, and well-educated, with 40% earning more than $ 40,000 per year. In November 2009, Ross found a very different Mechanical Turk population where 36% of which was Indian. Two-thirds of Indian workers were male, and 66% had at least a
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is a crowdsourcing platform that allows users to do small tasks for which computers lack aptitude in for low amounts of money. Amazon's
Mechanical Turk has created many different projects for users to participate in, where each task requires very little time and offers a very small amount in payment.
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placed 10 balloon markers across the United States and challenged teams to compete to be the first to report the location of all the balloons. A collaboration of efforts was required to complete the challenge quickly and in addition to the competitive motivation of the contest as a whole, the winning
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Ivo Blohm identifies four types of
Crowdsourcing Platforms: Microtasking, Information Pooling, Broadcast Search, and Open Collaboration. They differ in the diversity and aggregation of contributions that are created. The diversity of information collected can either be homogenous or heterogenous. The
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to list their accommodation or unused rooms. Owners set their own nightly, weekly and monthly rates and accommodations. The business, in turn, charges guests and hosts a fee. Guests usually end up spending between $ 9 and $ 15. They have to pay a booking fee every time they book a room. The landlord,
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Typically, no written contracts, nondisclosure agreements, or employee agreements are made with crowdworkers. For users of the Amazon
Mechanical Turk, this means that employers decide whether users' work is acceptable and reserve the right to withhold pay if it does not meet their standards. Critics
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Others argue that easier access to capital through a large number of smaller investors can hurt the project and its creators. With a simplified capital-raising process involving more investors with smaller stakes, investors are more risk-seeking because they can take on an investment size with which
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The likelihood that a crowdsourced project will fail due to lack of monetary motivation or too few participants increases over the course of the project. Tasks that are not completed quickly may be forgotten, buried by filters and search procedures. This results in a long-tail power law distribution
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Crowdsourcing allows anyone to participate, allowing for many unqualified participants and resulting in large quantities of unusable contributions. Companies, or additional crowdworkers, then have to sort through the low-quality contributions. The task of sorting through crowdworkers' contributions,
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motivations cause people to contribute to crowdsourced tasks and these factors influence different types of contributors. For example, people employed in a full-time position rate human capital advancement as less important than part-time workers do, while women rate social contact as more important
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Studies have also found that crowds are not simply collections of amateurs or hobbyists. Rather, crowds are often professionally trained in a discipline relevant to a given crowdsourcing task and sometimes hold advanced degrees and many years of experience in the profession. Claiming that crowds are
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tasks typically have these characteristics: they can be done independently, they take a fixed amount of time, and they require special skills. Macro-tasks could be part of specialized projects or could be part of a large, visible project where workers pitch in wherever they have the required skills.
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Implicit crowdsourcing is less obvious because users do not necessarily know they are contributing, yet can still be very effective in completing certain tasks. Rather than users actively participating in solving a problem or providing information, implicit crowdsourcing involves users doing another
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system of the X platform. Crowdsourcing on such platforms is thought to be effective in combating partisan misinformation on social media when certain conditions are met. Success may depend on trust in fact-checking sources, the ability to present information that challenges previous beliefs without
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encouraged members to submit information about their ancestors. The submitted information was gathered together into a single collection. In 1969, to encourage more participation, the church started the three-generation program. In this program, church members were asked to prepare documented family
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Despite the multiplicity of definitions for crowdsourcing, one constant has been the broadcasting of problems to the public, and an open call for contributions to help solve the problem. Members of the public submit solutions that are then owned by the entity who originally broadcast the problem. In
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Crowdsourcing allows those who would benefit from the project to fund and become a part of it, which is one way for small niche ideas get started. However, when the number of projects grows, the number of failures also increases. Crowdsourcing assists the development of niche and high-risk projects
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argue that, the prevailing practice of modeling crowdsourcing data collection tasks in terms of fixed classes (options), unnecessarily restricts quality. Results demonstrate that information accuracy depends on the classes used to model domains, with participants providing more accurate information
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Intrinsic motivations are broken down into two categories: enjoyment-based and community-based motivations. Enjoyment-based motivations refer to motivations related to the fun and enjoyment contributors experience through their participation. These motivations include: skill variety, task identity,
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Data donation is a crowdsourcing approach to gather digital data. It is used by researchers and organizations to gain access to data from online platforms, websites, search engines and apps and devices. Data donation projects usually rely on participants volunteering their authentic digital profile
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to send him sentences to use as inspirations for his paintings. Art curator Andrea Grover argues that individuals tend to be more open in crowdsourced projects because they are not being physically judged or scrutinized. As with other types of uses, artists use crowdsourcing systems to generate and
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A number of motivations exist for businesses to use crowdsourcing to accomplish their tasks. These include the ability to offload peak demand, access cheap labor and information, generate better results, access a wider array of talent than what is present in one organization, and undertake problems
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to gather volunteers' data and create a large weather map, making new information available to the public daily. For instance, volunteers tracked a tornado passing through
Wisconsin and sent the findings via telegraph to the Smithsonian. Henry's project is considered the origin of what later became
148:. Crowdsourcing methods include competitions, virtual labor markets, open online collaboration and data donation. Some forms of crowdsourcing, such as in "idea competitions" or "innovation contests" provide ways for organizations to learn beyond the "base of minds" provided by their employees (e.g.
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Collaboration between crowd members can also be difficult or even discouraged, especially in the context of competitive crowd sourcing. Crowdsourcing site InnoCentive allows organizations to solicit solutions to scientific and technological problems; only 10.6% of respondents reported working in a
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recruited volunteers to translate and review books. Because all translators receive public acknowledgment for their contributions, Kaufman and Schulz cite this as a reputation-based strategy to motivate individuals who want to be associated with institutions that have prestige. The
Mechanical Turk
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Distributed human intelligence tasking (HIT) is used for information management problems where an organization has a set of information in hand and mobilizes a crowd to process or analyze the information. It is ideal for processing large data sets that computers cannot easily do. Amazon
Mechanical
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Internet and digital technologies have massively expanded the opportunities for crowdsourcing. However, the effect of user communication and platform presentation can have a major bearing on the success of an online crowdsourcing project. The crowdsourced problem can range from huge tasks (such as
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The crowdsourcing process allows entrepreneurs to access a wide range of investors who can take different stakes in the project. As an effect, crowdsourcing simplifies the capital-raising process and allows entrepreneurs to spend more time on the project itself and reaching milestones rather than
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Crowdworkers are a nonrandom sample of the population. Many researchers use crowdsourcing to quickly and cheaply conduct studies with larger sample sizes than would be otherwise achievable. However, due to limited access to the
Internet, participation in low developed countries is relatively low.
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involves activities that take place on smartphones or mobile platforms that are frequently characterized by GPS technology. This allows for real-time data gathering and gives projects greater reach and accessibility. However, mobile crowdsourcing can lead to an urban bias, and can have safety and
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Individuals, businesses, and entrepreneurs can showcase their businesses and projects by creating a profile, which typically includes a short video introducing their project, a list of rewards per donation, and illustrations through images. Funders make monetary contribution for numerous reasons:
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Lego allows users to work on new product designs while conducting requirements testing. Any user can provide a design for a product, and other users can vote on the product. Once the submitted product has received 10,000 votes, it will be formally reviewed in stages and go into production with no
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conversations in various location-based subreddits were analyzed for the presence of grammatical forms unique to a regional dialect. These were then used to map the extent of the speaker population. The results could roughly approximate large-scale surveys on the subject without engaging in field
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Gregory Saxton et al. studied the role of community users, among other elements, during his content analysis of 103 crowdsourcing organizations. They developed a taxonomy of nine crowdsourcing models (intermediary model, citizen media production, collaborative software development, digital goods
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is a prediction market that gathers crowds' views on politics and tries to ensure accuracy by having participants pay money to buy and sell contracts based on political outcomes. Some of the most famous examples have made use of social media channels: Domino's Pizza, Coca-Cola, Heineken, and Sam
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Crowdvoting occurs when a website gathers a large group's opinions and judgments on a certain topic. Some crowdsourcing tools and platforms allow participants to rank each other's contributions, e.g. in answer to the question "What is one thing we can do to make Acme a great company?" One common
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Governments across the world are increasingly using crowdsourcing for knowledge discovery and civic engagement. Iceland crowdsourced their constitution reform process in 2011, and Finland has crowdsourced several law reform processes to address their off-road traffic laws. The Finnish government
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An additional cause of the decrease in product quality that can result from crowdsourcing is the lack of collaboration tools. In a typical workplace, coworkers are organized in such a way that they can work together and build upon each other's knowledge and ideas. Furthermore, the company often
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began its localization program in 2008, it encountered some criticism for the low quality of its crowdsourced translations. One of the problems of crowdsourcing products is the lack of interaction between the crowd and the client. Usually little information is known about the final product, and
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Explicit crowdsourcing lets users work together to evaluate, share, and build different specific tasks, while implicit crowdsourcing means that users solve a problem as a side effect of something else they are doing. With explicit crowdsourcing, users can evaluate particular items like books or
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taking place, Olmsted noticed a pattern in the shooting stars. Olmsted wrote a brief report of this meteor shower in the local newspaper. "As the cause of 'Falling Stars' is not understood by meteorologists, it is desirable to collect all the facts attending this phenomenon, stated with as much
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Daren C. Brabham defined crowdsourcing as an "online, distributed problem-solving and production model." Kristen L. Guth and Brabham found that the performance of ideas offered in crowdsourcing platforms are affected not only by their quality, but also by the communication among users about the
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Just as limiting, oftentimes there is not enough skills or expertise in the crowd to successfully accomplish the desired task. While this scenario does not affect "simple" tasks such as image labeling, it is particularly problematic for more complex tasks, such as engineering design or product
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The demographics of Microworkers.com differ from Mechanical Turk in that the US and India together accounting for only 25% of workers; 197 countries are represented among users, with Indonesia (18%) and Bangladesh (17%) contributing the largest share. However, 28% of employers are from the US.
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a new product that a company hopes to patent. Such projects are considered to be complex because design is a meticulous process that requires a large amount of time to perfect, and people completing the project must have specialized training in design to effectively complete the project. These
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Web-based idea competitions or inducement prize contests often consist of generic ideas, cash prizes, and an Internet-based platform to facilitate easy idea generation and discussion. An example of these competitions includes an event like IBM's 2006 "Innovation Jam", attended by over 140,000
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Crowdfunding is the process of funding projects by a multitude of people contributing a small amount to attain a certain monetary goal, typically via the Internet. Crowdfunding has been used for both commercial and charitable purposes. The crowdfuding model that has been around the longest is
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Crowdsourcing is frequently used in market research as a way to gather insights and opinions from a large number of consumers. Companies may create online surveys or focus groups that are open to the general public, allowing them to gather a diverse range of perspectives on their products or
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Crowdsourcing also has the potential to be a problem-solving mechanism for government and nonprofit use. Urban and transit planning are prime areas for crowdsourcing. For example, from 2008 to 2009, a crowdsourcing project for transit planning in Salt Lake City was created to test the public
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are those that require a large amount of time and skills compared to micro and macro-work. While an example of macro-work would be writing survey feedback, simple projects rather include activities like writing a basic line of code or programming a database, which both require a larger time
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The use of crowdsourcing in medical and health research is increasing systematically. The process involves outsourcing tasks or gathering input from a large, diverse groups of people, often facilitated through digital platforms, to contribute to medical research, diagnostics, data analysis,
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Crowdsourcing is increasingly used in professional journalism. Journalists are able to organize crowdsourced information by fact checking the information, and then using the information they have gathered in their articles as they see fit. A daily newspaper in Sweden has successfully used
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Piggyback crowdsourcing can be seen most frequently by websites such as Google that data-mine a user's search history and websites to discover keywords for ads, spelling corrections, and finding synonyms. In this way, users are unintentionally helping to modify existing systems, such as
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crowdsourcing in investigating the home loan interest rates in the country in 2013–2014, which resulted in over 50,000 submissions. A daily newspaper in Finland crowdsourced an investigation into stock short-selling in 2011–2012, and the crowdsourced information led to revelations of a
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Implicit crowdsourcing can take two forms: standalone and piggyback. Standalone allows people to solve problems as a side effect of the task they are actually doing, whereas piggyback takes users' information from a third-party website to gather information. This is also known as data
693:-infected red blood cells. Using a statistical framework, the platform combined expert diagnoses with those from minimally trained individuals, creating a gold standard library. The objective was to swiftly teach people to achieve great diagnosis accuracy without any prior training.
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found a crowd that was largely white, middle- to upper-class, higher educated, worked in a so-called "white-collar job" and had a high-speed Internet connection at home. In a crowd-sourcing diary study of 30 days in Europe, the participants were predominantly higher educated women.
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is a collaborative and holistic way of solving a problem through many people, communities, groups, or resources. It is a type of crowdsourcing with focus on complex and intellectually demanding problems requiring considerable effort, and the quality or uniqueness of contribution.
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funding, which are oftentimes the primary investors in startups. Many ideas are scrapped in their infancy due to insufficient support and lack of capital, but crowdsourcing allows these ideas to be started if an entrepreneur can find a community to take interest in the project.
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Participation in highly developed countries is similarly low, largely because the low amount of pay is not a strong motivation for most users in these countries. These factors lead to a bias in the population pool towards users in medium developed countries, as deemed by the
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rewards-based crowdfunding. This model is where people can prepurchase products, buy experiences, or simply donate. While this funding may in some cases go towards helping a business, funders are not allowed to invest and become shareholders via rewards-based crowdfunding.
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are a form of idea crowdsourcing and crowdsolving, where individuals are asked to submit ideas to solve problems and then problems that can be solved with those ideas. The aim is to find encourage individuals to find practical solutions to problems that are well thought
745:. These responses helped him to make a series of scientific breakthroughs including observing the fact that meteor showers are seen nationwide and fall from space under the influence of gravity. The responses also allowed him to approximate a velocity for the meteors.
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When choosing tasks, since only certain users "win", users learn to submit later and pick less popular tasks to increase the likelihood of getting their work chosen. An example of a Mechanical Turk project is when users searched satellite images for a boat to find
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A crowdsourced project is usually expected to be unbiased by incorporating a large population of participants with a diverse background. However, most of the crowdsourcing works are done by people who are paid or directly benefit from the outcome (e.g. most of
1114:) for a printed journal. Crowdsourcing language-related data online has proven very effective and many dictionary compilation projects used crowdsourcing. It is used particularly for specialist topics and languages that are not well documented, such as for the
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to prove they are human, and then provides CAPTCHAs from old books that cannot be deciphered by computers, to digitize them for the web. Like many tasks solved using the Mechanical Turk, CAPTCHAs are simple for humans, but often very difficult for computers.
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Peer-vetted creative production is used for ideation problems, where an organization mobilizes a crowd to come up with a solution to a problem which has an answer that is subjective or dependent on public support. It is ideal for design, aesthetic, or policy
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of completion times. Additionally, low-paying research studies online have higher rates of attrition, with participants not completing the study once started. Even when tasks are completed, crowdsourcing does not always produce quality results. When
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is a crowdsourcing platform for corporate research and development where difficult scientific problems are posted for crowds of solvers to discover the answer and win a cash prize that ranges from $ 10,000 to $ 100,000 per challenge. InnoCentive, of
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Wang, Cheng; Han, Larry; Stein, Gabriella; Day, Suzanne; Bien-Gund, Cedric; Mathews, Allison; Ong, Jason J.; Zhao, Pei-Zhen; Wei, Shu-Fang; Walker, Jennifer; Chou, Roger; Lee, Amy; Chen, Angela; Bayus, Barry; Tucker, Joseph D. (20 January 2020).
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and for funding, especially in the absence of financial and human means. Volunteers can contribute explicitly with conscious effort or implicitly without being known by turning the text on the raw newspaper image into human corrected digital
678:. The project acquired data from 3,497 participants across seventy-nine countries through online and offline forums. The outcomes generally emphasized the importance of youth perspectives in shaping strategies to effectively address
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1999– The U.S. Geological Survey's (USGS's) "Did You Feel It?" website was used in the US as a method where by residents could report any tremors or shocks they felt from a recent earthquake and the approximate magnitude of the
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defines it as: "the practice of obtaining needed services, ideas, or content by soliciting contributions from a large group of people and especially from the online community rather than from traditional employees or suppliers."
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operating system. Programmers fromaround the world contribute to the GNU operating system. Linux kernel is one of the kernels used in this operating system, thus forming the GNU/Linux operating system, which many people call as
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to attract and divide work between participants to achieve a cumulative result. Crowdsourcing is not limited to online activity, however, and there are various historical examples of crowdsourcing. The word crowdsourcing is a
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due to a perceived need from a select few who seek the product. With high risk and small target markets, the pool of crowdsourced projects faces a greater possible loss of capital, lower return, and lower levels of success.
1260:— Crowdsource research also applies to the field of agriculture. Crowdsourcing can be used to help farmers and experts to dentify different types of weeds from the fields and also to provide assistance in removing the weeds.
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From funding individual medical cases and innovative devices to supporting research, community health initiatives, and crisis responses, crowdsourcing proves its versatile impact in addressing diverse healthcare challenges.
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Després, Jacques; Hadjsaid, Nouredine; Criqui, Patrick; Noirot, Isabelle (1 February 2015). "Modelling the impacts of variable renewable sources on the power sector: reconsidering the typology of energy modelling tools".
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Liu, Huiying; Xie, Qian Wen; Lou, Vivian W. Q. (1 April 2019). "Everyday social interactions and intra-individual variability in affect: A systematic review and meta-analysis of ecological momentary assessment studies".
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provides employees with the necessary information, procedures, and tools to fulfill their responsibilities. However, in crowdsourcing, crowd-workers are left to depend on their own knowledge and means to complete tasks.
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de Vreede, T., Nguyen, C., de Vreede, G. J., Boughzala, I., Oh, O., & Reiter-Palmon, R. (2013). A Theoretical Model of User Engagement in Crowdsourcing. In Collaboration and Technology (pp. 94–109). Springer Berlin
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that is more accurate than Netflix's current algorithm. It had a grand prize of US$ 1,000,000, and it was given to a team which designed an algorithm that beat Netflix's own algorithm for predicting ratings by 10.06%.
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In linguistics, crowdsourcing strategies have been applied to estimate word knowledge, vocabulary size, and word origin. Implicit crowdsourcing on social media has also approximating sociolinguistic data efficiently.
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precision as possible", Olmsted wrote to readers, in a report subsequently picked up and pooled to newspapers nationwide. Responses came pouring in from many states, along with scientists' observations sent to the
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4758:) advocates the use of genetics as a tool for genealogical research, and provides a support network for genetic genealogists. It hosts the ISOGG Y-haplogroup tree, which has the virtue of being regularly updated.
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Wei, Zhudeng; Fang, Xiuqi; Yin, Jun (October 2018). "Comparison of climatic impacts transmission from temperature to grain harvests and economies between the Han (206 BC–AD 220) and Tang (AD 618–907) dynasties".
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Prpić, J., & Shukla, P. (2016). Crowd Science: Measurements, Models, and Methods. In Proceedings of the 49th Annual Hawaii International Conference on System Sciences, Kauai, Hawaii: IEEE Computer Society.
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A more recent version of crowdsourcing in astronomy is NASA's photo organizing project, which asked internet users to browse photos taken from space and try to identify the location the picture is documenting.
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generally take the most time, have higher stakes, and call for people with very specific skills. These are generally "one-off" projects that are difficult to accomplish and can include projects such as
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Community-based platforms that connect international buyers and local forwarders, by allowing buyers to use forwarder's address as purchase destination, after which forwarders ship items further to the
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free of charge on the condition that sailors returned a standardized log of their voyage to the U.S. Naval Observatory. By 1861, he had distributed 200,000 copies free of charge, on the same conditions.
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Knowledge discovery and management is used for information management problems where an organization mobilizes a crowd to find and assemble information. It is ideal for creating collective resources.
406:. Volunteers can contribute to searching for signals that might come from extraterrestrial intelligence by installing a program that uses idle computer time for analyzing chunks of data recorded by
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Crowdvoting's value in the movie industry was shown when in 2009 a crowd accurately predicted the success or failure of a movie based on its trailer, a feat that was replicated in 2013 by Google.
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Hara, Kotaro; Adams, Abigail; Milland, Kristy; Savage, Saiph; Callison-Burch, Chris; Bigham, Jeffrey P. (21 April 2018). "A Data-Driven Analysis of Workers' Earnings on Amazon Mechanical Turk".
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aggregation of information can either be selective or integrative. Some common categories of crowdsourcing have been used effectively in the commercial world include crowdvoting, crowdsolving,
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group record forms for the first three generations. The program was later expanded to encourage members to research at least four generations and became known as the four-generation program.
489:(MTurk) was launched publicly on November 2, 2005. It enables businesses to hire remotely located "crowdworkers" to perform discrete on-demand tasks that computers are currently unable to do.
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1219:— Many companies are introducing crowdsourcing to grow their engineering capabilities and find solutions to unsolved technical challenges and the need to adopt newest technologies such as
346:: 14,000 photographers produced 70,000 black-and-white prints and 30,000 color slides of the French capital to document the architectural changes of Paris. Photographs were donated to the
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of the crowd as a whole, several studies have examined various specific online platforms. Amazon Mechanical Turk has received a great deal of attention in particular. A study in 2008 by
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Researchers have used crowdsourcing systems such as Amazon Mechanical Turk or CloudResearch to aid their research projects by crowdsourcing some aspects of the research process, such as
780:, increasingly so given the trend towards greater temporal and spatial resolution. In response, there have been several initiatives to crowdsource this data. Launched in December 2009,
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Arkian, Hamid Reza; Diyanat, Abolfazl; Pourkhalili, Atefe (2017). "MIST: Fog-based data analytics scheme with cost-efficient resource provisioning for IoT crowdsensing applications".
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workers rarely interacts with the final client in the process. This can decrease the quality of product as client interaction is considered to be a vital part of the design process.
1611:(crowd-shipping) is a peer-to-peer shipping service, usually conducted via an online platform or marketplace. There are several methods that have been categorized as crowd-shipping:
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Burgess, Jean; Angus, Daniel; Carah, Nicholas; Andrejevic, Mark; Hawker, Kiah; Lewis, Kelly; Obeid, Abdul; Smith, Adam; Tan, Jane; Fordyce, Robbie; Trott, Verity (8 November 2021).
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as an outreach project. One of the largest crowdsourcing campaigns was a public design contest in 2010 hosted by the Indian government's finance ministry to create a symbol for the
262:: When the British government was trying to find a way to measure a ship's longitudinal position, they offered the public a monetary prize to whoever came up with the best solution.
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1890:). In many other cases, the end product is the outcome of a single person's endeavor, who creates the majority of the product, while the crowd only participates in minor details.
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problems where an organization mobilizes a crowd to come up with a solution to a problem that has an objective, provable right answer. It is ideal for scientific problem-solving.
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in the USA) – a campaign launched by PepsiCo's Lay's in Spain. The campaign was to create a new flavor for the snack where the consumers were directly involved in its formation.
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of Afghanistan and Pakistan. Crowdsourcing has been extensively used to collect high-quality gold standards for creating automatic systems in natural language processing (e.g.
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Despite the potential global reach of IT applications online, recent research illustrates that differences in location affect participation outcomes in IT-mediated crowds.
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crowdsources feedback for its Comprehensive City Plan update in a process started in 2015. The House of Representatives in Brazil has used crowdsourcing in policy-reforms.
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Kurve, Aditya; Miller, David J.; Kesidis, George (30 May 2014). "Multicategory Crowdsourcing Accounting for Variable Task Difficulty, Worker Skill, and Worker Intention".
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Lukyanenko, Roman; Parsons, Jeffrey; Wiersma, Yolanda (2014). "The IQ of the Crowd: Understanding and Improving Information Quality in Structured User-Generated Content".
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2000 – UNV Online Volunteering service launched: Connecting people who commit their time and skills over the Internet to help organizations address development challenges.
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was an early, influential example of work with text transcriptions for crowdsourcing in cultural heritage institutions. The Steve Museum project provided a prototype for
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While the term "crowdsourcing" was popularized online to describe Internet-based activities, some examples of projects, in retrospect, can be described as crowdsourcing.
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Crowdsourcing has often been used in the past as a competition to discover a solution. The French government proposed several of these competitions, often rewarded with
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project that asked community members around the world to document oral histories from aging witnesses of a significant but under-documented historical event, the 1947
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was launched in 2005. Reddit is a social media platform and online community where users can submit, discuss and vote, leading to diverse discussions and interactions.
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is another example of crowdsourcing, and it is a community of 20,000 automotive engineers, designers, and enthusiasts that compete to build off-road rally trucks.
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Feng, Steve; Woo, Min-jae; Kim, Hannah; Kim, Eunso; Ki, Sojung; Shao, Lei; Ozcan, Aydogan (11 March 2016). Levitz, David; Ozcan, Aydogan; Erickson, David (eds.).
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dedicating time to get it started. Overall, the simplified access to capital can save time to start projects and potentially increase the efficiency of projects.
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990:(ADM+S) in Australia was using data donations to analyze how Google personalized search results, and examine how Facebook's algorithmic advertising model worked.
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Mining publicly available social media conversations can be used as a form of implicit crowdsourcing to approximate the geographic extent of speaker dialects.
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promotion, and various healthcare-related initiatives. Usage of this innovative approach supplies a useful community-based method to improve medical services.
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future advantages, such as training skills and being noticed by potential employers. Social motivations are the rewards of behaving pro-socially, such as the
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Guth, Kristen L.; Brabham, Daren C. (4 August 2017). "Finding the diamond in the rough: Exploring communication and platform in crowdsourcing performance".
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Health Care Crowds: Collective Intelligence in Public Health. Collective Intelligence 2015. Center for the Study of Complex Systems, University of Michigan
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The key distinguishing factors are that macro-work requires specialized skills and typically takes longer, while microwork requires no specialized skills.
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Lietsala, Katri; Joutsen, Atte (2007). "Hang-a-rounds and True Believers: A Case Analysis of the Roles and Motivational Factors of the Star Wreck Fans".
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Another way that social media can contribute to democratization is by 'crowdsourcing' information. This elicits the knowledge and wisdom of the 'crowd' .
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6866:"Temporal Dynamics of Health and Well-Being: A Crowdsourcing Approach to Momentary Assessments and Automated Generation of Personalized Feedback (2016)"
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4629:. Delft, The Netherlands: Energy and Industry group, Faculty of Technology, Policy and Management, TU Delft. Archived from the original on 10 June 2014
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They connect to the greater purpose of the campaign, such as being a part of an entrepreneurial community and supporting an innovative idea or product.
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When Facebook began its localization program in 2008, it received criticism for using free labor in crowdsourcing the translation of site guidelines.
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5578:"Experiments on Crowdsourcing Policy Assessment. Oxford Internet Institute, University of Oxford – IPP 2014 – Crowdsourcing for Politics and Policy"
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1518:, in less than nine hours) established its own "collaborapetitive" environment to generate participation in their team. A similar challenge was the
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Some translation companies and translation tool consumers pretend to use crowdsourcing as a means for drastically cutting costs, instead of hiring
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selected the T-shirts it sold by having users provide designs and vote on the ones they like, which are then printed and available for purchase.
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some cases, the contributor of the solution is compensated monetarily with prizes or public recognition. In other cases, the only rewards may be
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energy data. While much of its information is from US government sources, the platform also seeks crowdsourced input from around the world. The
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Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
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Escoffier, N. and B. McKelvey (2014). "Using "Crowd-Wisdom Strategy" to Co-Create Market Value: Proof-of-Concept from the Movie Industry." in
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Brabham, Daren C.; Ribisl, Kurt M.; Kirchner, Thomas R.; Bernhardt, Jay M. (1 February 2014). "Crowdsourcing Applications for Public Health".
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say that crowdsourcing arrangements exploit individuals in the crowd, and a call has been made for crowds to organize for their labor rights.
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1437:, a fan run team. Using a mobile app, the fans voted on the day-to-day operations of the team, the mascot name, signing of players and even
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Institutes that have records of interest to genealogical research have used crowds of volunteers to create catalogs and indices to records.
620:, which was an initiative to improve patent quality in the United States through gathering public input in a structured, productive manner.
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Brabham, Daren C. (2012). "Motivations for Participation in a Crowdsourcing Application to Improve Public Engagement in Transit Planning".
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in the United States asked its readers to examine 3,000 emails concerning the firing of federal prosecutors in 2008. The British newspaper
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journal conducted a review of the studies published between January 2005 and June 2016 on crowdsourcing in cancer research, with the usage
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8119:"Is it Ethical to Use Mechanical Turk for Behavioral Research? Relevant Data from a Representative Survey of MTurk Participants and Wages"
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Tang, Weiming; Han, Larry; Best, John; Zhang, Ye; Mollan, Katie; Kim, Julie; Liu, Fengying; Hudgens, Michael; Bayus, Barry (1 June 2016).
5552:"A Framework for Policy Crowdsourcing. Oxford Internet Institute, University of Oxford – IPP 2014 – Crowdsourcing for Politics and Policy"
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5161:"Critical simulation as hybrid digital method for exploring the data operations and vernacular cultures of visual social media platforms"
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webpages, or share by posting products or items. Users can also build artifacts by providing information and editing other people's work.
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DataSkop developed by Algorithm Watch, a non-profit research organization in Germany, which accessed data on social media algorithms and
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that involved sealing food in air-tight jars. The British government provided a similar reward to find an easy way to determine a ship's
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Zhang, Ye; Kim, Julie A.; Liu, Fengying; Tso, Lai Sze; Tang, Weiming; Wei, Chongyi; Bayus, Barry L.; Tucker, Joseph D. (November 2015).
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300:. Within a decade, the project had more than 600 volunteer observers and had spread to Canada, Mexico, Latin America, and the Caribbean.
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Proponents argue that crowdsourcing is beneficial because it allows the formation of startups with niche ideas that would not survive
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is an umbrella term for the people who contribute to crowdsourcing efforts. Though it is sometimes difficult to gather data about the
1122:. A slightly different form of crowdsourcing for language data was the online creation of scientific and mathematical terminology for
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7586:
7020:
6299:"User-centred design of neogeography: the impact of volunteered geographic information on users' perceptions of online map 'mashups'"
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Brown, Joshua K.; Hohman, Zachary P. (2022). "Extreme party animals: Effects of political identification and ideological extremity".
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generated through crowdsourcing, as opposed to traditional methods of Professional Geographic Information (PGI). In describing the
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Advantages of using crowdsourcing include lowered costs, improved speed, improved quality, increased flexibility, and/or increased
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Enipedia also publishes energy systems data using the concept of crowdsourced open information. Enipedia went live in March 2011.
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6384:
5642:"Five design principles for crowdsourced policymaking: Assessing the case of crowdsourced off-road traffic law reform in Finland"
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8210:"Moving the Crowd at iStockphoto: The Composition of the Crowd and Motivations for Participation in a Crowdsourcing Application"
5666:"Unmasking the Crowd: Participants' Motivation Factors, Profile and Expectations for Participation in Crowdsourced Policymaking"
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Littmann, Mark; Suomela, Todd (June 2014). "Crowdsourcing, the great meteor storm of 1833, and the founding of meteor science".
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months depending on different variables, including the entrepreneur's network and the amount of initial self-generated capital.
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has developed a seismic detection system by monitoring the traffic peaks on its website and analyzing keywords used on Twitter.
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4155:"A game-based crowdsourcing platform for rapidly training middle and high school students to perform biomedical image analysis"
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1845:, control data quality by repeatedly vetting crowdworkers to ensure they are paying attention and providing high-quality work.
1414:
On Reddit, users collectively rate web content, discussions and comments as well as questions posed to persons of interest in "
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in turn, pays a service fee for the amount due. The company has 1,500 properties in 34,000 cities in more than 190 countries.
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was founded: The free stock imagery website allows the public to contribute to and receive commission for their contributions.
269:
offered an award to the person who could "make the alkali" by decomposing sea salt by the "simplest and most economic method".
198:
gives a first use: "OED's earliest evidence for crowdsourcing is from 2006, in the writing of J. Howe." The online dictionary
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Hauser, David J.; Moss, Aaron J.; Rosenzweig, Cheskie; Jaffe, Shalom N.; Robinson, Jonathan; Litman, Leib (3 November 2022).
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Ross, Joel; Irani, Lilly; Silberman, M. Six; Zaldivar, Andrew; Tomlinson, Bill (10 April 2010). "Who are the crowdworkers?".
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The raw number of ideas that get funded and the quality of the ideas is a large controversy over the issue of crowdsourcing.
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developed a crowdsourcing tool, to train individuals, especially middle and high school students in South Korea, to diagnose
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8275:"Managing Unexpected Publics Online: The Challenge of Targeting Specific Groups with the Wide-Reaching Tool of the Internet"
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1614:
Travelers heading in the direction of the buyer, and are willing to bring the package as part of their luggage for a reward.
7294:"Crowdsourcing for a better world: On the relation between IT affordances and donor motivations in charitable crowdfunding"
2620:"The Customer-Dominated Innovation Process: Involving Customers as Designers and Decision-Makers in Developing New Product"
354:
8299:
Brabham, Daren C. (2010). "Moving the Crowd at Threadless: Motivations for Participation in a Crowdsourcing Application".
8071:""Who are these people?" Evaluating the demographic characteristics and political preferences of MTurk survey respondents"
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8998:
Moss, Aaron J; Rosenzweig, Cheskie; Jaffe, Shalom Noach; Gautam, Richa; Robinson, Jonathan; Litman, Leib (11 June 2021).
7459:"Community Engineering for Innovations: The Ideas Competition as a Method to Nurture a Virtual Community for Innovations"
5220:
Pretus, Clara; Gil-Buitrago, Helena; Cisma, Irene; Hendricks, Rosamunde C.; Lizarazo-Villarreal, Daniela (16 July 2024).
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Saxton, Gregory D.; Oh, Onook; Kishore, Rajiv (2013). "Rules of Crowdsourcing: Models, Issues, and Systems of Control".
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Thebault-Spieker, Jacob; Terveen, Loren G.; Hecht, Brent (28 February 2015). "Avoiding the South Side and the Suburbs".
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initiated the participatory online policy project to better engage young people in decision-making processes related to
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collect data. The crowd also can be used to provide inspiration and to collect financial support for an artist's work.
403:
9590:"Digital labour and development: impacts of global digital labour platforms and the gig economy on worker livelihoods"
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4012:
1404:, is an example of modern-day crowd voting. Participants access the CRC online and vote on six timely issues. Through
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Yang, J.; Adamic, L.; Ackerman, M. (2008), "Crowdsourcing and knowledge sharing: Strategic user behavior on taskcn",
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amateurs, rather than professionals, is both factually untrue and may lead to marginalization of crowd labor rights.
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82:
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7181:
International Perspective on Business Innovation and Disruption in the Creative Industries: Film, Video, Photography
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The dilemma for equity crowdfunding in the US as of 2012 was during a refinement process for the regulations of the
685:
Another approach is sourcing results of clinical algorithms from collective input of participants. Researchers from
137:". In contrast to outsourcing, crowdsourcing usually involves less specific and more public groups of participants.
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2195:
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platforms is an effective way to crowdsource people's thoughts and ideas for research and development. The company
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app, was created. It allows users to submit road information and route data based on location, such as reports of
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Greg Norcie, 2011, "Ethical and practical considerations for compensation of crowdsourced research participants",
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van der Krieke, L; Blaauw, FJ; Emerencia, AC; Schenk, HM; Slaets, JP; Bos, EH; de Jonge, P; Jeronimus, BF (2016).
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8337:
Brabham, Daren C. (2012). "The Myth of Amateur Crowds: A Critical Discourse Analysis of Crowdsourcing Coverage".
5360:"Evolution of co-production in the information age: crowdsourcing as a model of web-based co-production in Korea"
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4772:"An African American Paternal Lineage Adds an Extremely Ancient Root to the Human Y Chromosome Phylogenetic Tree"
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Truck drivers whose route lies along the buyer's location and who are willing to take extra items in their truck.
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was an effort to create a repository for images and videos from natural disasters, terrorist, and criminal events
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research used crowdsourcing techniques long before personal computers were common. Beginning in 1942, members of
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6038:"Web 2.0-based crowdsourcing for high-quality gold standard development in clinical Natural Language Processing"
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Zhai, Haijun; Lingren, Todd; Deleger, Louise; Li, Qi; Kaiser, Megan; Stoutenborough, Laura; Solti, Imre (2013).
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983:, is a browser extension for adult participants in the US to provide access to their data for research projects.
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9229:
9033:"Can the Crowd Substitute Experts in Evaluation of Creative Ideas? An Experimental Study Using Business Models"
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Martin, Fred; Resnick, Mitchel (1993), "Lego/Logo and Electronic Bricks: Creating a Scienceland for Children",
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2004:
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17:
4951:"Crowdsourcing as a Knowledge-Search Method in Digital Journalism: Ruptured Ideals and Blended Responsibility"
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creates and runs incentive competitions offering between $ 1 million and $ 30 million for solving challenges.
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1234:
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Prpić, J; Shukla, P.; Roth, Y.; Lemoine, J.F. (2015). "A Geography of Participation in IT-Mediated Crowds".
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6673:"Creative Contributory Contests to Spur Innovation in Sexual Health: 2 Cases and a Guide for Implementation"
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Besides insufficient compensation and other labor-related disputes, there have also been concerns regarding
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9121:"After the Bot Scare: Understanding What's Been Happening With Data Collection on MTurk and How to Stop It"
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5998:
5881:"Word knowledge in the crowd: Measuring vocabulary size and word prevalence in a massive online experiment"
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Because crowdworkers are considered independent contractors rather than employees, they are not guaranteed
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6121:"The Value of Marketing Crowdsourced New Products as Such: Evidence from Two Randomized Field Experiments"
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Wiki Government: How Technology Can Make Government Better, Democracy Stronger, and Citizens More Powerful
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8819:
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Prpić, John; Taeihagh, Araz; Melton, James (September 2015). "The Fundamentals of Policy Crowdsourcing".
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Burnap, Alex; Ren, Alex J.; Papazoglou, Giannis; Gerth, Richard; Gonzalez, Richard; Papalambros, Panos.
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5326:"The Potential ofParticipediaas a Crowdsourcing Tool for Comparative Analysis of Democratic Innovations"
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589:. Thousands of people sent in entries before the government zeroed in on the final symbol based on the
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475:'s first "Dream car art" contest: Children were asked globally to draw their "dream car of the future".
5519:"Crowdsourcing the Policy Cycle. Collective Intelligence 2014, MIT Center for Collective Intelligence"
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2011 Fifth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing
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1849 – A network of some 150 volunteer weather observers all over the USA was set up as a part of the
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4481:"#Alonetogether:: An Exploratory Study of Social Media Use at the Beginning of the COVID-19 Pandemic"
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2775:
2595:"Crowdsource by Google: A Platform for Collecting Inclusive and Representative Machine Learning Data"
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A Systematic Literature Review of Crowdsourcing Research from a Human Resource Management Perspective
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Proceedings of the 18th ACM Conference on Computer Supported Cooperative Work & Social Computing
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used Mechanical Turk to collect 10,000 drawings of sheep from contributors around the world. Artist
558:, or the Alkali prize, where a reward was provided for separating the salt from the alkali, and the
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This graphic symbolizes the use of ideas from a wide range of individuals, as used in crowdsourcing.
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2011:, and more. Many but not all of the issues related to crowdworkes overlap with concerns related to
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task entirely where a third party gains information for another topic based on the user's actions.
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Aitamurto, Tanja (2013). "Balancing between open and closed: co-creation in magazine journalism".
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Adams have crowdsourced a new pizza, bottle design, beer, and song respectively. A website called
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The Australian Search Experience and Ad Observatory projects set up in 2021 by researchers at the
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that states a Knowledge editor's personal feelings or presents an original argument about a topic.
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Human Cloud as Emerging Internet Application – Anatomy of the Microworkers Crowdsourcing Platform
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Human Cloud as Emerging Internet Application – Anatomy of the Microworkers Crowdsourcing Platform
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Brabham, D. C. (2008). "Crowdsourcing as a Model for Problem Solving an Introduction and Cases".
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1862:
1381:
581:. During the Great Depression, out-of-work clerks tabulated higher mathematical functions in the
284:
8422:"Motivation Factors in Crowdsourced Journalism: Social Impact, Social Change, and Peer Learning"
7932:
6621:"Crowdsourcing HIV Test Promotion Videos: A Noninferiority Randomized Controlled Trial in China"
5610:
5134:
3779:
3778:
McGraw, I.; Seneff, S. (2011), "Growing a spoken language interface on Amazon Mechanical Turk",
3064:
11307:
11302:
11156:
11141:
11031:
10381:
10371:
10272:
10222:
10105:
8892:
8747:"Evaluating CloudResearch's Approved Group as a solution for problematic data quality on MTurk"
8381:
4928:"Motivation Factors in Crowdsourced Journalism: Social Impact, Social Change and Peer-Learning"
3219:
2848:
2418:
1676:
1535:
1430:
1393:
1202:
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system collected signatures on petitions, which were entitled to an official response from the
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In the field of behavioral science, crowdsourcing is often used to gather data and insights on
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273:
161:
153:
31:
9474:
CHI WS on Ethics Logs and VideoTape: Ethics in Large Scale Trials & User Generated Content
9181:
9032:
8805:
6847:
4901:
4715:
3877:
2977:
2594:
2593:
Sarin, Supheakmungkol; Pipatsrisawat, Knot; Pham, Khiêm; Batra, Anurag; Valente, Luis (2019).
997:, was designed to measure how disinformation traveled across social media platforms over time.
876:
have provided valuable information and research to the professional scientific community. The
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11121:
10938:
10427:
10376:
10013:
9926:
9890:
9827:
2046:
1045:
865:
860:, has led to public and semi public databases of DNA testing using crowdsourcing techniques.
654:
to collect users' driving times to provide better GPS routing and real-time traffic updates.
362:
5965:
5259:
Allen, Jennifer; Arechar, Antonio A.; Pennycook, Gordon; Rand, David G. (3 September 2021).
4593:
WREF 2012: OpenEI — an open energy data and information exchange for international audiences
11131:
11008:
10998:
10778:
10165:
10148:
10143:
10136:
9338:"Un(der)paid Innovators: The Commercial Utilization of Consumer Work through Crowdsourcing"
8274:
7661:"Crowdsourced delivery explained: making same day shipping cheaper through local couriers."
7421:"Leveraging Crowdsourcing: Activation-Supporting Components for IT-Based Ideas Competition"
6565:
6422:
5272:
4512:
4166:
3564:
3267:
The Knowledge revolution: how a bunch of nobodies created the world's greatest encyclopedia
3241:
2942:
2797:
2204:
2178:
2102:
1786:
1059:
909:
905:
482:'s "Go for the Gold" contest: Kodak asked anyone to submit a picture of a personal victory.
145:
8609:
Aparicio, M.; Costa, C.; Braga, A. (2012). "Proposing a system to support crowdsourcing".
8448:"More than fun and money. Worker Motivation in Crowdsourcing – A Study on Mechanical Turk"
8117:
Moss, Aaron; Rosenzweig, Cheskie; Robinson, Jonathan; Jaffe, Shalom; Litman, Leib (2022).
3868:
Mason, W.; Suri, S. (2010), "Conducting Behavioral Research on Amazon's Mechanical Turk",
1209:, VGI has many advantages over PGI, primarily perceived currency, accuracy and authority.
559:
425:
was established: This online platform allows the public to help raise money for charities.
8:
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11013:
10922:
10457:
10391:
10277:
10028:
9864:
7079:
6773:"HowNutsAreTheDutch (HoeGekIsNL): A crowdsourcing study of mental symptoms and strengths"
6344:
Brown, Michael; Sharples, Sarah; Harding, Jenny; Parker, Christopher J. (November 2013).
3754:
2210:
1470:
They connect to a physical aspect of the campaign like rewards and gains from investment.
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1111:
1025:
Crowdsourcing public policy and the production of public services is also referred to as
877:
245:
8773:
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6569:
6457:
6426:
5276:
4846:
4824:
4516:
4170:
3293:
2946:
2751:
840:. The rise of personal DNA testing, after the turn of the century, by companies such as
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10094:
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9875:
9752:
9713:
9614:
9589:
9570:
9455:
9169:
9101:
9013:
9001:
Bots or inattentive humans? Identifying sources of low-quality data in online platforms
8971:
8719:[Computer Human Interaction conference], May 7–12, 2011, Vancouver, BC, Canada"
8695:
8637:
8591:
8573:
8492:
8399:
8354:
8316:
8185:
8166:
8092:
7841:
7587:"Squadhelp wants your company to crowdsource better names (and avoid Boaty McBoatface)"
7440:
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6748:
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2538:
2520:
2455:
2436:
2364:
2299:
2012:
2008:
1930:
1812:
At least six major topics cover the limitations and controversies about crowdsourcing:
1539:
1224:
980:
939:
635:
527:
328:
252:
120:, and finances—for payment or as volunteers. Contemporary crowdsourcing often involves
109:
60:
9748:
9658:
We Are Dynamo: Overcoming Stalling and Friction in Collective Action for Crowd Workers
9636:
9497:
8676:. CHI EA '10. New York, USA: Association for Computing Machinery. pp. 2863–2872.
7106:
6552:
Rahman, Mahbubur; Blackwell, Brenna; Banerjee, Nilanjan; Dharmendra, Saraswat (2015),
6120:
6119:
Nishikawa, Hidehiko; Schreier, Martin; Fuchs, Christoph; Ogawa, Susumu (August 2017).
5611:"Citizen involvement in public sector innovation: Government and citizen perspectives"
4480:
4115:
2619:
190:, Jeff Howe and Mark Robinson, to describe how businesses were using the Internet to "
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9966:
9936:
9756:
9717:
9703:
9619:
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9017:
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8801:
8778:
8685:
8627:
8610:
8496:
8358:
8320:
8170:
7930:
7911:
7831:
7795:
7741:"Parcl Uses Trusted Forwarders to Bring you Products that don't Ship to your Country"
7476:
7463:
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6888:
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6805:
6753:
6702:
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5180:
4974:
4801:
4745:
4663:
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4465:
4430:
4389:
4308:
4242:
4224:
4205:"The application of crowdsourcing approaches to cancer research: a systematic review"
4186:
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4119:
4080:
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3903:
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3497:
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2870:
2643:
2488:
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1206:
1037:
1036:
The first conference focusing on Crowdsourcing for Politics and Policy took place at
950:
869:
833:
647:
570:
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259:
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8641:
8403:
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5221:
5009:
4599:. Golden, Colorado, USA: National Renewable Energy Laboratory (NREL). Archived from
4304:
4139:
3917:
2915:
2731:
2698:
Taeihagh, Araz (19 June 2017). "Crowdsourcing, Sharing Economies, and Development".
2685:
2368:
2303:
1324:, Daren C. Brabham puts forth a problem-based typology of crowdsourcing approaches:
949:
system by a Finnish bank. The bank executive was fired and policy changes followed.
630:
Artists have also used crowdsourcing systems. In a project called the Sheep Market,
11166:
11136:
11051:
11046:
10768:
10695:
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10333:
10328:
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7004:
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5280:
5233:
5168:
4997:
4962:
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4783:
4735:
4727:
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4416:
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4300:
4232:
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3181:
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2950:
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2719:
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2542:
2530:
2480:
2428:
2356:
2348:
2281:
1996:
1992:
1493:
international participants and yielded around 46,000 ideas. Another example is the
1426:
1419:
1026:
612:
participation process. Another notable application of crowdsourcing for government
407:
373:
160:
submitted by requesters to workers who perform them. Crowdsourcing is also used by
7501:
7183:, P. Wikstrom and R. DeFillippi, eds., UK: Edward Elgar Publishing Ltd, Chap. 11.
6988:
Blohm, Ivo; Zogaj, Shkodran; Bretschneider, Ulrich; Leimeister, Jan Marco (2018).
5897:
5880:
5681:
5399:
Taeihagh, Araz (8 November 2017). "Crowdsourcing: a new tool for policy-making?".
5376:
5359:
5083:
4966:
3792:
3490:
Garrigos-Simon, Fernando J.; Gil-Pechuán, Ignacio; Estelles-Miguel, Sofia (2015).
2907:
2635:
1106:
editors using paper and postage. It has also been used for collecting examples of
682:
which provided a valuable insight for future community empowerment initiatives.
11126:
10530:
10318:
10308:
10217:
10201:
10186:
10098:
10064:
10059:
10023:
9911:
9483:
8488:
8395:
8350:
6884:
6688:
6577:
6364:
6314:
6267:
5456:
5001:
4524:
3185:
2801:
2556:
Afuah, A.; Tucci, C. L. (2012). "Crowdsourcing as a Solution to Distant Search".
2079:
2025:
1713:
1526:
1271:
1143:
1030:
1013:
861:
845:
773:
762:
733:
696:
624:
613:
578:
555:
199:
9796:
9409:
9053:
When Crowdsourcing Fails: A Study of Expertise on Crowdsourced Design Evaluation
7420:
6167:
6096:
4716:"What's in a name? Y chromosomes, surnames and the genetic genealogy revolution"
4405:"Evaluating Reddit as a Crowdsourcing Platform for Psychology Research Projects"
3708:
Federal Transit Administration Public Transportation Participation Pilot Program
515:, and integrates that data into its routing algorithms for all users of the app.
320:
logo was designed by a 14-year-old boy who won the Planter Peanuts logo contest.
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11096:
11091:
10773:
10668:
10618:
10566:
10049:
9976:
9732:
8763:
8587:
7964:
7436:
6346:"Usability of Geographic Information: Current challenges and future directions"
6214:
6158:
Reinhold, Stephan; Dolnicar, Sara (December 2017), "How Airbnb Creates Value",
4787:
3468:
3126:
3087:
2166:
1968:
1934:
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commitment and skill level. These projects are usually not found on sites like
1596:
1267:
1250:
1151:
1118:. Software programs have been developed for crowdsourced dictionaries, such as
1115:
1100:
For dictionary work, crowdsourcing was applied over a hundred years ago by the
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617:
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266:
185:
9555:
9538:
8312:
6236:
5422:
4731:
4421:
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4381:
4057:
2841:
Convergence: The International Journal of Research into New Media Technologies
2411:
Convergence: The International Journal of Research into New Media Technologies
194:
work to the crowd", which quickly led to the portmanteau "crowdsourcing". The
11296:
11111:
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11041:
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10353:
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10131:
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9931:
9774:
9605:
8957:
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8161:
8144:
8087:
8070:
7799:
7397:
7309:
7245:
7008:
6474:
6144:
5825:
Chapter 10. WeSay, a Tool for Engaging Native Speakers in Dictionary Building
5461:(2 ed.). Oxford: Oxford University Press (published 2018). p. 256.
5444:
5292:
5245:
5096:
Mozilla Rally is currently available to US residents who are age 19 and older
4228:
4123:
4066:
3517:
2954:
2862:
2723:
2432:
2352:
2271:"Anatomy of a Crowdsourcing Platform – Using the Example of Microworkers.com"
1607:
1519:
1506:
1494:
1274:
players that showed several players as guilty, which led to their suspension.
1210:
1139:
1097:
Crowdsourcing has been used extensively for gathering language-related data.
508:
453:
9699:
9441:
9433:
Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems
9165:
9009:
8681:
8623:
7907:
7827:
6952:
6553:
5715:
5608:
5172:
5049:
3899:
1415:
959:
crowdsourced the examination of hundreds of thousands of documents in 2009.
884:'s scientific team to reveal patterns of human migration using crowdsourced
732:
Crowdsourcing in astronomy was used in the early 19th century by astronomer
324:
255:
offered a cash prize for calculating the longitude of a vessel while at sea.
11161:
11081:
10912:
10891:
10865:
10788:
10740:
10735:
10386:
10348:
10282:
10181:
9981:
9961:
9916:
9831:
9623:
8930:
8798:
Proceedings of the Hawaii International Conference on Systems Sciences 2015
8782:
8656:
7980:"Working the Crowd: Employment and Labor Law in the Crowdsourcing Industry"
7048:
Crowdsourcing: Why the Power of the Crowd is Driving the Future of Business
6892:
6809:
6757:
6706:
6654:
6372:
6322:
6275:
6216:
6073:
5906:
5310:
5284:
4805:
4749:
4665:
Making sense of open data: from raw data to actionable insight — PhD thesis
4479:
Vaterlaus, J. Mitchell; Patten, Emily V.; Spruance, Lori A. (26 May 2022).
4312:
4246:
4131:
4084:
4016:
3193:
2484:
2128:
2085:
2031:
1976:
1951:
1709:
1642:
1562:, where users find words to describe Google images, which are then used as
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1401:
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639:
631:
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523:
461:
339:
288:
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108:
involves a large group of dispersed participants contributing or producing
9692:
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
9498:"Ethical Aspects of Crowdsourcing, or is it a Modern Form of Exploitation"
9206:
8226:
8209:
8032:
Ross, J.; Irani, L.; Silberman, M.S.; Zaldivar, A.; Tomlinson, B. (2010).
2569:
1081:
once a certain number had been reached. Several U.S. federal agencies ran
309:: 800 volunteers catalogued words to create the first fascicle of the OED.
10839:
10700:
10406:
10343:
10338:
10191:
10155:
10033:
9921:
9880:
9641:
8455:
Proceedings of the Seventeenth Americas Conference on Information Systems
7772:. Proceedings of the 22nd Australasian Conference on Information Systems.
7389:
6636:
5931:
Bill, Jeremiah; Gong, He; Hamilton, Brooke; Hawthorn, Henry; et al.
2834:"Crowdsourcing as a Model for Problem Solving: An Introduction and Cases"
2677:
2659:"Organizational Learning with Crowdsourcing: The Revelatory Case of Lego"
2331:
2285:
2245:
2216:
2149:
2091:
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for the images. Another popular use of implicit crowdsourcing is through
1530:
1220:
1078:
946:
897:
432:
366:
191:
141:
134:
126:
7769:
6411:"Understanding Design with VGI using an Information Relevance Framework"
6410:
6298:
6251:
6136:
5195:
3489:
287:'s Meteorological Project started by the Smithsonian's first Secretary,
11106:
11061:
11036:
10969:
10948:
10943:
10917:
10860:
10824:
10783:
10750:
10722:
10561:
9516:
6499:
Tagging, Folksonomy and Art Museums: Results of steve.museum's research
5800:
5222:"Scaling crowdsourcing interventions to combat partisan misinformation"
5196:"The Citizen Browser Project—Auditing the Algorithms of Disinformation"
4625:
Davis, Chris; Chmieliauskas, Alfredas; Dijkema, Gerard; Nikolic, Igor.
4457:
4178:
2360:
2332:
Estellés-Arolas, Enrique; González-Ladrón-de-Guevara, Fernando (2012),
2189:
2183:
2123:
1911:
1782:
1580:
1386:
994:
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590:
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or intellectual satisfaction. Crowdsourcing may produce solutions from
149:
9565:
8612:
Proceedings of the Workshop on Open Source and Design of Communication
8145:"The Demographic and Political Composition of Mechanical Turk Samples"
8143:
Levay, Kevin E.; Freese, Jeremy; Druckman, James N. (1 January 2016).
7571:"The Movie Research Experience gets audiences involved in filmmaking."
6738:
6054:
5833:
5626:
5237:
5135:"A data economy: the case for doing and knowing more about algorithms"
4876:
4220:
4098:
Hildebrand, Mikaela; Ahumada, Claudia; Watson, Sharon (January 2013).
1975:
for $ 15 million in 2009, after unpaid moderators sued to be paid the
1142:
is also being done via crowdsourcing on the Web, most notably for the
1066:
collected and amalgamated suggestions for improving federal websites.
11171:
11071:
10834:
10763:
10758:
10705:
10556:
10401:
9986:
8559:"Breaking Monotony with Meaning: Motivation in Crowdsourcing Markets"
8005:"View of Crowdsourcing: Libertarian Panacea or Regulatory Nightmare?"
6791:
6554:"Smartphone-based hierarchical crowdsourcing for weed identification"
5160:
4740:
3892:
Proceedings of the seventh ACM conference on Creativity and cognition
3682:"Crowdfunding and Civic Society in Europe: A Profitable Partnership?"
2534:
2172:
2117:
2000:
1761:
1757:
1691:
1652:
1567:
1398:
Center for Information Technology Research in the Interest of Society
1353:
792:
574:
439:
392:
292:
223:
working in their spare time, from experts, or from small businesses.
169:
157:
117:
9282:"The Promise of Idea Crowdsourcing: Benefits, Contexts, Limitations"
8795:
8034:"Who are the Crowdworkers? Shifting Demographics in Mechanical Turk"
6250:
Parker, Christopher J.; May, Andrew; Mitchell, Val (November 2013).
5344:
3387:
1473:
They connect to the creative display of the campaign's presentation.
872:, citizen scientists encouraged by volunteer organizations like the
11116:
10829:
10638:
10591:
10484:
9885:
9690:
Irani, Lilly C.; Silberman, M. Six (27 April 2013). "Turkopticon".
7419:
Leimeister, J.M.; Huber, M.; Bretschneider, U.; Krcmar, H. (2009),
7381:
6863:
6191:"Prime Panels by CloudResearch | Online Research Panel Recruitment"
5823:
5664:
Aitamurto, Tanja; Landemore, Hélène; Saldivar Galli, Jorge (2016).
5496:. Committee for the Future, Parliament of Finland. pp. 10–30.
5413:
4203:
Lee, Young Ji; Arida, Janet A.; Donovan, Heidi S. (November 2017).
4041:"Crowdsourcing in health and medical research: a systematic review"
3681:
3113:
Axelrod R. (1980), "'Effective choice in the Prisoner's Dilemma'",
2975:
2714:
2525:
2459:
1893:
1870:
1770:
1563:
1559:
1107:
1054:
used crowdsourcing to analyze large sets of images. As part of the
864:
projects have included support, organization, and dissemination of
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837:
803:
712:
679:
675:
446:
411:
313:
10499:
9536:
9281:
8578:
7979:
7931:
Chatzimiloudis, Konstantinidis & Laoudias, Zeinalipour-Yazti.
7418:
6409:
Parker, Christopher J.; May, Andrew; Mitchell, Val (August 2012).
6297:
Parker, Christopher J.; May, Andrew; Mitchell, Val (15 May 2014).
6091:, Berlin, Heidelberg: Springer Berlin Heidelberg, pp. 61–89,
3987:
Crowdsourcing and the Evolving Relationship between Art and Artist
3147:
1848:
Crowdsourcing quality is also impacted by task design. Lukyanenko
988:
ARC Centre of Excellence for Automated Decision-Making and Society
11056:
10844:
10628:
10623:
10551:
10411:
9895:
7549:"Beyond XPrize: The 10 Best Crowdsourcing Tools and Technologies"
6987:
6551:
5023:
4823:. Southern California Genealogical Society (SCGS). Archived from
3744:"Creating Speech and Language Data With Amazon's Mechanical Turk"
1842:
1774:
1571:
1284:
have been used extensively in the domain of software development.
1270:
initiated a crowdsourcing investigation of cheating by top-level
853:
788:
777:
737:
690:
512:
358:
216:
9505:
International Journal of Economics & Business Administration
8674:
CHI '10 Extended Abstracts on Human Factors in Computing Systems
5663:
5324:
Smith, Graham; Richards, Robert C.; Gastil, John (12 May 2015).
5219:
2082: – Work distributed across Internet to substitute computers
1307:
Crowdsourcing can either take an explicit or an implicit route:
896:
Another early example of crowdsourcing occurred in the field of
880:, which began in 2005, is a research project carried out by the
395:
raised $ 60,000 from their fans to help finance their U.S. tour.
11026:
10875:
10870:
10730:
10678:
10653:
10648:
10643:
10576:
9941:
9785:
7770:
Crowdsourcing information systems: a systems theory perspective
7691:"LivingPackets uses IoT, crowdshipping to transform deliveries"
5575:
5549:
5516:
3931:
3839:
Conducting Online Research on Amazon Mechanical Turk and Beyond
3726:
3418:
2061: – Group intelligence that emerges from collective efforts
1680:
1505:
Another example of competition-based crowdsourcing is the 2009
1172:
1131:
781:
716:
708:
704:
700:
493:
472:
338:("This Was Paris in 1970") was sponsored by the city of Paris,
212:
113:
97:
30:"Crowd work" redirects here. For the performing arts term, see
8118:
5786:
Nussbaum, Stan. (2003). Proverbial perspectives on pluralism.
3171:
2477:
48th Annual Hawaii International Conference on System Sciences
900:. On 25 December 1900, Frank Chapman, an early officer of the
11278:
Professional E-Hailing Drivers and Private Owners Association
11146:
10896:
10804:
10690:
10663:
10613:
10571:
9307:"International Translators Association Launched in Argentina"
8715:"Human Computation:A Survey and Taxonomy of a Growing Field,
6089:
Advanced Educational Technologies for Mathematics and Science
5704:"Making Sense of Crowdsourced Civic Data with Big Data Tools"
5108:
3587:"9 Examples of Crowdsourcing, Before 'Crowdsourcing' Existed"
3440:
3345:
1915:
1887:
1835:
1796:
Another form of social motivation is prestige or status. The
1705:
1510:
651:
562:, when the first hydraulic commercial turbine was developed.
479:
130:
10989:
9733:"Beyond Fair Pay: Ethical Implications of NLP Crowdsourcing"
9588:
Graham, Mark; Hjorth, Isis; Lehdonvirta, Vili (1 May 2017).
8415:
8413:
7897:
7816:
Proceedings of the 9th ACM conference on Electronic commerce
7716:"Goldman Sachs, Soros Bet on the Uber of Brazilian Trucking"
6215:
Nunan, Daniel; Birks, David F.; Malhotra, Naresh K. (2020).
4624:
2243:
11176:
10673:
10658:
10633:
10608:
10586:
10287:
9731:
Shmueli, Boaz; Fell, Jan; Ray, Soumya; Ku, Lun-Wei (2021).
8116:
6118:
5609:
Thapa, B.; Niehaves, B.; Seidel, C.; Plattfaut, R. (2015).
5158:
4501:
4330:
4326:
4100:"CrowdOutAIDS: crowdsourcing youth perspectives for action"
3644:
Sarasua, Cristina; Simperl, Elena; Noy, Natalya F. (2012),
2592:
2399:. Cambridge, Massachusetts; London, England: The MIT Press.
2169: – Practice of sharing knowledge publicly and reusably
1291:
1051:
799:
686:
500:
343:
54:
personal reflection, personal essay, or argumentative essay
8671:
8031:
7361:
Agrawal, Ajay; Catalini, Christian; Goldfarb, Avi (2014).
7268:"What Is Crowdfunding And How Does It Benefit The Economy"
6343:
6252:"The role of VGI and PGI in supporting outdoor activities"
2269:
Hirth, Matthias; Hoßfeld, Tobias; Tran-Gia, Phuoc (2011).
8997:
8744:
8410:
7054:, The International Achievement Institute, archived from
5769:
5258:
4821:"The Genographic Project and the Rise of Citizen Science"
4682:
9 discusses in depth the initial development of Enipedia.
3294:"TopCoder (A): Developing Software through Crowdsourcing"
2247:
Crowdsourcing What can be Outsourced to the Crowd and Why
1695:
projects usually pay the highest, yet are rarely offered.
1515:
1396:(CRC), a program jointly launched in January 2014 by the
885:
736:. After being awakened in a late November night due to a
504:
465:
377:
327:
was selected as winner of the design competition for the
8916:
7950:
7457:
Ebner, W.; Leimeister, J.; Krcmar, H. (September 2009).
7129:"4 Great Examples of Crowdsourcing through Social Media"
6780:
International Journal of Methods in Psychiatric Research
4755:
4668:. Delft, The Netherlands: Delft University of Technology
4539:"OpenEI — Energy Information, Data, and other Resources"
4346:"Image Overload: Help us sort it all out, NASA requests"
3673:
3018:"A Brief History of Crowdsourcing [Infographic]"
2656:
1825:
The value and impact of the work received from the crowd
1773:, direct feedback from the job, and taking the job as a
1012:
Crowdsourcing is used in large scale media, such as the
9587:
8999:
7360:
7222:
Google White Paper, Industry Perspectives+User Insights
6931:
6722:"Mapping of Crowdsourcing in Health: Systematic Review"
5639:
4538:
4478:
4097:
2927:
2925:
2107:
Pages displaying short descriptions of redirect targets
2069:
Pages displaying short descriptions of redirect targets
1595:
involves sourcing people for creative projects such as
1294:
group focuses on using crowdsourcing to improve health.
565:
In response to a challenge from the French government,
9429:
7356:
7354:
7352:
5788:
Connections: the journal of the WEA Missions Committee
3518:"Antoine-Jean-Baptiste-Robert Auget, Baron de Montyon"
2088: – Intersection of broadcasting and crowdsourcing
1914:. This situation has been systematically denounced by
650:, crowdsourcing from 100 million drivers were used by
638:
leveraged the crowd by asking visitors of his website
11204:
International Alliance of App-based Transport Workers
8183:
7456:
7234:"An Indoor Football Team Has Its Fans Call the Plays"
5494:
Crowdsourcing for Democracy: New Era In Policy–Making
5261:"Scaling up fact-checking using the wisdom of crowds"
3291:
1828:
The ethical implications of low wages paid to workers
388:
was founded: It allowed buying and selling of shares.
234:
9099:
9049:
9031:
Goerzen, Thomas; Kundisch, Dennis (11 August 2016).
8944:
Hauser, David; Paolacci, Gabriele; Chandler, Jesse,
8881:
7714:
Biller, David; Sciaudone, Christina (19 June 2018),
7156:"Let's amplify California's collective intelligence"
6458:"Crowdsourcing: How and Why Should Libraries Do It?"
6035:
5930:
5745:
Crowdsourcing for Democracy: New Era in Policymaking
4847:"History of the Christmas Bird Count | Audubon"
3741:
3012:
3010:
3008:
3006:
3004:
3002:
3000:
2998:
2922:
2618:
Liu, Wei; Moultrie, James; Ye, Songhe (4 May 2019).
2268:
2200:
Pages displaying wikidata descriptions as a fallback
2042:
Pages displaying wikidata descriptions as a fallback
1001:
Large Emergency Event Digital Information Repository
442:: "Free-access, free content Internet encyclopedia".
9361:"Crowdsourcing: A Million Heads is Better Than One"
8950:
Handbook of Research Methods in Consumer Psychology
8713:Quinn, Alexander J.; Bederson, Benjamin B. (2011).
8445:
8249:
The Value of Openness in Scientific Problem Solving
8142:
7349:
6990:"How to Manage Crowdsourcing Platforms Effectively"
6505:. Archives & Museum Informatics. Archived from
5748:. Committee for the Future, Parliament of Finland.
5323:
4159:
Optics and Biophotonics in Low-Resource Settings II
3711:, U.S. Department of Transportation, archived from
2976:O'Connor, J. J.; Robertson, E. F. (February 1997).
2510:
2094: – Crowdsourcing fixing of local public spaces
2049: – Aggregation of web mapping and user content
1921:
9537:Paolacci, G; Chandler, J; Ipeirotis, P.G. (2010).
9147:"Analyzing the Amazon Mechanical Turk Marketplace"
9084:
8943:
8608:
7812:
7131:. digitalagencymarketing.com. 2012. Archived from
5443:
3646:"Crowdsourcing Ontology Alignment with Microtasks"
3292:Lakhani KR, Garvin DA, Lonstein E (January 2010).
3264:
3020:. Crowdsourcing.org. 18 March 2012. Archived from
2666:Journal of the Association for Information Systems
2657:Schlagwein, Daniel; Bjørn-Andersen, Niels (2014),
2225: – Crowdsourcing platform developed by Google
2213: – Collective perception of a group of people
1724:Another study of the demographics of the crowd at
924:European-Mediterranean Seismological Centre (EMSC)
503:(then named FreeMap Israel), a community-oriented
9826:
7099:"IEM Demonstrates the Political Wisdom of Crowds"
6666:
6664:
6408:
6296:
6249:
6221:(6th ed.). Harlow, United Kingdom: Pearson.
5659:
5657:
5655:
4695:. The Church of Jesus Christ of Latter-day Saints
4495:
3810:"Crowdsourcing user studies with Mechanical Turk"
3653:Institute AIFB. Karlsruhe Institute of Technology
3643:
3313:"Appirio's TopCoder too is a big catch for Wipro"
3234:
3067:. Smithsonian Institution Archives. 14 April 2011
2995:
2244:Schenk, Eric; Guittard, Claude (1 January 2009).
1241:artworks. Crowdsourcing is used in libraries for
11294:
11241:Indian Federation of App-based Transport Workers
9730:
9594:Transfer: European Review of Labour and Research
8857:"The Case For and Against Crowdsourcing: Part 2"
8820:"How Generative AI Can Augment Human Creativity"
8556:
6932:Doan, A.; Ramarkrishnan, R.; Halevy, A. (2011),
6618:
6157:
5858:"Developing ASL vocabulary for science and math"
4769:
4754:The International Society of Genetic Genealogy (
4618:
4583:
3731:, Peer-to-Patent Community Patent Review Project
3364:
3362:
3216:"UNV Online Volunteering Service | History"
2334:"Towards an Integrated Crowdsourcing Definition"
2219: – Survey method for crowdsourcing opinions
1894:Entrepreneurs contribute less capital themselves
1819:Entrepreneurs contribute less capital themselves
1807:
1558:A good example of implicit crowdsourcing is the
1476:They want to see new products before the public.
207:ideas, and presentation in the platform itself.
9539:"Running experiments on Amazon Mechanical Turk"
9154:XRDS: Crossroads, the ACM Magazine for Students
9030:
8566:Journal of Economic Behavior & Organization
8526:"State of the World's Volunteerism Report 2011"
8509:
8371:
8203:
8201:
8199:
7713:
4770:Mendex, etc. al., Fernando (28 February 2013).
4531:
4402:
4290:
4202:
4037:
3955:"Looking at how crowds produce and present art"
2175: – Digital-communication coordinated group
2131: – Using game design elements in non-games
836:is a combination of traditional genealogy with
819:the Church of Jesus Christ of Latter-day Saints
9689:
8875:
8789:
8294:
8292:
8184:Hirth, M.; Hoßfeld, T.; Train-Gia, P. (2011),
7987:Berkeley Journal of Employment & Labor Law
7291:
7153:
6770:
6670:
6661:
5821:
5652:
5451:; Haerpfer, Christian W.; Bernhagen, Patrick;
5447:; Whittington, Zak (2009). "Social Media". In
4015:. INRIX.com. 13 September 2014. Archived from
3835:
3728:Peer-to-Patent Community Patent Review Project
3370:"Crowdsourcing Back-Up Timeline Early Stories"
2827:
2825:
2823:
2821:
2819:
1213:is an example of crowdsourced mapping project.
10515:
9812:
9279:
9275:
9273:
8712:
8069:Huff, Connor; Tingley, Dustin (1 July 2015).
7285:
7220:"Quantifying movie magic with Google search."
7154:Goldberg, Ken; Newsom, Gavin (12 June 2014).
6934:"Crowdsourcing Systems on the World Wide Web"
6086:
5737:
5735:
5733:
4152:
3359:
3339:
2617:
2549:
2152: – Small loans to impoverished borrowers
1497:in 2009. People were asked to come up with a
449:– crowdsourcing software development company.
8885:Quality Management on Amazon Mechanical Turk
8446:Kaufmann, N.; Schulze, T.; Viet, D. (2011).
8441:
8439:
8196:
7953:Journal of Network and Computer Applications
7902:. New York, NY, USA: ACM. pp. 265–275.
7292:Choy, Katherine; Schlagwein, Daniel (2016),
5885:Quarterly Journal of Experimental Psychology
5576:Prpić, J.; Taeihagh, A.; Melton, J. (2014).
5550:Prpić, J.; Taeihagh, A.; Melton, J. (2014).
5517:Prpić, J.; Taeihagh, A.; Melton, J. (2014).
4403:Luong, Raymond; Lomanowska, Anna M. (2021).
3807:
3777:
3461:
2889:
2887:
2745:
2743:
2741:
2650:
2464:
2250:. Center for Direct Scientific Communication
1831:Trustworthiness and informed decision making
1699:
1487:
348:Bibliothèque historique de la ville de Paris
9207:"Facebook asks users to translate for free"
8289:
8241:
8239:
8237:
8068:
7323:
5640:Aitamurto and Landemore (4 February 2015).
4713:
4707:
4589:
4556:
4443:
4327:"Gateway to Astronaut Photography of Earth"
4262:"1833 Meteor Storm Started Citizen Science"
3411:
2893:
2816:
2479:. Kauai, Hawaii: IEEE. pp. 4609–4618.
2055: – Shared beliefs and ideas in society
10522:
10508:
9819:
9805:
9270:
9200:
9198:
8655:Ipeirotis, Panagiotis G. (10 March 2010).
6859:
6857:
5988:"Comparing methods of collecting proverbs"
5730:
5193:
4655:
3112:
2931:
2555:
1836:Impact of crowdsourcing on product quality
1816:Impact of crowdsourcing on product quality
1679:, and are rather posted on platforms like
993:The Citizen Browser Project, developed by
874:International Society of Genetic Genealogy
9741:Association for Computational Linguistics
9613:
9564:
9554:
9530:
9144:
8850:
8848:
8772:
8762:
8654:
8577:
8503:
8477:Journal of Applied Communication Research
8436:
8419:
8385:
8225:
8160:
8086:
7977:
7500:. DARPA Network Challenge. Archived from
7425:Journal of Management Information Systems
7412:
6837:
6799:
6747:
6737:
6696:
6644:
6473:
6218:Marketing research : applied insight
6063:
6053:
5896:
5741:
5646:Journal of Social Media for Organizations
5491:
5412:
5375:
5300:
4987:
4948:
4925:
4891:"Home – ISCRAM2015 – University of Agder"
4795:
4739:
4420:
4366:
4236:
4074:
4056:
3946:
3867:
3836:Litman, Leib; Robinson, Jonathan (2020).
2884:
2852:
2738:
2713:
2524:
2422:
2120: – Form of sudden public performance
1945:
1549:
768:
83:Learn how and when to remove this message
9694:. New York, USA: ACM. pp. 611–620.
9495:
8339:Information, Communication & Society
8301:Information, Communication & Society
8234:
8027:
8025:
7231:
7080:"Crowdvoting: How Elo Limits Disruption"
6558:Computers and Electronics in Agriculture
5878:
5670:Information, Communication & Society
5398:
4714:King, Turi E.; Jobling, Mark A. (2009).
4198:
4196:
3863:
3861:
3859:
3310:
3242:"Wired 14.06: The Rise of Crowdsourcing"
3218:. Onlinevolunteering.org. Archived from
2697:
2470:
2192: – Swedish Mobile phone application
1973:Hallissey et al. v. America Online, Inc.
1798:International Children's Digital Library
1092:
96:
9466:
9335:
9195:
8474:
8336:
8332:
8330:
8298:
8272:
8245:
8207:
7788:МИР (Модернизация. Инновации. Развитие)
7688:
7363:"Some Simple Economics of Crowdfunding"
6972:
6927:
6925:
6923:
6854:
6719:
5879:Keuleers; et al. (February 2015).
4259:
3890:Koblin, A. (2009). "The sheep market".
3808:Kittur, A.; Chi, E.H.; Sun, B. (2008),
3742:Callison-Burch, C.; Dredze, M. (2010),
3335:
3333:
3174:American Journal of Preventive Medicine
2831:
2408:
2325:
2034: – Citizen science project by NASA
1747:Online participation § Motivations
791:run by the US government that provides
569:won a prize for inventing a new way of
27:Sourcing services or funds from a group
14:
11295:
9654:
9385:
9244:
9217:
9204:
8993:
8991:
8845:
8740:
8738:
8706:
8426:International Journal of Communication
8279:International Journal of Communication
8177:
8112:
8110:
8108:
8106:
7781:
7768:Geiger D, Rosemann M, Fielt E. (2011)
7634:"Designers, clients forge ties on web"
7541:
7376:. University of Chicago Press: 63–97.
7096:
6455:
5926:
5924:
5708:ACM Digital Archive: Academic Mindtrek
5524:. Humancomputation.com. Archived from
4932:International Journal of Communication
4776:The American Journal of Human Genetics
4693:"What Is the Four-Generation Program?"
4562:
4485:The Journal of Social Media in Society
4343:
3983:
3889:
3803:
3801:
3751:Human Language Technologies Conference
3679:
3628:
3464:"Potent Memories From a Divided India"
3065:"Smithsonian Crowdsourcing Since 1849"
2114: – Web-based proofreading project
226:
10503:
9800:
9436:. New York, USA: ACM. pp. 1–14.
9358:
9250:
9119:PhD, Aaron Moss (18 September 2018).
8468:
8266:
8022:
7944:
7584:
7524:"Social media web snares 'criminals'"
7450:
7199:
6590:
6495:
5822:Albright, Eric; Hatton, John (2007).
5132:
4818:
4812:
4661:
4193:
3952:
3856:
3831:
3829:
3827:
3825:
3607:
3140:
3086:Clark, Catherine E. (25 April 1970).
3085:
2764:
2613:
2611:
2067: – Approaches to problem solving
1179:
809:
545:
184:was coined in 2006 by two editors at
11257:National Taxi Workers' Alliance (NY)
10420:
9226:"Crowdsourcing: The Debate Roars On"
8512:MindTrek 2007 Conference Proceedings
8327:
7044:
6920:
6915:"Crowdsourcing: how to find a crowd"
6771:van der Krieke; et al. (2015).
6726:Journal of Medical Internet Research
6042:Journal of Medical Internet Research
6024:Mataluna: 151 Afghan Pashto Proverbs
5964:. AfghanProverbs.com. Archived from
5742:Aitamurto, Tanja (31 January 2015).
5357:
4849:. Birds.audubon.org. 22 January 2015
4763:
4446:Journal of Applied Social Psychology
3618:. India: Living Media India Limited.
3455:
3433:
3405:
3330:
3311:Phadnisi, Shilpa (21 October 2016).
3271:(1st ed.). New York: Hyperion.
2969:
2790:
2749:
2506:
2504:
1918:and other translator organizations.
1157:
743:American Journal of Science and Arts
357:invited academics on-line to submit
334:1970 – French amateur photo contest
36:
10529:
9363:. Crowdsourcing.org. Archived from
9118:
8988:
8735:
8557:Chandler, D.; Kapelner, A. (2010).
8103:
7738:
7612:"Compete To Create Your Dream Home"
7329:
7298:Information Technology & People
7232:Williams, Jack (17 February 2017).
7218:Chen, A. and Panaligan, R. (2013).
6532:Digital libraries and crowdsourcing
6524:
6160:Peer-to-Peer Accommodation Networks
5962:"Pashto Proverb Collection project"
5921:
5109:"It's your data. Use it for change"
4569:SLA Government Information Division
3798:
3342:"For The Love Of Open Mapping Data"
3262:
3244:. Archive.wired.com. 4 January 2009
2978:"Longitude and the Académie Royale"
2028: – Amateur scientific research
1756:Many researchers suggest that both
1683:that call for a specific expertise.
1233:— Newspaper text correction at the
1020:
904:, initiated a tradition dubbed the
24:
9410:"Fair Labor Standards Act Advisor"
9280:Aitamurto, Tanja; Leiponen, Aija.
7202:"How boxoffice trading could flop"
5583:. Ipp.oii.ox.ac.uk. Archived from
5133:Angus, Daniel (16 February 2022).
4563:Garvin, Peggy (12 December 2009).
3822:
3304:
3285:
2608:
2105: – Computer science technique
2098:Crowdsourcing software development
1482:Securities and Exchange Commission
1282:Crowdsourcing software development
1199:Volunteered geographic information
1007:
888:testing and reporting of results.
404:University of California, Berkeley
369:algorithm ended up in first place.
235:Timeline of crowdsourcing examples
144:of the work, as well as promoting
25:
11324:
9767:
9388:"Crowdfunding 101: Pros and Cons"
9223:
9145:Ipeirotis, Panagiotis G. (2010).
9100:Hirth; Hoßfeld; Tran-Gia (2011),
8882:Ipeirotis; Provost; Wang (2010).
8854:
7658:
7370:Innovation Policy and the Economy
7265:
7097:Robson, John (24 February 2012).
6917:, ARD ZDF Akademie, Berlin, p. 99
6026:. Tampa, Florida: Culture Direct.
5860:. Washington.edu. 7 December 2012
3680:Hollow, Matthew (20 April 2013).
3046:, p. 123 & 246. McGraw Hill.
2501:
2076: – Method of producing value
2003:, psychological damage including
1986:
1188:
152:). Commercial platforms, such as
9784:
9773:
9724:
9683:
9648:
9630:
9581:
9489:
9423:
9402:
9379:
9352:
9329:
9299:
9251:Woods, Dan (28 September 2009).
9205:Hosaka, Tomoko A. (April 2008).
9138:
9112:
9093:
9078:
9043:
9024:
8937:
8910:
8812:
8665:
8648:
8602:
8550:
8518:
8365:
8136:
8062:
7997:
7971:
7924:
7891:
7866:
7806:
7775:
7762:
7732:
7707:
7689:Murison, Malek (19 April 2018),
7682:
7652:
7626:
7604:
7578:
7563:
7516:
7490:
7477:10.1111/j.1467-9310.2009.00564.x
7259:
7225:
7212:
7193:
7173:
7147:
7121:
7090:
7072:
7038:
6981:
6966:
6907:
6831:
6764:
6713:
6612:
6545:
6489:
6449:
6435:10.1111/j.1467-9671.2012.01302.x
6402:
6337:
6290:
6243:
6208:
6183:
6151:
6112:
6080:
6029:
6016:
5980:
5954:
5872:
5850:
5828:. Natl Foreign Lg Resource Ctr.
5815:
5793:
5780:
5762:
5726:– via ACM Digital Archive.
5696:
5633:
5602:
5569:
5543:
5510:
5485:
5437:
5392:
4875:. 5 October 2017. Archived from
3953:DeVun, Leah (19 November 2009).
2196:Virtual collective consciousness
2038:Collaborative innovation network
1922:Increased number of funded ideas
1822:Increased number of funded ideas
1362:crowdsource workforce management
962:
929:
657:
361:algorithms to play the repeated
41:
9749:10.18653/v1/2021.naacl-main.295
8658:Demographics of Mechanical Turk
7978:Felstiner, Alek (August 2011).
5351:
5317:
5252:
5213:
5187:
5152:
5126:
5101:
5068:
5042:
5016:
4981:
4942:
4919:
4883:
4861:
4839:
4685:
4565:"New Gateway: Open Energy Info"
4472:
4437:
4396:
4360:
4337:
4319:
4305:10.1016/j.endeavour.2014.03.002
4284:
4260:Vergano, Dan (30 August 2014).
4253:
4146:
4091:
4031:
4005:
3977:
3924:
3883:
3771:
3735:
3719:
3699:
3637:
3622:
3601:
3579:
3557:
3535:
3510:
3483:
3462:Sengupta, S. (13 August 2013).
3412:Ohanian, A. (5 December 2006).
3380:
3340:Lardinois, F. (9 August 2014).
3256:
3208:
3165:
3106:
3079:
3057:
3036:
2701:Journal of Developing Societies
2691:
2586:
2576:
2145:Models of collaborative tagging
2040: – citizen science project
1751:
1661:, a missing computer scientist.
1447:
1231:Libraries, museums and archives
1087:Environmental Protection Agency
1064:General Services Administration
968:information. Examples include:
866:personal DNA (genetic) testing.
596:
276:distributed 5000 copies of his
8374:Information Systems Management
7934:Crowdsourcing with smartphones
7784:"A new tool for crowdsourcing"
7614:. FastCoexist.com. 4 June 2013
7200:Block, A. B. (21 April 2010).
4045:Infectious Diseases of Poverty
3115:Journal of Conflict Resolution
2447:
2402:
2389:
2341:Journal of Information Science
2262:
2237:
2140:List of crowdsourcing projects
1740:
1586:
1371:
1166:
891:
603:List of crowdsourcing projects
175:
13:
1:
11262:Rideshare Drivers United (CA)
10991:Social peer-to-peer processes
10397:Open-source software movement
10126:Free and open-source software
9855:Commons-based peer production
9311:Latin American Herald Tribune
8246:Lakhani; et al. (2007).
6677:Sexually Transmitted Diseases
6125:Journal of Marketing Research
5933:"The extension of (positive)
5898:10.1080/17470218.2015.1022560
5682:10.1080/1369118x.2016.1228993
5377:10.1080/14494035.2017.1376475
4967:10.1080/21670811.2015.1034807
4116:10.1016/S0968-8080(13)41687-7
3793:10.21437/Interspeech.2011-765
3633:, Brookings Institution Press
3608:Pande, Shamni (25 May 2013).
3589:. MemeBurn. 15 September 2011
2908:10.1080/03637751.2017.1359748
2636:10.1080/14606925.2019.1592324
2230:
2198: – in behavioral science
2074:Commons-based peer production
1808:Limitations and controversies
1570:, which asks people to solve
1335:Broadcast search is used for
1235:National Library of Australia
915:
722:
11219:Gorillas Workers Collective
9655:Salehi; et al. (2015).
9543:Judgment and Decision Making
8919:Information Systems Research
8489:10.1080/00909882.2012.693940
8396:10.1080/10580530.2013.739883
8351:10.1080/1369118X.2011.641991
7332:"Crowdfunding Sites In 2014"
6997:California Management Review
6885:10.1097/PSY.0000000000000378
6689:10.1097/OLQ.0000000000000349
6625:Clinical Infectious Diseases
6578:10.1016/j.compag.2014.12.012
6365:10.1016/j.apergo.2012.10.013
6315:10.1080/00140139.2014.909950
6268:10.1016/j.apergo.2012.04.013
5002:10.1080/21670811.2012.750150
4590:Brodt-Giles, Debbie (2012).
4525:10.1016/j.energy.2014.12.005
4268:. StarStruck. Archived from
3629:Noveck, Beth Simone (2009),
3298:Harvard Business School Case
3186:10.1016/j.amepre.2013.10.016
2558:Academy of Management Review
1979:as employees under the U.S.
1406:principal component analysis
727:
593:script using the letter Ra.
7:
9496:Busarovs, Aleksejs (2013).
9253:"The Myth of Crowdsourcing"
7569:Cunard, C. (19 July 2010).
6456:Holley, Rose (March 2010).
6168:10.23912/9781911396512-3602
6097:10.1007/978-3-662-02938-1_2
4104:Reproductive Health Matters
2752:"The Rise of Crowdsourcing"
2207: – Online volunteering
2186: – European folk story
2018:
906:"Christmas Day Bird Census"
882:National Geographic Society
583:Mathematical Tables Project
468:of the world, was launched.
10:
11329:
10475:Open educational resources
8764:10.3758/s13428-022-01999-x
8588:10.1016/j.jebo.2013.03.003
8273:Brabham, Daren C. (2012).
8208:Brabham, Daren C. (2008).
7993:: 150–151 – via WTF.
7965:10.1016/j.jnca.2017.01.012
7437:10.2753/mis0742-1222260108
6973:Brabham, Daren C. (2013),
5801:"Oromo dictionary project"
4788:10.1016/j.ajhg.2013.02.002
3127:10.1177/002200278002400101
2471:Buettner, Ricardo (2015).
2158: – Model of democracy
2065:Collective problem solving
1744:
1601:crowdsourcing architecture
1451:
1435:Salt Lake Screaming Eagles
1298:
1110:on a specific topic (e.g.
1069:For part of the Obama and
1056:Open Government Initiative
933:
829:Genetic genealogy research
776:require large and diverse
600:
520:The 1947 Partition Archive
303:1884 – Publication of the
29:
11270:
11249:
11233:
11212:
11196:
11189:
11077:Collaborative consumption
11022:
10982:
10957:
10931:
10905:
10884:
10853:
10817:
10797:
10749:
10721:
10714:
10544:
10537:
10362:
10301:
10263:Open Knowledge Foundation
10253:Open Architecture Network
10235:
10210:
10174:
10118:
10082:
10070:Open-door academic policy
10042:
10006:
9997:
9952:
9904:
9847:
9838:
9556:10.1017/S1930297500002205
8751:Behavior Research Methods
8531:. Unv.org. Archived from
8420:Aitamurto, Tanja (2015).
8313:10.1080/13691181003624090
7498:"DARPA Network Challenge"
6941:Communications of the ACM
6720:Créquit, Perrine (2018).
6162:, Goodfellow Publishers,
5492:Aitamurto, Tanja (2012).
5423:10.1007/s11077-017-9303-3
4949:Aitamurto, Tanja (2016).
4926:Aitamurto, Tanja (2015).
4732:10.1016/j.tig.2009.06.003
4647:: CS1 maint: unfit URL (
4422:10.1177/00986283211020739
4382:10.1007/s11031-018-9735-x
4058:10.1186/s40249-020-0622-9
3870:Behavior Research Methods
3543:"It Was All About Alkali"
3493:Advances in Crowdsourcing
3088:"'C'était Paris en 1970'"
2982:University of St. Andrews
2776:Oxford English Dictionary
1700:Demographics of the crowd
1488:Inducement prize contests
1366:inducement prize contests
1103:Oxford English Dictionary
1085:, including NASA and the
1083:inducement prize contests
974:automated decision-making
391:1997 – British rock band
306:Oxford English Dictionary
196:Oxford English Dictionary
11014:Peer-to-peer ridesharing
10906:Services and freelancing
10248:Free Software Foundation
10161:Open-source architecture
9606:10.1177/1024258916687250
9486:, accessed 30 June 2015.
8958:10.4324/9781351137713-17
8946:"Evidence and Solutions"
8162:10.1177/2158244016636433
8088:10.1177/2053168015604648
7310:10.1108/ITP-09-2014-0215
7009:10.1177/0008125617738255
6496:Trant, Jennifer (2009).
6475:10.1045/march2010-holley
3388:"Amazon Mechanical Turk"
3152:University of California
3042:Hern, Chester G.(2002).
2955:10.1177/0959683618782592
2896:Communication Monographs
2863:10.1177/1354856507084420
2724:10.1177/0169796x17710072
2433:10.1177/1354856507084420
2353:10.1177/0165551512437638
2162:Participatory monitoring
2135:Government crowdsourcing
2112:Distributed Proofreaders
2053:Collective consciousness
1981:Fair Labor Standards Act
1912:professional translators
1499:recommendation algorithm
1429:purchased a team in the
1332:Turk uses this approach.
1148:named entity recognition
979:Mozilla Rally, from the
936:Collaborative journalism
902:National Audubon Society
386:Hollywood Stock Exchange
298:National Weather Service
244:of China introduced the
11004:Peer-to-peer carsharing
10211:Politics and governance
9700:10.1145/2470654.2470742
9442:10.1145/3173574.3174023
9386:Dupree, Steven (2014).
9336:Kleeman, Frank (2008).
9166:10.1145/1869086.1869094
8824:Harvard Business Review
8682:10.1145/1753846.1753873
8624:10.1145/2316936.2316940
8075:Research & Politics
7908:10.1145/2675133.2675278
7828:10.1145/1386790.1386829
7745:Technology Personalised
6977:, MIT Press, p. 45
6953:10.1145/1924421.1924442
6598:"2015 Cheating Scandal"
5716:10.1145/2994310.2994366
4819:Wells, Spencer (2013).
3900:10.1145/1640233.1640348
2832:Brabham, Daren (2008),
2395:Brabham, D. C. (2013).
2156:Participatory democracy
2059:Collective intelligence
2007:, the encouragement of
1863:human development index
285:Smithsonian Institution
278:Wind and Current Charts
253:King Philip II of Spain
162:nonprofit organizations
11157:Scooter-sharing system
11142:Product-service system
11032:Bicycle-sharing system
10382:Free software movement
10273:Open Source Initiative
10223:Open-source governance
10106:Open-source journalism
9743:. pp. 3758–3769.
9637:The Crowdsourcing Scam
9037:AMCIS 2016 Proceedings
8931:10.1287/isre.2014.0537
8155:(1): 215824401663643.
8081:(3): 205316801560464.
7874:"Mobile Crowdsourcing"
7206:The Hollywood Reporter
6873:Psychosomatic Medicine
6600:. Bridge Winners. 2015
5285:10.1126/sciadv.abf4393
5226:Advances.in/Psychology
4409:Teaching of Psychology
4370:Motivation and Emotion
3787:, pp. 3057–3060,
3753:: 1–12, archived from
3610:"The People Know Best"
3545:. Chemistry Chronicles
3092:Études Photographiques
2798:"crowdsourcing (noun)"
2772:"crowdsourcing (noun)"
2708:(2): 0169796X1771007.
2485:10.13140/2.1.2061.1845
1946:Labor-related concerns
1677:Amazon Mechanical Turk
1593:Creative crowdsourcing
1550:Implicit crowdsourcing
1536:Waltham, Massachusetts
1431:Indoor Football League
1394:California Report Card
1382:Iowa Electronic Market
1358:creative crowdsourcing
1203:geographic information
1124:American Sign Language
769:Energy system research
487:Amazon Mechanical Turk
274:Matthew Fontaine Maury
154:Amazon Mechanical Turk
102:
63:by rewriting it in an
32:audience participation
11122:Intentional community
10939:The Freecycle Network
10387:Open science movement
10377:Free-culture movement
10055:Educational resources
10014:Collaborative writing
9891:Participatory culture
9010:10.31234/osf.io/wr8ds
8227:10.5210/fm.v13i6.2159
6913:Ess, Henk van (2010)
6022:Edward Zellem. 2014.
5803:. OromoDictionary.com
5358:Moon, M. Jae (2018).
5333:Policy & Internet
5173:10.31235/osf.io/2cwsu
5050:"Overview in English"
4662:Davis, Chris (2012).
3842:. SAGE Publications.
3414:"reddit on June23-05"
2570:10.5465/amr.2010.0146
2513:Policy & Internet
2047:Collaborative mapping
1745:Further information:
1093:Language-related data
1071:Trump Administrations
554:. These included the
458:collaborative project
445:2001 – Foundation of
336:C'était Paris en 1970
316:Peanuts contest: The
100:
11132:Platform cooperative
11009:Peer-to-peer lending
10999:Peer-to-peer banking
10779:Servas International
10166:Open-source hardware
10144:Open-design movement
10137:Open-source software
9905:Research and science
9793:at Wikimedia Commons
8863:on 12 September 2015
8464:on 27 February 2012.
7822:, pp. 246–255,
7695:Internet of Business
7061:on 23 September 2015
5790:October, pp. 30, 31.
5453:Inglehart, Ronald F.
4756:http://www.isogg.org
4344:McLaughlin, Elliot.
4272:on 16 September 2014
3894:. pp. 451–452.
3376:on 29 November 2014.
3263:Lih, Andrew (2009).
2678:10.17705/1jais.00380
2286:10.1109/IMIS.2011.89
2280:. pp. 322–329.
2205:Virtual volunteering
2179:Social collaboration
2103:Distributed thinking
1886:projects working on
1665:Mobile crowdsourcing
1278:Open-source software
1060:Obama Administration
910:Christmas Bird Count
774:Energy system models
560:Fourneyron's turbine
402:was launched by the
11152:Ridesharing company
10448:Free Cultural Works
10392:Open Source Ecology
10278:Open Web Foundation
10175:Economic principles
10132:Free/libre software
10029:Participatory media
7045:Howe, Jeff (2008),
6842:. Papers.ssrn.com.
6570:2015CEAgr.113...14R
6512:on 10 February 2010
6427:2012TrGIS..16..545P
6415:Transactions in GIS
6137:10.1509/jmr.15.0244
6004:on 17 December 2014
5557:. Ipp.oxii.ox.ac.uk
5277:2021SciA....7.4393A
5194:The Markup (2022).
4571:. Dayton, Ohio, USA
4517:2015Ene....80..486D
4266:National Geographic
4171:2016SPIE.9699E..0TF
3984:Linver, D. (2010),
3932:"explodingdog 2015"
3655:: 2, archived from
3443:. Waze Mobile. 2009
2947:2018Holoc..28.1598W
2750:Howe, Jeff (2006).
2313:on 22 November 2015
2211:Wisdom of the crowd
2009:addictive behaviors
1634:Problem–idea chains
1171:Homeowners can use
1112:religious pluralism
878:Genographic Project
579:the Longitude Prize
535:Casting of Flavours
246:joint-stock company
227:Historical examples
10314:Alexandra Elbakyan
10258:Openmod Initiative
10095:Citizen journalism
9972:Open communication
9953:Data, information,
9876:Open collaboration
9482:2012-06-30 at the
9390:. Gsb.stanford.edu
9066:on 29 October 2015
8618:. pp. 13–17.
8538:on 2 December 2014
7782:Powell, D (2015).
7591:chicagotribune.com
7551:. 20 February 2012
7464:R&D Management
7238:The New York Times
6838:Prpić, J. (2015).
6637:10.1093/cid/ciw171
6530:Andro, M. (2018).
6353:Applied Ergonomics
6256:Applied Ergonomics
5968:on 4 February 2014
5615:Information Polity
5364:Policy and Society
4990:Digital Journalism
4955:Digital Journalism
4907:on 17 October 2016
4879:on 24 August 2014.
4720:Trends in Genetics
4458:10.1111/jasp.12863
4179:10.1117/12.2212310
4019:on 12 October 2014
3965:on 24 October 2012
3934:. Explodingdog.com
3317:The Times of India
2624:The Design Journal
2013:content moderators
1993:privacy violations
1931:venture capitalist
1540:X Prize Foundation
1509:experiment, where
1320:In his 2013 book,
1264:Cheating in bridge
1180:In market research
1140:Proverb collection
981:Mozilla Foundation
940:Citizen journalism
810:Genealogy research
753:Behavioral science
648:navigation systems
546:Early competitions
528:Partition of India
376:began work on the
363:Prisoner's Dilemma
329:Sydney Opera House
112:—including ideas,
103:
65:encyclopedic style
52:is written like a
11290:
11289:
11286:
11285:
11185:
11184:
10978:
10977:
10813:
10812:
10497:
10496:
10493:
10492:
10485:Open Web movement
10470:Open Data Indices
10324:Peter Murray-Rust
10268:Open Rights Group
10231:
10230:
10114:
10113:
9967:Knowledge commons
9789:Media related to
8691:978-1-60558-930-5
7751:on 3 October 2015
7585:MacArthur, Kate.
7504:on 11 August 2011
7330:Barnett, Chance.
6739:10.2196/jmir.9330
6631:(11): 1436–1442.
6228:978-1-292-30872-2
6106:978-3-642-08152-1
6055:10.2196/jmir.2426
5843:978-0-8248-3309-1
5755:978-951-53-3459-6
5627:10.3233/IP-150351
5503:978-951-53-3459-6
5449:Welzel, Christian
5238:10.56296/aip00018
5024:"Algorithm Watch"
4898:iscram2015.uia.no
4606:on 9 October 2016
4221:10.1002/cam4.1165
4215:(11): 2595–2605.
3715:on 7 January 2009
3044:Tracks in the Sea
2494:978-1-4799-7367-5
2378:on 19 August 2019
2295:978-1-61284-733-7
2223:Crowdsource (app)
1997:vulnerable groups
1971:settled the case
1787:online volunteers
1668:privacy concerns.
1420:online interviews
1418:" and AskScience
1400:and Lt. Governor
1207:built environment
1158:In product design
1038:Oxford University
951:TalkingPointsMemo
870:amateur astronomy
834:Genetic genealogy
571:food preservation
438:2001 – Launch of
260:longitude rewards
122:digital platforms
110:goods or services
93:
92:
85:
16:(Redirected from
11320:
11194:
11193:
11167:Two-sided market
11137:Platform economy
11052:Decentralization
11047:Borrowing center
10987:
10986:
10932:Swap and renting
10769:Hospitality Club
10719:
10718:
10542:
10541:
10524:
10517:
10510:
10501:
10500:
10480:Open music model
10444:Definition docs
10433:Creative Commons
10418:
10417:
10334:Richard Stallman
10329:Douglas Rushkoff
10243:Creative Commons
10019:Democratic media
10004:
10003:
9927:Notebook science
9845:
9844:
9821:
9814:
9807:
9798:
9797:
9788:
9777:
9761:
9760:
9728:
9722:
9721:
9687:
9681:
9680:
9678:
9676:
9670:
9664:. Archived from
9663:
9652:
9646:
9634:
9628:
9627:
9617:
9585:
9579:
9578:
9568:
9558:
9534:
9528:
9527:
9525:
9523:
9517:10.35808/ijeba/1
9502:
9493:
9487:
9470:
9464:
9463:
9427:
9421:
9420:
9418:
9416:
9406:
9400:
9399:
9397:
9395:
9383:
9377:
9376:
9374:
9372:
9356:
9350:
9349:
9347:
9345:
9340:. Sti-studies.de
9333:
9327:
9326:
9324:
9322:
9317:on 11 March 2021
9313:. Archived from
9303:
9297:
9296:
9294:
9292:
9286:Ideasproject.com
9277:
9268:
9267:
9265:
9263:
9248:
9242:
9241:
9239:
9237:
9228:. Archived from
9221:
9215:
9214:
9202:
9193:
9192:
9190:
9188:
9151:
9142:
9136:
9135:
9133:
9131:
9116:
9110:
9109:
9108:
9097:
9091:
9090:
9082:
9076:
9075:
9073:
9071:
9065:
9059:. Archived from
9058:
9047:
9041:
9040:
9028:
9022:
9021:
8995:
8986:
8985:
8984:
8982:
8941:
8935:
8934:
8914:
8908:
8907:
8905:
8903:
8898:on 9 August 2012
8897:
8891:. Archived from
8890:
8879:
8873:
8872:
8870:
8868:
8859:. Archived from
8852:
8843:
8842:
8840:
8838:
8826:. 16 June 2023.
8816:
8810:
8809:
8793:
8787:
8786:
8776:
8766:
8757:(8): 3953–3964.
8742:
8733:
8732:
8730:
8728:
8723:
8710:
8704:
8703:
8669:
8663:
8662:
8652:
8646:
8645:
8617:
8606:
8600:
8599:
8581:
8563:
8554:
8548:
8547:
8545:
8543:
8537:
8530:
8522:
8516:
8515:
8507:
8501:
8500:
8472:
8466:
8465:
8463:
8457:. Archived from
8452:
8443:
8434:
8433:
8417:
8408:
8407:
8389:
8369:
8363:
8362:
8334:
8325:
8324:
8307:(8): 1122–1145.
8296:
8287:
8286:
8270:
8264:
8263:
8261:
8259:
8254:
8243:
8232:
8231:
8229:
8205:
8194:
8193:
8192:
8181:
8175:
8174:
8164:
8140:
8134:
8133:
8131:
8129:
8114:
8101:
8100:
8090:
8066:
8060:
8059:
8057:
8055:
8049:
8043:. Archived from
8038:
8029:
8020:
8019:
8017:
8015:
8001:
7995:
7994:
7984:
7975:
7969:
7968:
7948:
7942:
7941:
7939:
7928:
7922:
7921:
7895:
7889:
7888:
7886:
7884:
7870:
7864:
7863:
7862:
7860:
7854:
7848:, archived from
7821:
7810:
7804:
7803:
7779:
7773:
7766:
7760:
7759:
7758:
7756:
7747:, archived from
7736:
7730:
7729:
7728:
7726:
7711:
7705:
7704:
7703:
7701:
7686:
7680:
7679:
7678:
7676:
7667:, archived from
7665:Business Insider
7659:Dolan, Shelagh,
7656:
7650:
7649:
7647:
7645:
7630:
7624:
7623:
7621:
7619:
7608:
7602:
7601:
7599:
7597:
7582:
7576:
7567:
7561:
7560:
7558:
7556:
7545:
7539:
7538:
7536:
7534:
7520:
7514:
7513:
7511:
7509:
7494:
7488:
7487:
7485:
7483:
7454:
7448:
7447:
7416:
7410:
7409:
7367:
7358:
7347:
7346:
7344:
7342:
7327:
7321:
7320:
7289:
7283:
7282:
7280:
7278:
7263:
7257:
7256:
7254:
7252:
7229:
7223:
7216:
7210:
7209:
7197:
7191:
7177:
7171:
7170:
7168:
7166:
7151:
7145:
7144:
7142:
7140:
7125:
7119:
7118:
7116:
7114:
7105:. Archived from
7094:
7088:
7087:
7084:thevisionlab.com
7076:
7070:
7069:
7068:
7066:
7060:
7053:
7042:
7036:
7035:
7033:
7031:
7025:
7019:. Archived from
6994:
6985:
6979:
6978:
6970:
6964:
6963:
6938:
6929:
6918:
6911:
6905:
6904:
6870:
6861:
6852:
6851:
6835:
6829:
6828:
6826:
6824:
6819:on 2 August 2019
6818:
6812:. Archived from
6803:
6792:10.1002/mpr.1495
6777:
6768:
6762:
6761:
6751:
6741:
6717:
6711:
6710:
6700:
6668:
6659:
6658:
6648:
6616:
6610:
6609:
6607:
6605:
6594:
6588:
6587:
6586:
6584:
6549:
6543:
6534:, Wiley / ISTE.
6528:
6522:
6521:
6519:
6517:
6511:
6504:
6493:
6487:
6486:
6484:
6482:
6477:
6453:
6447:
6446:
6406:
6400:
6399:
6397:
6395:
6389:
6383:. Archived from
6350:
6341:
6335:
6334:
6294:
6288:
6287:
6247:
6241:
6240:
6212:
6206:
6205:
6203:
6201:
6187:
6181:
6180:
6155:
6149:
6148:
6116:
6110:
6109:
6084:
6078:
6077:
6067:
6057:
6033:
6027:
6020:
6014:
6013:
6011:
6009:
6003:
5997:. Archived from
5992:
5984:
5978:
5977:
5975:
5973:
5958:
5952:
5951:
5949:
5947:
5928:
5919:
5918:
5900:
5891:(8): 1665–1692.
5876:
5870:
5869:
5867:
5865:
5854:
5848:
5847:
5819:
5813:
5812:
5810:
5808:
5797:
5791:
5784:
5778:
5777:
5766:
5760:
5759:
5739:
5728:
5727:
5700:
5694:
5693:
5676:(8): 1239–1260.
5661:
5650:
5649:
5637:
5631:
5630:
5606:
5600:
5599:
5597:
5595:
5589:
5582:
5573:
5567:
5566:
5564:
5562:
5556:
5547:
5541:
5540:
5538:
5536:
5530:
5523:
5514:
5508:
5507:
5489:
5483:
5482:
5477:
5475:
5441:
5435:
5434:
5416:
5396:
5390:
5389:
5379:
5355:
5349:
5348:
5330:
5321:
5315:
5314:
5304:
5271:(36): eabf4393.
5265:Science Advances
5256:
5250:
5249:
5217:
5211:
5210:
5208:
5206:
5191:
5185:
5184:
5156:
5150:
5149:
5147:
5145:
5130:
5124:
5123:
5121:
5119:
5105:
5099:
5098:
5093:
5091:
5086:on 14 March 2023
5082:. Archived from
5072:
5066:
5065:
5063:
5061:
5046:
5040:
5039:
5037:
5035:
5020:
5014:
5013:
4985:
4979:
4978:
4946:
4940:
4939:
4923:
4917:
4916:
4914:
4912:
4906:
4900:. Archived from
4895:
4887:
4881:
4880:
4865:
4859:
4858:
4856:
4854:
4843:
4837:
4836:
4834:
4832:
4816:
4810:
4809:
4799:
4767:
4761:
4760:
4743:
4711:
4705:
4704:
4702:
4700:
4689:
4683:
4681:
4677:
4675:
4673:
4659:
4653:
4652:
4646:
4638:
4636:
4634:
4622:
4616:
4615:
4613:
4611:
4605:
4598:
4587:
4581:
4580:
4578:
4576:
4560:
4554:
4553:
4551:
4549:
4535:
4529:
4528:
4499:
4493:
4492:
4476:
4470:
4469:
4441:
4435:
4434:
4424:
4400:
4394:
4393:
4364:
4358:
4357:
4355:
4353:
4341:
4335:
4334:
4323:
4317:
4316:
4288:
4282:
4281:
4279:
4277:
4257:
4251:
4250:
4240:
4200:
4191:
4190:
4165:. SPIE: 92–100.
4150:
4144:
4143:
4095:
4089:
4088:
4078:
4060:
4035:
4029:
4028:
4026:
4024:
4009:
4003:
4002:
4001:
3999:
3990:, archived from
3981:
3975:
3974:
3972:
3970:
3961:. Archived from
3950:
3944:
3943:
3941:
3939:
3928:
3922:
3921:
3887:
3881:
3880:
3865:
3854:
3853:
3833:
3820:
3819:
3814:
3805:
3796:
3795:
3786:
3781:Interspeech 2011
3775:
3769:
3768:
3767:
3765:
3760:on 2 August 2012
3759:
3748:
3739:
3733:
3732:
3723:
3717:
3716:
3703:
3697:
3696:
3694:
3692:
3686:Open Citizenship
3677:
3671:
3670:
3669:
3667:
3661:
3650:
3641:
3635:
3634:
3626:
3620:
3619:
3605:
3599:
3598:
3596:
3594:
3583:
3577:
3576:
3574:
3572:
3565:"Nicolas Appert"
3561:
3555:
3554:
3552:
3550:
3539:
3533:
3532:
3530:
3528:
3514:
3508:
3507:
3487:
3481:
3480:
3478:
3476:
3459:
3453:
3452:
3450:
3448:
3437:
3431:
3430:
3428:
3426:
3409:
3403:
3402:
3400:
3398:
3384:
3378:
3377:
3372:. Archived from
3366:
3357:
3356:
3354:
3352:
3337:
3328:
3327:
3325:
3323:
3308:
3302:
3301:
3289:
3283:
3282:
3270:
3260:
3254:
3253:
3251:
3249:
3238:
3232:
3231:
3229:
3227:
3212:
3206:
3205:
3169:
3163:
3162:
3160:
3158:
3144:
3138:
3137:
3110:
3104:
3103:
3101:
3099:
3083:
3077:
3076:
3074:
3072:
3061:
3055:
3040:
3034:
3033:
3031:
3029:
3014:
2993:
2992:
2990:
2988:
2973:
2967:
2966:
2929:
2920:
2919:
2891:
2882:
2881:
2880:on 2 August 2012
2879:
2873:, archived from
2856:
2838:
2829:
2814:
2813:
2811:
2809:
2794:
2788:
2787:
2785:
2783:
2768:
2762:
2761:
2747:
2736:
2735:
2717:
2695:
2689:
2688:
2663:
2654:
2648:
2647:
2615:
2606:
2605:
2599:
2590:
2584:
2580:
2574:
2573:
2553:
2547:
2546:
2535:10.1002/poi3.102
2528:
2508:
2499:
2498:
2468:
2462:
2451:
2445:
2444:
2426:
2406:
2400:
2393:
2387:
2386:
2385:
2383:
2377:
2371:, archived from
2338:
2329:
2323:
2322:
2320:
2318:
2312:
2306:. Archived from
2275:
2266:
2260:
2259:
2258:– via HAL.
2257:
2255:
2241:
2201:
2108:
2070:
2043:
1995:, the hiring of
1687:Complex projects
1433:and created the
1427:Project Fanchise
1027:citizen sourcing
1021:In public policy
410:involved in the
408:radio telescopes
374:Richard Stallman
88:
81:
77:
74:
68:
45:
44:
37:
21:
11328:
11327:
11323:
11322:
11321:
11319:
11318:
11317:
11313:2006 neologisms
11293:
11292:
11291:
11282:
11266:
11245:
11229:
11208:
11181:
11127:Open innovation
11018:
10974:
10953:
10927:
10901:
10880:
10849:
10818:Project funding
10809:
10793:
10745:
10710:
10533:
10531:Sharing economy
10528:
10498:
10489:
10416:
10364:
10358:
10319:Lawrence Lessig
10309:Tim Berners-Lee
10297:
10227:
10218:Open government
10206:
10202:Sharing economy
10187:Open innovation
10170:
10110:
10099:Wiki journalism
10078:
10038:
10024:Open publishing
9999:
9993:
9954:
9948:
9912:Citizen science
9900:
9840:
9834:
9825:
9770:
9765:
9764:
9729:
9725:
9710:
9688:
9684:
9674:
9672:
9671:on 17 June 2015
9668:
9661:
9653:
9649:
9635:
9631:
9586:
9582:
9535:
9531:
9521:
9519:
9500:
9494:
9490:
9484:Wayback Machine
9471:
9467:
9452:
9428:
9424:
9414:
9412:
9408:
9407:
9403:
9393:
9391:
9384:
9380:
9370:
9368:
9357:
9353:
9343:
9341:
9334:
9330:
9320:
9318:
9305:
9304:
9300:
9290:
9288:
9278:
9271:
9261:
9259:
9249:
9245:
9235:
9233:
9224:Britt, Darice.
9222:
9218:
9203:
9196:
9186:
9184:
9149:
9143:
9139:
9129:
9127:
9117:
9113:
9106:
9098:
9094:
9083:
9079:
9069:
9067:
9063:
9056:
9048:
9044:
9029:
9025:
8996:
8989:
8980:
8978:
8968:
8942:
8938:
8915:
8911:
8901:
8899:
8895:
8888:
8880:
8876:
8866:
8864:
8853:
8846:
8836:
8834:
8818:
8817:
8813:
8794:
8790:
8743:
8736:
8726:
8724:
8721:
8711:
8707:
8692:
8670:
8666:
8653:
8649:
8634:
8615:
8607:
8603:
8561:
8555:
8551:
8541:
8539:
8535:
8528:
8524:
8523:
8519:
8508:
8504:
8473:
8469:
8461:
8450:
8444:
8437:
8418:
8411:
8387:10.1.1.300.8026
8370:
8366:
8335:
8328:
8297:
8290:
8271:
8267:
8257:
8255:
8252:
8244:
8235:
8206:
8197:
8190:
8182:
8178:
8141:
8137:
8127:
8125:
8115:
8104:
8067:
8063:
8053:
8051:
8050:on 1 April 2011
8047:
8036:
8030:
8023:
8013:
8011:
8003:
8002:
7998:
7982:
7976:
7972:
7949:
7945:
7937:
7929:
7925:
7918:
7896:
7892:
7882:
7880:
7872:
7871:
7867:
7858:
7856:
7855:on 29 July 2020
7852:
7838:
7819:
7811:
7807:
7780:
7776:
7767:
7763:
7754:
7752:
7739:Tyrsina, Radu,
7737:
7733:
7724:
7722:
7712:
7708:
7699:
7697:
7687:
7683:
7674:
7672:
7657:
7653:
7643:
7641:
7632:
7631:
7627:
7617:
7615:
7610:
7609:
7605:
7595:
7593:
7583:
7579:
7574:The Daily Bruin
7568:
7564:
7554:
7552:
7547:
7546:
7542:
7532:
7530:
7522:
7521:
7517:
7507:
7505:
7496:
7495:
7491:
7481:
7479:
7455:
7451:
7417:
7413:
7365:
7359:
7350:
7340:
7338:
7328:
7324:
7290:
7286:
7276:
7274:
7264:
7260:
7250:
7248:
7230:
7226:
7217:
7213:
7198:
7194:
7178:
7174:
7164:
7162:
7152:
7148:
7138:
7136:
7135:on 1 April 2012
7127:
7126:
7122:
7112:
7110:
7109:on 7 April 2012
7095:
7091:
7078:
7077:
7073:
7064:
7062:
7058:
7051:
7043:
7039:
7029:
7027:
7026:on 20 July 2018
7023:
6992:
6986:
6982:
6971:
6967:
6936:
6930:
6921:
6912:
6908:
6868:
6862:
6855:
6836:
6832:
6822:
6820:
6816:
6775:
6769:
6765:
6718:
6714:
6683:(11): 625–628.
6669:
6662:
6617:
6613:
6603:
6601:
6596:
6595:
6591:
6582:
6580:
6550:
6546:
6529:
6525:
6515:
6513:
6509:
6502:
6494:
6490:
6480:
6478:
6454:
6450:
6407:
6403:
6393:
6391:
6390:on 19 July 2018
6387:
6348:
6342:
6338:
6295:
6291:
6248:
6244:
6229:
6213:
6209:
6199:
6197:
6189:
6188:
6184:
6178:
6156:
6152:
6117:
6113:
6107:
6085:
6081:
6034:
6030:
6021:
6017:
6007:
6005:
6001:
5990:
5986:
5985:
5981:
5971:
5969:
5960:
5959:
5955:
5945:
5943:
5929:
5922:
5877:
5873:
5863:
5861:
5856:
5855:
5851:
5844:
5820:
5816:
5806:
5804:
5799:
5798:
5794:
5785:
5781:
5768:
5767:
5763:
5756:
5740:
5731:
5702:
5701:
5697:
5662:
5653:
5638:
5634:
5607:
5603:
5593:
5591:
5590:on 24 June 2015
5587:
5580:
5574:
5570:
5560:
5558:
5554:
5548:
5544:
5534:
5532:
5531:on 24 June 2015
5528:
5521:
5515:
5511:
5504:
5490:
5486:
5473:
5471:
5469:
5458:Democratization
5442:
5438:
5401:Policy Sciences
5397:
5393:
5356:
5352:
5345:10.1002/poi3.93
5328:
5322:
5318:
5257:
5253:
5218:
5214:
5204:
5202:
5192:
5188:
5157:
5153:
5143:
5141:
5131:
5127:
5117:
5115:
5107:
5106:
5102:
5089:
5087:
5074:
5073:
5069:
5059:
5057:
5048:
5047:
5043:
5033:
5031:
5028:Algorithm Watch
5022:
5021:
5017:
4986:
4982:
4947:
4943:
4924:
4920:
4910:
4908:
4904:
4893:
4889:
4888:
4884:
4867:
4866:
4862:
4852:
4850:
4845:
4844:
4840:
4830:
4828:
4827:on 10 July 2013
4817:
4813:
4768:
4764:
4712:
4708:
4698:
4696:
4691:
4690:
4686:
4679:
4671:
4669:
4660:
4656:
4640:
4639:
4632:
4630:
4623:
4619:
4609:
4607:
4603:
4596:
4588:
4584:
4574:
4572:
4561:
4557:
4547:
4545:
4537:
4536:
4532:
4500:
4496:
4477:
4473:
4442:
4438:
4401:
4397:
4365:
4361:
4351:
4349:
4342:
4338:
4325:
4324:
4320:
4289:
4285:
4275:
4273:
4258:
4254:
4209:Cancer Medicine
4201:
4194:
4151:
4147:
4096:
4092:
4036:
4032:
4022:
4020:
4011:
4010:
4006:
3997:
3995:
3994:on 14 July 2014
3982:
3978:
3968:
3966:
3951:
3947:
3937:
3935:
3930:
3929:
3925:
3910:
3888:
3884:
3866:
3857:
3850:
3834:
3823:
3812:
3806:
3799:
3784:
3776:
3772:
3763:
3761:
3757:
3746:
3740:
3736:
3725:
3724:
3720:
3705:
3704:
3700:
3690:
3688:
3678:
3674:
3665:
3663:
3662:on 5 March 2016
3659:
3648:
3642:
3638:
3627:
3623:
3606:
3602:
3592:
3590:
3585:
3584:
3580:
3570:
3568:
3563:
3562:
3558:
3548:
3546:
3541:
3540:
3536:
3526:
3524:
3516:
3515:
3511:
3504:
3488:
3484:
3474:
3472:
3460:
3456:
3446:
3444:
3439:
3438:
3434:
3424:
3422:
3410:
3406:
3396:
3394:
3386:
3385:
3381:
3368:
3367:
3360:
3350:
3348:
3338:
3331:
3321:
3319:
3309:
3305:
3290:
3286:
3279:
3261:
3257:
3247:
3245:
3240:
3239:
3235:
3225:
3223:
3214:
3213:
3209:
3170:
3166:
3156:
3154:
3146:
3145:
3141:
3111:
3107:
3097:
3095:
3084:
3080:
3070:
3068:
3063:
3062:
3058:
3041:
3037:
3027:
3025:
3016:
3015:
2996:
2986:
2984:
2974:
2970:
2930:
2923:
2892:
2885:
2877:
2854:10.1.1.175.1623
2836:
2830:
2817:
2807:
2805:
2802:Merriam-Webster
2796:
2795:
2791:
2781:
2779:
2770:
2769:
2765:
2748:
2739:
2696:
2692:
2672:(11): 754–778,
2661:
2655:
2651:
2616:
2609:
2602:AAAI Hcomp 2019
2597:
2591:
2587:
2581:
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2242:
2238:
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2080:Crowd computing
2068:
2041:
2026:Citizen science
2021:
1989:
1948:
1924:
1896:
1838:
1810:
1785:motivations of
1754:
1749:
1743:
1702:
1672:Simple projects
1589:
1552:
1527:open innovation
1490:
1456:
1450:
1374:
1301:
1245:corrections on
1191:
1182:
1169:
1160:
1144:Pashto language
1095:
1031:democratization
1023:
1014:community notes
1010:
1008:In Social Media
965:
942:
932:
920:
894:
862:Citizen science
812:
771:
763:decision making
734:Denison Olmsted
730:
725:
697:Cancer medicine
660:
625:data collection
614:problem-solving
605:
599:
556:Leblanc process
548:
342:radio, and the
291:, who used the
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200:Merriam-Webster
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11104:
11102:Garden sharing
11099:
11097:Flight sharing
11094:
11092:Expert network
11089:
11084:
11079:
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11069:
11064:
11059:
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10057:
10050:Open education
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10016:
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9977:Open knowledge
9974:
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9769:
9768:External links
9766:
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9629:
9600:(2): 135–162.
9580:
9549:(5): 411–419.
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9422:
9401:
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9367:on 3 July 2015
9359:Jason (2011).
9351:
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9269:
9243:
9232:on 1 July 2014
9216:
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8966:
8936:
8925:(4): 669–689.
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8061:
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8009:online-shc.com
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7731:
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7671:on 22 May 2018
7651:
7640:. 11 June 2012
7625:
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7577:
7562:
7540:
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7489:
7471:(4): 342–356.
7449:
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7411:
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7348:
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7304:(1): 221–247,
7284:
7266:Prive, Tanya.
7258:
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7089:
7086:. 25 May 2017.
7071:
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6980:
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6763:
6712:
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6462:D-Lib Magazine
6448:
6421:(4): 545–560.
6401:
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6336:
6309:(7): 987–997.
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3621:
3615:Business Today
3600:
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3469:New York Times
3454:
3432:
3404:
3379:
3358:
3329:
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3284:
3278:978-1401303716
3277:
3255:
3233:
3222:on 2 July 2015
3207:
3180:(2): 179–187.
3164:
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3078:
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3024:on 3 July 2015
2994:
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2167:Open knowledge
2164:
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1987:Other concerns
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1452:Main article:
1449:
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1268:Boye Brogeland
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1189:Other examples
1187:
1181:
1178:
1168:
1165:
1159:
1156:
1152:entity linking
1116:Oromo language
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759:human behavior
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618:Peer-to-Patent
598:
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567:Nicolas Appert
552:Montyon Prizes
547:
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531:
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516:
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236:
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11308:Collaboration
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11303:Crowdsourcing
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11250:United States
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11087:Crowdsourcing
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11070:
11068:
11067:Clothing swap
11065:
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11042:Book swapping
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10453:Free Software
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10236:Organizations
10234:
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10209:
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10200:
10198:
10197:Open standard
10195:
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9998:Communication
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9920:
9919:
9918:
9915:
9913:
9910:
9909:
9907:
9903:
9897:
9894:
9892:
9889:
9887:
9884:
9882:
9879:
9877:
9874:
9872:
9871:
9867:
9863:
9861:
9860:Crowdsourcing
9858:
9856:
9853:
9852:
9850:
9846:
9843:
9837:
9833:
9829:
9822:
9817:
9815:
9810:
9808:
9803:
9802:
9799:
9792:
9791:Crowdsourcing
9787:
9783:
9780:
9779:Crowdsourcing
9776:
9772:
9771:
9758:
9754:
9750:
9746:
9742:
9738:
9734:
9727:
9719:
9715:
9711:
9709:9781450318990
9705:
9701:
9697:
9693:
9686:
9667:
9660:
9659:
9651:
9644:
9643:
9639:(Dec. 2014),
9638:
9633:
9625:
9621:
9616:
9611:
9607:
9603:
9599:
9595:
9591:
9584:
9576:
9572:
9567:
9562:
9557:
9552:
9548:
9544:
9540:
9533:
9518:
9514:
9510:
9506:
9499:
9492:
9485:
9481:
9478:
9475:
9469:
9461:
9457:
9453:
9451:9781450356206
9447:
9443:
9439:
9435:
9434:
9426:
9411:
9405:
9389:
9382:
9366:
9362:
9355:
9339:
9332:
9316:
9312:
9308:
9302:
9287:
9283:
9276:
9274:
9258:
9254:
9247:
9231:
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9220:
9212:
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9201:
9199:
9183:
9179:
9175:
9171:
9167:
9163:
9159:
9155:
9148:
9141:
9126:
9125:CloudResearch
9122:
9115:
9105:
9104:
9096:
9088:
9081:
9062:
9055:
9054:
9046:
9038:
9034:
9027:
9019:
9015:
9011:
9007:
9003:
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8994:
8992:
8977:
8973:
8969:
8967:9781351137713
8963:
8959:
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8951:
8947:
8940:
8932:
8928:
8924:
8920:
8913:
8894:
8887:
8886:
8878:
8862:
8858:
8855:Borst, Irma.
8851:
8849:
8833:
8829:
8825:
8821:
8815:
8807:
8803:
8799:
8792:
8784:
8780:
8775:
8770:
8765:
8760:
8756:
8752:
8748:
8741:
8739:
8720:
8718:
8709:
8701:
8697:
8693:
8687:
8683:
8679:
8675:
8668:
8660:
8659:
8651:
8643:
8639:
8635:
8633:9781450315258
8629:
8625:
8621:
8614:
8613:
8605:
8597:
8593:
8589:
8585:
8580:
8575:
8571:
8567:
8560:
8553:
8534:
8527:
8521:
8513:
8506:
8498:
8494:
8490:
8486:
8482:
8478:
8471:
8460:
8456:
8449:
8442:
8440:
8431:
8427:
8423:
8416:
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8401:
8397:
8393:
8388:
8383:
8379:
8375:
8368:
8360:
8356:
8352:
8348:
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8340:
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8331:
8322:
8318:
8314:
8310:
8306:
8302:
8295:
8293:
8284:
8280:
8276:
8269:
8251:
8250:
8242:
8240:
8238:
8228:
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8219:
8215:
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8204:
8202:
8200:
8189:
8188:
8180:
8172:
8168:
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8158:
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8150:
8146:
8139:
8124:
8120:
8113:
8111:
8109:
8107:
8098:
8094:
8089:
8084:
8080:
8076:
8072:
8065:
8046:
8042:
8035:
8028:
8026:
8010:
8006:
8000:
7992:
7988:
7981:
7974:
7966:
7962:
7958:
7954:
7947:
7936:
7935:
7927:
7919:
7917:9781450329224
7913:
7909:
7905:
7901:
7894:
7879:
7875:
7869:
7851:
7847:
7843:
7839:
7837:9781605581699
7833:
7829:
7825:
7818:
7817:
7809:
7801:
7797:
7793:
7789:
7785:
7778:
7771:
7765:
7750:
7746:
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7735:
7721:
7717:
7710:
7696:
7692:
7685:
7670:
7666:
7662:
7655:
7639:
7638:Boston Herald
7635:
7629:
7613:
7607:
7592:
7588:
7581:
7575:
7572:
7566:
7550:
7544:
7529:
7528:New Scientist
7525:
7519:
7503:
7499:
7493:
7478:
7474:
7470:
7466:
7465:
7460:
7453:
7446:
7442:
7438:
7434:
7430:
7426:
7422:
7415:
7407:
7403:
7399:
7395:
7391:
7390:1721.1/108043
7387:
7383:
7379:
7375:
7371:
7364:
7357:
7355:
7353:
7337:
7333:
7326:
7319:
7315:
7311:
7307:
7303:
7299:
7295:
7288:
7273:
7269:
7262:
7247:
7243:
7239:
7235:
7228:
7221:
7215:
7207:
7203:
7196:
7190:
7189:9781783475339
7186:
7182:
7176:
7161:
7160:Citris-uc.org
7157:
7150:
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7124:
7108:
7104:
7100:
7093:
7085:
7081:
7075:
7057:
7050:
7049:
7041:
7022:
7018:
7014:
7010:
7006:
7002:
6998:
6991:
6984:
6976:
6975:Crowdsourcing
6969:
6962:
6958:
6954:
6950:
6946:
6942:
6935:
6928:
6926:
6924:
6916:
6910:
6902:
6898:
6894:
6890:
6886:
6882:
6878:
6874:
6867:
6860:
6858:
6849:
6845:
6841:
6834:
6815:
6811:
6807:
6802:
6797:
6793:
6789:
6785:
6781:
6774:
6767:
6759:
6755:
6750:
6745:
6740:
6735:
6731:
6727:
6723:
6716:
6708:
6704:
6699:
6694:
6690:
6686:
6682:
6678:
6674:
6667:
6665:
6656:
6652:
6647:
6642:
6638:
6634:
6630:
6626:
6622:
6615:
6599:
6593:
6579:
6575:
6571:
6567:
6563:
6559:
6555:
6548:
6541:
6540:9781786301611
6537:
6533:
6527:
6508:
6501:
6500:
6492:
6476:
6471:
6467:
6463:
6459:
6452:
6444:
6440:
6436:
6432:
6428:
6424:
6420:
6416:
6412:
6405:
6386:
6382:
6378:
6374:
6370:
6366:
6362:
6358:
6354:
6347:
6340:
6332:
6328:
6324:
6320:
6316:
6312:
6308:
6304:
6300:
6293:
6285:
6281:
6277:
6273:
6269:
6265:
6261:
6257:
6253:
6246:
6238:
6234:
6230:
6224:
6220:
6219:
6211:
6196:
6195:CloudResearch
6192:
6186:
6179:
6177:9781911396512
6173:
6169:
6165:
6161:
6154:
6146:
6142:
6138:
6134:
6130:
6126:
6122:
6115:
6108:
6102:
6098:
6094:
6090:
6083:
6075:
6071:
6066:
6061:
6056:
6051:
6047:
6043:
6039:
6032:
6025:
6019:
6000:
5996:
5989:
5983:
5967:
5963:
5957:
5942:
5938:
5936:
5927:
5925:
5916:
5912:
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5904:
5899:
5894:
5890:
5886:
5882:
5875:
5859:
5853:
5845:
5839:
5835:
5831:
5827:
5826:
5818:
5802:
5796:
5789:
5783:
5775:
5774:challenge.gov
5771:
5765:
5757:
5751:
5747:
5746:
5738:
5736:
5734:
5725:
5721:
5717:
5713:
5709:
5705:
5699:
5691:
5687:
5683:
5679:
5675:
5671:
5667:
5660:
5658:
5656:
5647:
5643:
5636:
5628:
5624:
5620:
5616:
5612:
5605:
5586:
5579:
5572:
5553:
5546:
5527:
5520:
5513:
5505:
5499:
5495:
5488:
5481:
5470:
5468:9780198732280
5464:
5460:
5459:
5454:
5450:
5446:
5440:
5432:
5428:
5424:
5420:
5415:
5410:
5406:
5402:
5395:
5387:
5383:
5378:
5373:
5369:
5365:
5361:
5354:
5346:
5342:
5338:
5334:
5327:
5320:
5312:
5308:
5303:
5298:
5294:
5290:
5286:
5282:
5278:
5274:
5270:
5266:
5262:
5255:
5247:
5243:
5239:
5235:
5231:
5227:
5223:
5216:
5201:
5197:
5190:
5182:
5178:
5174:
5170:
5166:
5162:
5155:
5140:
5136:
5129:
5114:
5113:Mozilla Rally
5110:
5104:
5097:
5085:
5081:
5080:Mozilla Rally
5077:
5071:
5055:
5051:
5045:
5029:
5025:
5019:
5011:
5007:
5003:
4999:
4995:
4991:
4984:
4976:
4972:
4968:
4964:
4960:
4956:
4952:
4945:
4937:
4933:
4929:
4922:
4903:
4899:
4892:
4886:
4878:
4874:
4870:
4864:
4848:
4842:
4826:
4822:
4815:
4807:
4803:
4798:
4793:
4789:
4785:
4781:
4777:
4773:
4766:
4759:
4757:
4751:
4747:
4742:
4737:
4733:
4729:
4726:(8): 351–60.
4725:
4721:
4717:
4710:
4694:
4688:
4667:
4666:
4658:
4650:
4644:
4628:
4621:
4602:
4595:
4594:
4586:
4570:
4566:
4559:
4544:
4540:
4534:
4526:
4522:
4518:
4514:
4510:
4506:
4498:
4490:
4486:
4482:
4475:
4467:
4463:
4459:
4455:
4451:
4447:
4440:
4432:
4428:
4423:
4418:
4414:
4410:
4406:
4399:
4391:
4387:
4383:
4379:
4375:
4371:
4363:
4347:
4340:
4332:
4328:
4322:
4314:
4310:
4306:
4302:
4298:
4294:
4287:
4271:
4267:
4263:
4256:
4248:
4244:
4239:
4234:
4230:
4226:
4222:
4218:
4214:
4210:
4206:
4199:
4197:
4188:
4184:
4180:
4176:
4172:
4168:
4164:
4160:
4156:
4149:
4141:
4137:
4133:
4129:
4125:
4121:
4117:
4113:
4110:(41): 57–68.
4109:
4105:
4101:
4094:
4086:
4082:
4077:
4072:
4068:
4064:
4059:
4054:
4050:
4046:
4042:
4034:
4018:
4014:
4008:
3993:
3989:
3988:
3980:
3964:
3960:
3956:
3949:
3933:
3927:
3919:
3915:
3911:
3909:9781605588650
3905:
3901:
3897:
3893:
3886:
3879:
3875:
3871:
3864:
3862:
3860:
3851:
3845:
3841:
3840:
3832:
3830:
3828:
3826:
3818:
3811:
3804:
3802:
3794:
3790:
3783:
3782:
3774:
3756:
3752:
3745:
3738:
3730:
3729:
3722:
3714:
3710:
3709:
3702:
3687:
3683:
3676:
3658:
3654:
3647:
3640:
3632:
3625:
3617:
3616:
3611:
3604:
3588:
3582:
3566:
3560:
3544:
3538:
3523:
3519:
3513:
3505:
3503:9783319183411
3499:
3495:
3494:
3486:
3471:
3470:
3465:
3458:
3442:
3436:
3421:
3420:
3415:
3408:
3393:
3392:www.mturk.com
3389:
3383:
3375:
3371:
3365:
3363:
3347:
3343:
3336:
3334:
3318:
3314:
3307:
3299:
3295:
3288:
3280:
3274:
3269:
3268:
3259:
3243:
3237:
3221:
3217:
3211:
3203:
3199:
3195:
3191:
3187:
3183:
3179:
3175:
3168:
3153:
3149:
3143:
3136:
3132:
3128:
3124:
3120:
3116:
3109:
3093:
3089:
3082:
3066:
3060:
3053:
3052:0-07-136826-4
3049:
3045:
3039:
3023:
3019:
3013:
3011:
3009:
3007:
3005:
3003:
3001:
2999:
2983:
2979:
2972:
2964:
2960:
2956:
2952:
2948:
2944:
2940:
2936:
2928:
2926:
2917:
2913:
2909:
2905:
2901:
2897:
2890:
2888:
2876:
2872:
2868:
2864:
2860:
2855:
2850:
2846:
2842:
2835:
2828:
2826:
2824:
2822:
2820:
2803:
2799:
2793:
2777:
2773:
2767:
2759:
2758:
2753:
2746:
2744:
2742:
2733:
2729:
2725:
2721:
2716:
2711:
2707:
2703:
2702:
2694:
2687:
2683:
2679:
2675:
2671:
2667:
2660:
2653:
2645:
2641:
2637:
2633:
2629:
2625:
2621:
2614:
2612:
2603:
2596:
2589:
2579:
2571:
2567:
2563:
2559:
2552:
2544:
2540:
2536:
2532:
2527:
2522:
2518:
2514:
2507:
2505:
2496:
2490:
2486:
2482:
2478:
2474:
2467:
2461:
2457:
2450:
2442:
2438:
2434:
2430:
2425:
2420:
2416:
2412:
2405:
2398:
2397:Crowdsourcing
2392:
2374:
2370:
2366:
2362:
2358:
2354:
2350:
2346:
2342:
2335:
2328:
2309:
2305:
2301:
2297:
2291:
2287:
2283:
2279:
2272:
2265:
2249:
2248:
2240:
2236:
2224:
2221:
2218:
2215:
2212:
2209:
2206:
2203:
2197:
2194:
2191:
2188:
2185:
2182:
2180:
2177:
2174:
2171:
2168:
2165:
2163:
2160:
2157:
2154:
2151:
2148:
2146:
2143:
2141:
2138:
2136:
2133:
2130:
2127:
2125:
2122:
2119:
2116:
2113:
2110:
2104:
2101:
2099:
2096:
2093:
2090:
2087:
2084:
2081:
2078:
2075:
2072:
2066:
2063:
2060:
2057:
2054:
2051:
2048:
2045:
2039:
2036:
2033:
2030:
2027:
2024:
2023:
2016:
2014:
2010:
2006:
2002:
1998:
1994:
1984:
1982:
1978:
1974:
1970:
1966:
1962:
1958:
1955:
1953:
1943:
1939:
1936:
1932:
1927:
1919:
1917:
1913:
1908:
1904:
1900:
1891:
1889:
1885:
1879:
1875:
1872:
1866:
1864:
1858:
1854:
1851:
1846:
1844:
1843:CloudResearch
1830:
1827:
1824:
1821:
1818:
1815:
1814:
1813:
1805:
1802:
1799:
1794:
1790:
1788:
1784:
1778:
1776:
1772:
1766:
1765:than men do.
1763:
1759:
1748:
1738:
1734:
1730:
1727:
1722:
1718:
1715:
1711:
1707:
1693:
1688:
1685:
1682:
1678:
1673:
1670:
1666:
1663:
1660:
1655:
1654:
1650:
1646:
1645:
1641:
1635:
1632:
1631:
1628:
1625:
1619:
1616:
1613:
1612:
1610:
1609:
1608:Crowdshipping
1605:
1602:
1598:
1594:
1591:
1590:
1584:
1582:
1576:
1573:
1569:
1565:
1561:
1556:
1547:
1545:
1541:
1537:
1532:
1528:
1523:
1521:
1520:Tag Challenge
1517:
1512:
1508:
1507:DARPA balloon
1503:
1500:
1496:
1495:Netflix Prize
1485:
1483:
1475:
1472:
1469:
1466:
1465:
1464:
1460:
1455:
1445:
1443:
1440:
1436:
1432:
1428:
1423:
1421:
1417:
1412:
1409:
1407:
1403:
1399:
1395:
1390:
1388:
1383:
1378:
1369:
1367:
1363:
1359:
1355:
1351:
1341:
1338:
1334:
1330:
1327:
1326:
1325:
1323:
1322:Crowdsourcing
1314:
1310:
1309:
1308:
1305:
1293:
1289:
1286:
1283:
1279:
1276:
1273:
1269:
1265:
1262:
1259:
1256:
1252:
1248:
1244:
1240:
1236:
1232:
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1211:OpenStreetMap
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963:Data donation
960:
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930:In journalism
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506:
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454:OpenStreetMap
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10866:MercadoLibre
10789:Warm Showers
10736:CouchSurfing
10363:Projects and
10349:Aaron Swartz
10283:Pirate Party
10182:Gift economy
9962:Free content
9937:Science data
9917:Open science
9869:
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9848:Key concepts
9839:Concepts and
9832:open content
9828:Free culture
9781:at Wikibooks
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2985:. Retrieved
2971:
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2938:
2935:The Holocene
2934:
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2315:. Retrieved
2308:the original
2277:
2264:
2252:. Retrieved
2246:
2239:
2129:Gamification
2086:Crowdcasting
2032:Clickworkers
1990:
1977:minimum wage
1972:
1967:
1963:
1959:
1956:
1952:minimum wage
1949:
1940:
1928:
1925:
1909:
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1752:Contributors
1735:
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1710:demographics
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1627:Crowdsolving
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1544:Local Motors
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1454:Crowdfunding
1448:Crowdfunding
1442:play calling
1424:
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1402:Gavin Newsom
1391:
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1350:crowdfunding
1346:
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1239:categorizing
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1128:
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1050:
1042:
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1024:
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956:The Guardian
954:
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858:Ancestry.com
842:Gene by Gene
832:
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665:
661:
645:
640:explodingdog
632:Aaron Koblin
629:
622:
610:
606:
597:Applications
587:Indian rupee
564:
549:
538:
534:
524:oral history
460:to create a
340:France-Inter
335:
304:
289:Joseph Henry
277:
242:Tang dynasty
230:
209:
205:
186:
181:
179:
166:common goods
139:
105:
104:
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10840:Kickstarter
10715:Hospitality
10701:Yandex.Taxi
10463:Open Source
10407:OpenWetWare
10344:Peter Sunde
10339:Peter Suber
10192:Open patent
10156:Open gaming
10034:Peer review
9881:Open source
9642:The Baffler
9522:26 November
9511:(1): 3–14.
9415:28 February
9321:23 November
8902:28 February
8572:: 123–133.
8258:26 February
8054:28 February
7959:: 152–165.
7883:10 December
7878:Clickworker
7859:28 February
7508:28 November
6823:26 December
6732:(5): e187.
6008:17 December
5941:Google Docs
5621:(1): 3–17.
4511:: 486–495.
4491:(1): 27–45.
3998:28 February
3969:26 February
3764:28 February
3593:25 February
3571:25 February
3549:25 February
3527:25 February
3397:25 November
3148:"SETI@home"
3121:(1): 3–25,
2361:10251/56904
2317:5 September
2217:Wiki survey
2150:Microcredit
2092:Crowdfixing
1884:open source
1741:Motivations
1726:iStockphoto
1587:Other types
1531:InnoCentive
1372:Crowdvoting
1258:Agriculture
1249:texts, for
1221:3D printing
1217:Engineering
1167:In business
1079:White House
947:tax evasion
898:ornithology
892:Ornithology
868:Similar to
433:iStockPhoto
418:earthquake.
384:1996 – The
367:tit for tat
258:1714 – The
176:Definitions
164:to develop
142:scalability
135:outsourcing
127:portmanteau
118:micro-tasks
11297:Categories
11107:Gig worker
11062:Carsharing
11037:Blockchain
10970:Withlocals
10944:Streetbank
10918:TaskRabbit
10861:Craigslist
10825:GiveSendGo
10784:Trustroots
10751:Non-profit
10723:For-profit
10582:Co-Op Ride
10083:Journalism
10065:Admissions
10060:University
9566:1765/31983
9262:4 December
9236:4 December
9130:12 January
8981:12 January
8867:9 February
8128:12 January
7644:3 February
7618:3 February
7482:20 January
7336:Forbes.com
7272:Forbes.com
7251:7 February
6604:20 January
6303:Ergonomics
6237:1128061550
6200:12 January
6048:(4): e73.
5972:3 February
5864:3 February
5834:10125/1368
5807:3 February
5648:(1): 1–19.
5414:1802.03113
5232:: e85592.
5200:The Markup
4911:14 October
4699:30 January
4627:"Enipedia"
3959:Wired News
3522:New Advent
3475:20 January
3447:20 January
3425:20 January
3351:20 January
3300:: 610–032.
3157:20 January
2987:20 January
2715:1707.06603
2583:Heidelberg
2526:1802.04143
2460:1702.04221
2231:References
2190:Truecaller
2184:Stone Soup
2124:Folksonomy
1783:altruistic
1581:Google Ads
1387:Threadless
1288:Healthcare
995:The Markup
934:See also:
917:Seismology
723:In science
601:See also:
591:Devanagari
423:JustGiving
325:Jørn Utzon
318:Mr. Peanut
221:volunteers
168:, such as
158:microtasks
150:Lego Ideas
11172:Upcycling
11072:Co-living
10923:Thumbtack
10835:Indiegogo
10764:Dachgeber
10759:BeWelcome
10706:Yourdrive
10629:KakaoTaxi
10557:BlaBlaCar
10538:Companies
10402:OpenCores
10365:movements
10302:Activists
10043:Education
9841:practices
9757:233307331
9718:207203679
9187:2 October
9018:236288817
8976:150882624
8832:0017-8012
8579:1210.0962
8497:144807388
8382:CiteSeerX
8359:145675154
8321:143402410
8171:147299692
8149:SAGE Open
7800:2079-4665
7755:1 October
7720:Bloomberg
7596:28 August
7398:1531-3468
7246:0362-4331
7030:24 August
6961:207184672
6583:12 August
6564:: 14–23,
6394:20 August
6145:0022-2437
5690:151989757
5561:2 October
5386:158440300
5293:2375-2548
5246:2976-937X
5181:243837581
4975:156243124
4741:2381/8106
4672:2 October
4633:7 October
4466:247077069
4431:236414676
4390:254827087
4293:Endeavour
4229:2045-7634
4187:124343732
4124:0968-8080
4067:2049-9957
3202:205436420
3135:143112198
3071:24 August
2963:134577720
2871:145310730
2849:CiteSeerX
2808:3 January
2782:3 January
2644:145931864
2441:145310730
2419:CiteSeerX
2254:1 October
2173:Smart mob
2118:Flash mob
2001:anonymity
1762:extrinsic
1758:intrinsic
1714:Ipeirotis
1692:designing
1653:Microwork
1644:Macrowork
1568:reCAPTCHA
1439:offensive
1425:In 2017,
1354:microwork
1343:problems.
1316:donation.
1247:digitized
1201:(VGI) is
1195:Geography
1046:Palo Alto
728:Astronomy
713:PsychINFO
670:In 2011,
636:Sam Brown
575:longitude
464:editable
440:Knowledge
400:SETI@home
393:Marillion
293:telegraph
192:outsource
180:The term
170:Knowledge
146:diversity
11117:Homestay
10983:Concepts
10830:GoFundMe
10639:Ola Cabs
10604:Free Now
10428:Licenses
10149:Robotics
10119:Products
9932:Research
9886:Openness
9645:, No. 26
9624:28781494
9575:14476283
9480:Archived
9211:NBC News
9087:IEEE Kde
8783:36326997
8774:10700412
8717:CHI 2011
8700:11386257
8642:16494503
8404:16811686
8380:: 2–20.
8041:Chi 2010
7846:15553154
7725:11 March
7700:19 April
7555:30 March
7445:17485373
7406:16085029
7318:12352130
7139:29 March
7113:31 March
7103:Canoe.ca
7017:73551209
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