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Descriptive statistics

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In the business world, descriptive statistics provides a useful summary of many types of data. For example, investors and brokers may use a historical account of return behaviour by performing empirical and analytical analyses on their investments in order to make better investing decisions in the
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is a descriptive statistic that summarizes the performance of a player or a team. This number is the number of shots made divided by the number of shots taken. For example, a player who shoots 33% is making approximately one shot in every three. The percentage summarizes or describes multiple
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The main reason for differentiating univariate and bivariate analysis is that bivariate analysis is not only a simple descriptive analysis, but also it describes the relationship between two different variables. Quantitative measures of dependence include correlation (such as
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When a sample consists of more than one variable, descriptive statistics may be used to describe the relationship between pairs of variables. In this case, descriptive statistics include:
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The use of descriptive and summary statistics has an extensive history and, indeed, the simple tabulation of populations and of economic data was the first way the topic of
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that the sample of data is thought to represent. This generally means that descriptive statistics, unlike inferential statistics, is not developed on the basis of
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Descriptive statistics provide simple summaries about the sample and about the observations that have been made. Such summaries may be either
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sense) is the process of using and analysing those statistics. Descriptive statistics is distinguished from
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appeared. More recently, a collection of summarisation techniques has been formulated under the heading of
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age, the proportion of subjects of each sex, the proportion of subjects with related
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Some measures that are commonly used to describe a data set are measures of
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that quantitatively describes or summarizes features from a collection of
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Descriptive Statistics Lecture: University of Pittsburgh Supercourse:
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of a single variable, including its central tendency (including the
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Interpreting and Using Statistics in Psychological Research
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Interpreting and Using Statistics in Psychological Research
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http://www.pitt.edu/~super1/lecture/lec0421/index.htm
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Autoregressive conditional heteroskedasticity (ARCH)
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of the data-set, and measures of spread such as the
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Wadsworth. pp.  884: 3377: 3077:Accelerated failure time (AFT) model 1025: 818: 3389: 2672:Analysis of variance (ANOVA, anova) 1524: 741:Bivariate and multivariate analysis 655:discrete events. Consider also the 13: 2767:Cochran–Mantel–Haenszel statistics 1393:Pearson product-moment correlation 948: 14: 3450: 1068: 3416: 3388: 3376: 3364: 3351: 3350: 3141: 705:) and dispersion (including the 3026:Least-squares spectral analysis 997:The Practice of Social Research 973:Research Methods Knowledge Base 967:Trochim, William M. K. (2006). 595:and measures of variability or 2007:Mean-unbiased minimum-variance 1110: 1019: 986: 907: 878: 837: 812: 1: 3320:Geographic information system 2536:Simultaneous equations models 805: 758:Graphical representation via 2503:Coefficient of determination 2114:Uniformly most powerful test 1032:Methods in Molecular Biology 956:Descriptive Statistics Terms 786:if one or both are not) and 7: 3072:Proportional hazards models 3016:Spectral density estimation 2998:Vector autoregression (VAR) 2432:Maximum posterior estimator 1664:Randomized controlled trial 1040:10.1007/978-1-59745-530-5_3 631:Use in statistical analysis 10: 3455: 2832:Multivariate distributions 1252:Average absolute deviation 646:For example, the shooting 3346: 3300: 3237: 3190: 3153: 3149: 3136: 3108: 3090: 3057: 3048: 3006: 2953: 2914: 2863: 2854: 2820:Structural equation model 2775: 2732: 2728: 2703: 2662: 2628: 2582: 2549: 2511: 2478: 2474: 2450: 2390: 2299: 2218: 2182: 2173: 2156:Score/Lagrange multiplier 2141: 2094: 2039: 1965: 1956: 1766: 1762: 1749: 1708: 1682: 1634: 1589: 1571:Sample size determination 1536: 1532: 1519: 1423: 1378: 1352: 1334: 1290: 1242: 1162: 1153: 1149: 1136: 1118: 772:conditional distributions 764:Quantitative measures of 668:exploratory data analysis 469:Qualitative data analysis 3315:Environmental statistics 2837:Elliptical distributions 2630:Generalized linear model 2559:Simple linear regression 2329:Hodges–Lehmann estimator 1786:Probability distribution 1695:Stochastic approximation 1257:Coefficient of variation 993:Babbie, Earl R. (2009). 969:"Descriptive statistics" 927:10.4135/9781506304144.n6 857:10.4135/9781506304144.n6 689:involves describing the 570:nonparametric statistics 2975:Cross-correlation (XCF) 2583:Non-standard predictors 2017:Lehmann–ScheffĂ© theorem 1690:Adaptive clinical trial 1028:Topics in Biostatistics 823:(2nd ed.). Wiley. 821:Introductory Statistics 3439:Descriptive statistics 3371:Mathematics portal 3192:Engineering statistics 3100:Nelson–Aalen estimator 2677:Analysis of covariance 2564:Ordinary least squares 2488:Pearson product-moment 1892:Statistical functional 1803:Empirical distribution 1636:Controlled experiments 1365:Frequency distribution 1143:Descriptive statistics 819:Mann, Prem S. (1995). 554:inferential statistics 546:descriptive statistics 348:Inferential statistics 294:Descriptive statistics 241:Human subject research 3287:Population statistics 3229:System identification 2963:Autocorrelation (ACF) 2891:Exponential smoothing 2805:Discriminant analysis 2800:Canonical correlation 2664:Partition of variance 2526:Regression validation 2370:(Jonckheere–Terpstra) 2269:Likelihood-ratio test 1958:Frequentist inference 1870:Location–scale family 1791:Sampling distribution 1756:Statistical inference 1723:Cross-sectional study 1710:Observational studies 1669:Randomized experiment 1498:Stem-and-leaf display 1300:Central limit theorem 735:stem-and-leaf display 568:, and are frequently 530:descriptive statistic 132:Philosophical schools 3210:Probabilistic design 2795:Principal components 2638:Exponential families 2590:Nonlinear regression 2569:General linear model 2531:Mixed effects models 2521:Errors and residuals 2498:Confounding variable 2400:Bayesian probability 2378:Van der Waerden test 2368:Ordered alternative 2133:Multiple comparisons 2012:Rao–Blackwellization 1975:Estimating equations 1931:Statistical distance 1649:Factorial experiment 1182:Arithmetic-Geometric 457:Reference management 407:Scientific modelling 149:Critical rationalism 3282:Official statistics 3205:Methods engineering 2886:Seasonal adjustment 2654:Poisson regressions 2574:Bayesian regression 2513:Regression analysis 2493:Partial correlation 2465:Regression analysis 2064:Prediction interval 2059:Likelihood interval 2049:Confidence interval 2041:Interval estimation 2002:Unbiased estimators 1820:Model specification 1700:Up-and-down designs 1388:Partial correlation 1344:Index of dispersion 1262:Interquartile range 800:normal distribution 687:Univariate analysis 682:Univariate analysis 657:grade point average 437:Argument technology 3302:Spatial statistics 3182:Medical statistics 3082:First hitting time 3036:Whittle likelihood 2687:Degrees of freedom 2682:Multivariate ANOVA 2615:Heteroscedasticity 2427:Bayesian estimator 2392:Bayesian inference 2241:Kolmogorov–Smirnov 2126:Randomization test 2096:Testing hypotheses 2069:Tolerance interval 1980:Maximum likelihood 1875:Exponential family 1808:Density estimation 1768:Statistical theory 1728:Natural experiment 1674:Scientific control 1591:Survey methodology 1277:Standard deviation 885:Dodge, Y. (2003). 754:contingency tables 719:standard deviation 641:summary statistics 613:standard deviation 566:probability theory 431:Tools and software 375:Secondary research 299:Discourse analysis 16:Type of statistics 3404: 3403: 3342: 3341: 3338: 3337: 3277:National accounts 3247:Actuarial science 3239:Social statistics 3132: 3131: 3128: 3127: 3124: 3123: 3059:Survival function 3044: 3043: 2906:Granger causality 2747:Contingency table 2722:Survival analysis 2699: 2698: 2695: 2694: 2551:Linear regression 2446: 2445: 2442: 2441: 2417:Credible interval 2386: 2385: 2169: 2168: 1985:Method of moments 1854:Parametric family 1815:Statistical model 1745: 1744: 1741: 1740: 1659:Random assignment 1581:Statistical power 1515: 1514: 1511: 1510: 1360:Contingency table 1330: 1329: 1197:Generalized/power 1049:978-1-58829-531-6 1012:978-0-495-59841-1 936:978-1-5063-0416-8 866:978-1-5063-0416-8 750:Cross-tabulations 538:summary statistic 526: 525: 492:Philosophy portal 400:Systematic review 385:Literature review 343:Historical method 326:Social experiment 261:Scientific method 246:Narrative inquiry 97:Interdisciplinary 91:Research strategy 62:Research question 57:Research proposal 3446: 3421: 3420: 3412: 3392: 3391: 3380: 3379: 3369: 3368: 3354: 3353: 3257:Crime statistics 3151: 3150: 3138: 3137: 3055: 3054: 3021:Fourier analysis 3008:Frequency domain 2988: 2935: 2901:Structural break 2861: 2860: 2810:Cluster analysis 2757:Log-linear model 2730: 2729: 2705: 2704: 2646: 2620:Homoscedasticity 2476: 2475: 2452: 2451: 2371: 2363: 2355: 2354:(Kruskal–Wallis) 2339: 2324: 2279:Cross validation 2264: 2246:Anderson–Darling 2193: 2180: 2179: 2151:Likelihood-ratio 2143:Parametric tests 2121:Permutation test 2104:1- & 2-tails 1995:Minimum distance 1967:Point estimation 1963: 1962: 1914:Optimal decision 1865: 1764: 1763: 1751: 1750: 1733:Quasi-experiment 1683:Adaptive designs 1534: 1533: 1521: 1520: 1398:Rank correlation 1160: 1159: 1151: 1150: 1138: 1137: 1105: 1098: 1091: 1082: 1081: 1062: 1061: 1023: 1017: 1016: 1000: 990: 984: 983: 981: 979: 964: 958: 952: 946: 945: 944: 943: 911: 905: 904: 892: 882: 876: 875: 874: 873: 841: 835: 834: 816: 770:Descriptions of 593:central tendency 518: 511: 504: 464:Science software 363:Cultural mapping 331:Quasi-experiment 321:Field experiment 289:Content analysis 184:Critical realism 102:Multimethodology 42: 19: 18: 3454: 3453: 3449: 3448: 3447: 3445: 3444: 3443: 3429: 3428: 3427: 3415: 3407: 3405: 3400: 3363: 3334: 3296: 3233: 3219:quality control 3186: 3168:Clinical trials 3145: 3120: 3104: 3092:Hazard function 3086: 3040: 3002: 2986: 2949: 2945:Breusch–Godfrey 2933: 2910: 2850: 2825:Factor analysis 2771: 2752:Graphical model 2724: 2691: 2658: 2644: 2624: 2578: 2545: 2507: 2470: 2469: 2438: 2382: 2369: 2361: 2353: 2337: 2322: 2301:Rank statistics 2295: 2274:Model selection 2262: 2220:Goodness of fit 2214: 2191: 2165: 2137: 2090: 2035: 2024:Median unbiased 1952: 1863: 1796:Order statistic 1758: 1737: 1704: 1678: 1630: 1585: 1528: 1526:Data collection 1507: 1419: 1374: 1348: 1326: 1286: 1238: 1155:Continuous data 1145: 1132: 1114: 1109: 1071: 1066: 1065: 1050: 1024: 1020: 1013: 991: 987: 977: 975: 965: 961: 953: 949: 941: 939: 937: 913: 912: 908: 901: 883: 879: 871: 869: 867: 843: 842: 838: 831: 817: 813: 808: 743: 684: 633: 522: 486: 485: 432: 424: 423: 370:Phenomenography 309:Autoethnography 274: 266: 265: 226:Grounded theory 221:Critical theory 216:Art methodology 211:Action research 206: 196: 195: 134: 124: 123: 92: 84: 83: 52: 50:Research design 17: 12: 11: 5: 3452: 3442: 3441: 3426: 3425: 3402: 3401: 3399: 3398: 3386: 3374: 3360: 3347: 3344: 3343: 3340: 3339: 3336: 3335: 3333: 3332: 3327: 3322: 3317: 3312: 3306: 3304: 3298: 3297: 3295: 3294: 3289: 3284: 3279: 3274: 3269: 3264: 3259: 3254: 3249: 3243: 3241: 3235: 3234: 3232: 3231: 3226: 3221: 3212: 3207: 3202: 3196: 3194: 3188: 3187: 3185: 3184: 3179: 3174: 3165: 3163:Bioinformatics 3159: 3157: 3147: 3146: 3134: 3133: 3130: 3129: 3126: 3125: 3122: 3121: 3119: 3118: 3112: 3110: 3106: 3105: 3103: 3102: 3096: 3094: 3088: 3087: 3085: 3084: 3079: 3074: 3069: 3063: 3061: 3052: 3046: 3045: 3042: 3041: 3039: 3038: 3033: 3028: 3023: 3018: 3012: 3010: 3004: 3003: 3001: 3000: 2995: 2990: 2982: 2977: 2972: 2971: 2970: 2968:partial (PACF) 2959: 2957: 2951: 2950: 2948: 2947: 2942: 2937: 2929: 2924: 2918: 2916: 2915:Specific tests 2912: 2911: 2909: 2908: 2903: 2898: 2893: 2888: 2883: 2878: 2873: 2867: 2865: 2858: 2852: 2851: 2849: 2848: 2847: 2846: 2845: 2844: 2829: 2828: 2827: 2817: 2815:Classification 2812: 2807: 2802: 2797: 2792: 2787: 2781: 2779: 2773: 2772: 2770: 2769: 2764: 2762:McNemar's test 2759: 2754: 2749: 2744: 2738: 2736: 2726: 2725: 2701: 2700: 2697: 2696: 2693: 2692: 2690: 2689: 2684: 2679: 2674: 2668: 2666: 2660: 2659: 2657: 2656: 2640: 2634: 2632: 2626: 2625: 2623: 2622: 2617: 2612: 2607: 2602: 2600:Semiparametric 2597: 2592: 2586: 2584: 2580: 2579: 2577: 2576: 2571: 2566: 2561: 2555: 2553: 2547: 2546: 2544: 2543: 2538: 2533: 2528: 2523: 2517: 2515: 2509: 2508: 2506: 2505: 2500: 2495: 2490: 2484: 2482: 2472: 2471: 2468: 2467: 2462: 2456: 2448: 2447: 2444: 2443: 2440: 2439: 2437: 2436: 2435: 2434: 2424: 2419: 2414: 2413: 2412: 2407: 2396: 2394: 2388: 2387: 2384: 2383: 2381: 2380: 2375: 2374: 2373: 2365: 2357: 2341: 2338:(Mann–Whitney) 2333: 2332: 2331: 2318: 2317: 2316: 2305: 2303: 2297: 2296: 2294: 2293: 2292: 2291: 2286: 2281: 2271: 2266: 2263:(Shapiro–Wilk) 2258: 2253: 2248: 2243: 2238: 2230: 2224: 2222: 2216: 2215: 2213: 2212: 2204: 2195: 2183: 2177: 2175:Specific tests 2171: 2170: 2167: 2166: 2164: 2163: 2158: 2153: 2147: 2145: 2139: 2138: 2136: 2135: 2130: 2129: 2128: 2118: 2117: 2116: 2106: 2100: 2098: 2092: 2091: 2089: 2088: 2087: 2086: 2081: 2071: 2066: 2061: 2056: 2051: 2045: 2043: 2037: 2036: 2034: 2033: 2028: 2027: 2026: 2021: 2020: 2019: 2014: 1999: 1998: 1997: 1992: 1987: 1982: 1971: 1969: 1960: 1954: 1953: 1951: 1950: 1945: 1940: 1939: 1938: 1928: 1923: 1922: 1921: 1911: 1910: 1909: 1904: 1899: 1889: 1884: 1879: 1878: 1877: 1872: 1867: 1851: 1850: 1849: 1844: 1839: 1829: 1828: 1827: 1822: 1812: 1811: 1810: 1800: 1799: 1798: 1788: 1783: 1778: 1772: 1770: 1760: 1759: 1747: 1746: 1743: 1742: 1739: 1738: 1736: 1735: 1730: 1725: 1720: 1714: 1712: 1706: 1705: 1703: 1702: 1697: 1692: 1686: 1684: 1680: 1679: 1677: 1676: 1671: 1666: 1661: 1656: 1651: 1646: 1640: 1638: 1632: 1631: 1629: 1628: 1626:Standard error 1623: 1618: 1613: 1612: 1611: 1606: 1595: 1593: 1587: 1586: 1584: 1583: 1578: 1573: 1568: 1563: 1558: 1556:Optimal design 1553: 1548: 1542: 1540: 1530: 1529: 1517: 1516: 1513: 1512: 1509: 1508: 1506: 1505: 1500: 1495: 1490: 1485: 1480: 1475: 1470: 1465: 1460: 1455: 1450: 1445: 1440: 1435: 1429: 1427: 1421: 1420: 1418: 1417: 1412: 1411: 1410: 1405: 1395: 1390: 1384: 1382: 1376: 1375: 1373: 1372: 1367: 1362: 1356: 1354: 1353:Summary tables 1350: 1349: 1347: 1346: 1340: 1338: 1332: 1331: 1328: 1327: 1325: 1324: 1323: 1322: 1317: 1312: 1302: 1296: 1294: 1288: 1287: 1285: 1284: 1279: 1274: 1269: 1264: 1259: 1254: 1248: 1246: 1240: 1239: 1237: 1236: 1231: 1226: 1225: 1224: 1219: 1214: 1209: 1204: 1199: 1194: 1189: 1187:Contraharmonic 1184: 1179: 1168: 1166: 1157: 1147: 1146: 1134: 1133: 1131: 1130: 1125: 1119: 1116: 1115: 1108: 1107: 1100: 1093: 1085: 1079: 1078: 1070: 1069:External links 1067: 1064: 1063: 1048: 1018: 1011: 985: 959: 954:Investopedia, 947: 935: 906: 899: 877: 865: 836: 829: 810: 809: 807: 804: 784:Spearman's rho 775: 774: 768: 762: 756: 742: 739: 683: 680: 632: 629: 586:co-morbidities 524: 523: 521: 520: 513: 506: 498: 495: 494: 488: 487: 484: 483: 482: 481: 476: 471: 461: 460: 459: 454: 444: 439: 433: 430: 429: 426: 425: 422: 421: 416: 415: 414: 404: 403: 402: 397: 395:Scoping review 392: 387: 382: 372: 367: 366: 365: 355: 350: 345: 340: 338:Field research 335: 334: 333: 328: 323: 313: 312: 311: 301: 296: 291: 286: 281: 275: 272: 271: 268: 267: 264: 263: 258: 253: 248: 243: 238: 236:Historiography 233: 228: 223: 218: 213: 207: 202: 201: 198: 197: 194: 193: 192: 191: 189:Subtle realism 186: 176: 171: 169:Postpositivism 166: 161: 156: 151: 146: 144:Constructivism 141: 139:Antipositivism 135: 130: 129: 126: 125: 122: 121: 116: 115: 114: 104: 99: 93: 90: 89: 86: 85: 82: 81: 80: 79: 74: 64: 59: 53: 48: 47: 44: 43: 35: 34: 28: 27: 15: 9: 6: 4: 3: 2: 3451: 3440: 3437: 3436: 3434: 3424: 3419: 3414: 3413: 3410: 3397: 3396: 3387: 3385: 3384: 3375: 3373: 3372: 3367: 3361: 3359: 3358: 3349: 3348: 3345: 3331: 3328: 3326: 3325:Geostatistics 3323: 3321: 3318: 3316: 3313: 3311: 3308: 3307: 3305: 3303: 3299: 3293: 3292:Psychometrics 3290: 3288: 3285: 3283: 3280: 3278: 3275: 3273: 3270: 3268: 3265: 3263: 3260: 3258: 3255: 3253: 3250: 3248: 3245: 3244: 3242: 3240: 3236: 3230: 3227: 3225: 3222: 3220: 3216: 3213: 3211: 3208: 3206: 3203: 3201: 3198: 3197: 3195: 3193: 3189: 3183: 3180: 3178: 3175: 3173: 3169: 3166: 3164: 3161: 3160: 3158: 3156: 3155:Biostatistics 3152: 3148: 3144: 3139: 3135: 3117: 3116:Log-rank test 3114: 3113: 3111: 3107: 3101: 3098: 3097: 3095: 3093: 3089: 3083: 3080: 3078: 3075: 3073: 3070: 3068: 3065: 3064: 3062: 3060: 3056: 3053: 3051: 3047: 3037: 3034: 3032: 3029: 3027: 3024: 3022: 3019: 3017: 3014: 3013: 3011: 3009: 3005: 2999: 2996: 2994: 2991: 2989: 2987:(Box–Jenkins) 2983: 2981: 2978: 2976: 2973: 2969: 2966: 2965: 2964: 2961: 2960: 2958: 2956: 2952: 2946: 2943: 2941: 2940:Durbin–Watson 2938: 2936: 2930: 2928: 2925: 2923: 2922:Dickey–Fuller 2920: 2919: 2917: 2913: 2907: 2904: 2902: 2899: 2897: 2896:Cointegration 2894: 2892: 2889: 2887: 2884: 2882: 2879: 2877: 2874: 2872: 2871:Decomposition 2869: 2868: 2866: 2862: 2859: 2857: 2853: 2843: 2840: 2839: 2838: 2835: 2834: 2833: 2830: 2826: 2823: 2822: 2821: 2818: 2816: 2813: 2811: 2808: 2806: 2803: 2801: 2798: 2796: 2793: 2791: 2788: 2786: 2783: 2782: 2780: 2778: 2774: 2768: 2765: 2763: 2760: 2758: 2755: 2753: 2750: 2748: 2745: 2743: 2742:Cohen's kappa 2740: 2739: 2737: 2735: 2731: 2727: 2723: 2719: 2715: 2711: 2706: 2702: 2688: 2685: 2683: 2680: 2678: 2675: 2673: 2670: 2669: 2667: 2665: 2661: 2655: 2651: 2647: 2641: 2639: 2636: 2635: 2633: 2631: 2627: 2621: 2618: 2616: 2613: 2611: 2608: 2606: 2603: 2601: 2598: 2596: 2595:Nonparametric 2593: 2591: 2588: 2587: 2585: 2581: 2575: 2572: 2570: 2567: 2565: 2562: 2560: 2557: 2556: 2554: 2552: 2548: 2542: 2539: 2537: 2534: 2532: 2529: 2527: 2524: 2522: 2519: 2518: 2516: 2514: 2510: 2504: 2501: 2499: 2496: 2494: 2491: 2489: 2486: 2485: 2483: 2481: 2477: 2473: 2466: 2463: 2461: 2458: 2457: 2453: 2449: 2433: 2430: 2429: 2428: 2425: 2423: 2420: 2418: 2415: 2411: 2408: 2406: 2403: 2402: 2401: 2398: 2397: 2395: 2393: 2389: 2379: 2376: 2372: 2366: 2364: 2358: 2356: 2350: 2349: 2348: 2345: 2344:Nonparametric 2342: 2340: 2334: 2330: 2327: 2326: 2325: 2319: 2315: 2314:Sample median 2312: 2311: 2310: 2307: 2306: 2304: 2302: 2298: 2290: 2287: 2285: 2282: 2280: 2277: 2276: 2275: 2272: 2270: 2267: 2265: 2259: 2257: 2254: 2252: 2249: 2247: 2244: 2242: 2239: 2237: 2235: 2231: 2229: 2226: 2225: 2223: 2221: 2217: 2211: 2209: 2205: 2203: 2201: 2196: 2194: 2189: 2185: 2184: 2181: 2178: 2176: 2172: 2162: 2159: 2157: 2154: 2152: 2149: 2148: 2146: 2144: 2140: 2134: 2131: 2127: 2124: 2123: 2122: 2119: 2115: 2112: 2111: 2110: 2107: 2105: 2102: 2101: 2099: 2097: 2093: 2085: 2082: 2080: 2077: 2076: 2075: 2072: 2070: 2067: 2065: 2062: 2060: 2057: 2055: 2052: 2050: 2047: 2046: 2044: 2042: 2038: 2032: 2029: 2025: 2022: 2018: 2015: 2013: 2010: 2009: 2008: 2005: 2004: 2003: 2000: 1996: 1993: 1991: 1988: 1986: 1983: 1981: 1978: 1977: 1976: 1973: 1972: 1970: 1968: 1964: 1961: 1959: 1955: 1949: 1946: 1944: 1941: 1937: 1934: 1933: 1932: 1929: 1927: 1924: 1920: 1919:loss function 1917: 1916: 1915: 1912: 1908: 1905: 1903: 1900: 1898: 1895: 1894: 1893: 1890: 1888: 1885: 1883: 1880: 1876: 1873: 1871: 1868: 1866: 1860: 1857: 1856: 1855: 1852: 1848: 1845: 1843: 1840: 1838: 1835: 1834: 1833: 1830: 1826: 1823: 1821: 1818: 1817: 1816: 1813: 1809: 1806: 1805: 1804: 1801: 1797: 1794: 1793: 1792: 1789: 1787: 1784: 1782: 1779: 1777: 1774: 1773: 1771: 1769: 1765: 1761: 1757: 1752: 1748: 1734: 1731: 1729: 1726: 1724: 1721: 1719: 1716: 1715: 1713: 1711: 1707: 1701: 1698: 1696: 1693: 1691: 1688: 1687: 1685: 1681: 1675: 1672: 1670: 1667: 1665: 1662: 1660: 1657: 1655: 1652: 1650: 1647: 1645: 1642: 1641: 1639: 1637: 1633: 1627: 1624: 1622: 1621:Questionnaire 1619: 1617: 1614: 1610: 1607: 1605: 1602: 1601: 1600: 1597: 1596: 1594: 1592: 1588: 1582: 1579: 1577: 1574: 1572: 1569: 1567: 1564: 1562: 1559: 1557: 1554: 1552: 1549: 1547: 1544: 1543: 1541: 1539: 1535: 1531: 1527: 1522: 1518: 1504: 1501: 1499: 1496: 1494: 1491: 1489: 1486: 1484: 1481: 1479: 1476: 1474: 1471: 1469: 1466: 1464: 1461: 1459: 1456: 1454: 1451: 1449: 1448:Control chart 1446: 1444: 1441: 1439: 1436: 1434: 1431: 1430: 1428: 1426: 1422: 1416: 1413: 1409: 1406: 1404: 1401: 1400: 1399: 1396: 1394: 1391: 1389: 1386: 1385: 1383: 1381: 1377: 1371: 1368: 1366: 1363: 1361: 1358: 1357: 1355: 1351: 1345: 1342: 1341: 1339: 1337: 1333: 1321: 1318: 1316: 1313: 1311: 1308: 1307: 1306: 1303: 1301: 1298: 1297: 1295: 1293: 1289: 1283: 1280: 1278: 1275: 1273: 1270: 1268: 1265: 1263: 1260: 1258: 1255: 1253: 1250: 1249: 1247: 1245: 1241: 1235: 1232: 1230: 1227: 1223: 1220: 1218: 1215: 1213: 1210: 1208: 1205: 1203: 1200: 1198: 1195: 1193: 1190: 1188: 1185: 1183: 1180: 1178: 1175: 1174: 1173: 1170: 1169: 1167: 1165: 1161: 1158: 1156: 1152: 1148: 1144: 1139: 1135: 1129: 1126: 1124: 1121: 1120: 1117: 1113: 1106: 1101: 1099: 1094: 1092: 1087: 1086: 1083: 1077: 1073: 1072: 1059: 1055: 1051: 1045: 1041: 1037: 1033: 1029: 1022: 1014: 1008: 1004: 999: 998: 989: 974: 970: 963: 957: 951: 938: 932: 928: 924: 920: 916: 910: 902: 900:0-19-850994-4 896: 891: 890: 881: 868: 862: 858: 854: 850: 846: 840: 832: 830:0-471-31009-3 826: 822: 815: 811: 803: 801: 797: 793: 789: 785: 781: 773: 769: 767: 763: 761: 757: 755: 751: 748: 747: 746: 738: 736: 732: 728: 724: 720: 716: 712: 708: 704: 700: 696: 692: 688: 679: 675: 673: 669: 665: 660: 658: 653: 649: 644: 642: 638: 628: 626: 622: 618: 614: 610: 606: 602: 598: 594: 589: 587: 583: 579: 575: 571: 567: 563: 559: 555: 551: 547: 543: 539: 535: 531: 519: 514: 512: 507: 505: 500: 499: 497: 496: 493: 490: 489: 480: 477: 475: 472: 470: 467: 466: 465: 462: 458: 455: 453: 452:Bibliometrics 450: 449: 448: 445: 443: 440: 438: 435: 434: 428: 427: 420: 417: 413: 410: 409: 408: 405: 401: 398: 396: 393: 391: 390:Meta-analysis 388: 386: 383: 381: 380:Bibliometrics 378: 377: 376: 373: 371: 368: 364: 361: 360: 359: 356: 354: 351: 349: 346: 344: 341: 339: 336: 332: 329: 327: 324: 322: 319: 318: 317: 314: 310: 307: 306: 305: 302: 300: 297: 295: 292: 290: 287: 285: 282: 280: 277: 276: 270: 269: 262: 259: 257: 254: 252: 251:Phenomenology 249: 247: 244: 242: 239: 237: 234: 232: 229: 227: 224: 222: 219: 217: 214: 212: 209: 208: 205: 200: 199: 190: 187: 185: 182: 181: 180: 177: 175: 172: 170: 167: 165: 162: 160: 157: 155: 152: 150: 147: 145: 142: 140: 137: 136: 133: 128: 127: 120: 117: 113: 110: 109: 108: 105: 103: 100: 98: 95: 94: 88: 87: 78: 75: 73: 70: 69: 68: 65: 63: 60: 58: 55: 54: 51: 46: 45: 41: 37: 36: 33: 30: 29: 25: 21: 20: 3393: 3381: 3362: 3355: 3267:Econometrics 3217: / 3200:Chemometrics 3177:Epidemiology 3170: / 3143:Applications 2985:ARIMA model 2932:Q-statistic 2881:Stationarity 2777:Multivariate 2720: / 2716: / 2714:Multivariate 2712: / 2652: / 2648: / 2422:Bayes factor 2321:Signed rank 2233: 2207: 2199: 2187: 1882:Completeness 1718:Cohort study 1616:Opinion poll 1551:Missing data 1538:Study design 1493:Scatter plot 1415:Scatter plot 1408:Spearman's ρ 1370:Grouped data 1142: 1027: 1021: 996: 988: 976:. Retrieved 972: 962: 950: 940:, retrieved 918: 909: 888: 880: 870:, retrieved 848: 839: 820: 814: 776: 760:scatterplots 744: 691:distribution 685: 676: 661: 645: 637:quantitative 634: 590: 545: 536:sense) is a 529: 527: 293: 231:Hermeneutics 119:Quantitative 3423:Mathematics 3395:WikiProject 3310:Cartography 3272:Jurimetrics 3224:Reliability 2955:Time domain 2934:(Ljung–Box) 2856:Time-series 2734:Categorical 2718:Time-series 2710:Categorical 2645:(Bernoulli) 2480:Correlation 2460:Correlation 2256:Jarque–Bera 2228:Chi-squared 1990:M-estimator 1943:Asymptotics 1887:Sufficiency 1654:Interaction 1566:Replication 1546:Effect size 1503:Violin plot 1483:Radar chart 1463:Forest plot 1453:Correlogram 1403:Kendall's τ 780:Pearson's r 578:demographic 574:sample size 542:information 304:Ethnography 204:Methodology 159:Fallibilism 107:Qualitative 77:Referencing 3262:Demography 2980:ARMA model 2785:Regression 2362:(Friedman) 2323:(Wilcoxon) 2261:Normality 2251:Lilliefors 2198:Student's 2074:Resampling 1948:Robustness 1936:divergence 1926:Efficiency 1864:(monotone) 1859:Likelihood 1776:Population 1609:Stratified 1561:Population 1380:Dependence 1336:Count data 1267:Percentile 1244:Dispersion 1177:Arithmetic 1112:Statistics 942:2021-06-01 872:2021-06-01 806:References 788:covariance 766:dependence 731:histograms 664:statistics 652:basketball 648:percentage 597:dispersion 562:population 534:count noun 479:Statistics 474:Simulation 412:Simulation 353:Interviews 316:Experiment 284:Case study 256:Pragmatism 174:Pragmatism 164:Positivism 154:Empiricism 2643:Logistic 2410:posterior 2336:Rank sum 2084:Jackknife 2079:Bootstrap 1897:Bootstrap 1832:Parameter 1781:Statistic 1576:Statistic 1488:Run chart 1473:Pie chart 1468:Histogram 1458:Fan chart 1433:Bar chart 1315:L-moments 1202:Geometric 792:predictor 711:quartiles 550:mass noun 112:Art-based 3433:Category 3357:Category 3050:Survival 2927:Johansen 2650:Binomial 2605:Isotonic 2192:(normal) 1837:location 1644:Blocking 1599:Sampling 1478:Q–Q plot 1443:Box plot 1425:Graphics 1320:Skewness 1310:Kurtosis 1282:Variance 1212:Heronian 1207:Harmonic 1058:18450044 978:14 March 727:kurtosis 723:skewness 715:variance 678:future. 672:box plot 625:skewness 621:kurtosis 617:variance 548:(in the 544:, while 532:(in the 279:Analysis 72:Argument 32:Research 24:a series 22:Part of 3383:Commons 3330:Kriging 3215:Process 3172:studies 3031:Wavelet 2864:General 2031:Plug-in 1825:L space 1604:Cluster 1305:Moments 1123:Outline 1003:436–440 893:. OUP. 796:z-score 639:, i.e. 588:, etc. 582:average 358:Mapping 273:Methods 179:Realism 67:Writing 3409:Portal 3252:Census 2842:Normal 2790:Manova 2610:Robust 2360:2-way 2352:1-way 2190:-test 1861:  1438:Biplot 1229:Median 1222:Lehmer 1164:Center 1056:  1046:  1009:  933:  897:  863:  827:  701:, and 699:median 605:median 558:sample 419:Survey 2876:Trend 2405:prior 2347:anova 2236:-test 2210:-test 2202:-test 2109:Power 2054:Pivot 1847:shape 1842:scale 1292:Shape 1272:Range 1217:Heinz 1192:Cubic 1128:Index 707:range 3109:Test 2309:Sign 2161:Wald 1234:Mode 1172:Mean 1054:PMID 1044:ISBN 1007:ISBN 980:2011 931:ISBN 895:ISBN 861:ISBN 825:ISBN 752:and 733:and 725:and 717:and 709:and 703:mode 695:mean 623:and 615:(or 609:mode 607:and 601:mean 2289:BIC 2284:AIC 1036:doi 923:doi 853:doi 650:in 3435:: 1052:. 1042:. 1030:. 1005:. 971:. 929:, 917:, 859:, 847:, 737:. 697:, 674:. 627:. 603:, 528:A 26:on 3411:: 2234:G 2208:F 2200:t 2188:Z 1907:V 1902:U 1104:e 1097:t 1090:v 1060:. 1038:: 1015:. 982:. 925:: 903:. 855:: 833:. 517:e 510:t 503:v

Index

a series
Research
A laptop computer next to archival materials
Research design
Research proposal
Research question
Writing
Argument
Referencing
Interdisciplinary
Multimethodology
Qualitative
Art-based
Quantitative
Philosophical schools
Antipositivism
Constructivism
Critical rationalism
Empiricism
Fallibilism
Positivism
Postpositivism
Pragmatism
Realism
Critical realism
Subtle realism
Methodology
Action research
Art methodology
Critical theory

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