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utilizing machines and men. The Gantt process chart can assist in the analysis of the man to machine interaction and it can aid in establishing the optimum number of workers and machines subject to the financial constraints of the operation. A flow diagram is frequently employed to represent the manufacturing process associated with the product.
221:
machine are occupied during the whole operating cycle. Random servicing of a facility, as the name indicates, is defined as a servicing process with a random time of occurrence and need of servicing variables. Line balancing equations determine the ideal number of workers needed on a production line to enable it to work at capacity.
168:
quality engineering focuses on increasing quality and reliability. These objectives are met in a five step sequence as follows: Project selection, data acquisition and presentation, data analysis, development of an ideal method based on the data analysis and, finally, presentation and implementation of the method.
238:, crossover charts, and economic analysis. The outcome of the selection process is then presented to the company for implementation at the plant. This last step involves "selling the idea" to the company brass, a skill the methods engineer must develop in addition to the normal engineering qualifications.
211:
Data analysis enables the methods engineer to make decisions about several things, including: purpose of the operation, part design characteristics, specifications and tolerances of parts, materials, manufacturing process design, setup and tooling, working conditions, material handling, plant layout,
202:
Data that needs to be collected are specification sheets for the product, design drawings, process plans, quantity and delivery requirements, and projections as to how the product will perform or has performed in the market. Process charts are used to describe proposed or existing way of doing work
167:
Lowering costs and increasing reliability and productivity are the objectives of methods engineering. Methods efficiency engineering focuses on lowering costs through productivity improvement. It investigates the output obtained from each unit of input and the speed of each machine and man. Methods
220:
Equations of synchronous and random servicing as well as line balancing are used to determine the ideal worker to machine ratio for the process or product chosen. Synchronous servicing is defined as the process where a machine is assigned to more than one operator, and the assigned operators and
181:
Methods engineers typically work on projects involving new product design, products with a high cost of production to profit ratio, and products associated with having poor quality issues. Different methods of project selection include the
163:
to finished products and how workers can most effectively perform their assigned tasks. The terms operation analysis, work design and simplification, and methods engineering and corporate re-engineering are frequently used interchangeably.
229:
The industrial process or operation can be optimized using a variety of available methods. Each method design has its advantages and disadvantages. The best overall method is chosen using selection criteria and concepts involving
158:
Alternatively it can be described as the design of the productive process in which a person is involved. The task of the
Methods engineer is to decide where humans will be utilized in the process of converting
212:
and workplace design. Knowing the specifics (who, what, when, where, why, and how) of product manufacturing assists in the development of an optimum manufacturing method.
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concerned with human integration in industrial production processes.
286:
Work Design & Measurement, IE Terminology, 2000 Revised
Edition
413:
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1949:
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765:
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2235:
Autoregressive conditional heteroskedasticity (ARCH)
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67:. Unsourced material may be challenged and removed.
1783:Multivariate adaptive regression splines (MARS)
338:
8:
305:(Eleventh ed.). New York: McGraw-Hill.
301:Freivalds, Andris; Niebel, Benjamin (2003).
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127:Learn how and when to remove this message
296:
294:
292:
264:
225:Presentation and methods implementation
2309:KaplanâMeier estimator (product limit)
27:Subspecialty of industrial engineering
194:, and job/work site analysis guides.
7:
2619:
2319:Accelerated failure time (AFT) model
65:adding citations to reliable sources
34:in the field of information systems.
2631:
1914:Analysis of variance (ANOVA, anova)
303:Methods, Standards, and Work Design
2009:CochranâMantelâHaenszel statistics
635:Pearson product-moment correlation
25:
198:Data acquisition and presentation
2630:
2618:
2606:
2593:
2592:
41:
2268:Least-squares spectral analysis
52:needs additional citations for
1249:Mean-unbiased minimum-variance
1:
2562:Geographic information system
1778:Simultaneous equations models
1745:Coefficient of determination
1356:Uniformly most powerful test
18:Time and methods engineering
2314:Proportional hazards models
2258:Spectral density estimation
2240:Vector autoregression (VAR)
1674:Maximum posterior estimator
906:Randomized controlled trial
2685:
2074:Multivariate distributions
494:Average absolute deviation
172:Methods engineering topics
29:
2588:
2391:
2378:
2062:Structural equation model
1970:
1945:
1716:
1692:
1424:
1398:Score/Lagrange multiplier
1004:
991:
813:Sample size determination
774:
761:
391:
378:
360:
148:manufacturing engineering
2557:Environmental statistics
2079:Elliptical distributions
1872:Generalized linear model
1801:Simple linear regression
1571:HodgesâLehmann estimator
1028:Probability distribution
937:Stochastic approximation
499:Coefficient of variation
216:Ideal method development
30:Not to be confused with
2659:Engineering disciplines
2217:Cross-correlation (XCF)
1825:Non-standard predictors
1259:LehmannâScheffĂ© theorem
932:Adaptive clinical trial
2669:Industrial engineering
2664:Engineering statistics
2613:Mathematics portal
2434:Engineering statistics
2342:NelsonâAalen estimator
1919:Analysis of covariance
1806:Ordinary least squares
1730:Pearson product-moment
1134:Statistical functional
1045:Empirical distribution
878:Controlled experiments
607:Frequency distribution
385:Descriptive statistics
144:industrial engineering
2529:Population statistics
2471:System identification
2205:Autocorrelation (ACF)
2133:Exponential smoothing
2047:Discriminant analysis
2042:Canonical correlation
1906:Partition of variance
1768:Regression validation
1612:(JonckheereâTerpstra)
1511:Likelihood-ratio test
1200:Frequentist inference
1112:Locationâscale family
1033:Sampling distribution
998:Statistical inference
965:Cross-sectional study
952:Observational studies
911:Randomized experiment
740:Stem-and-leaf display
542:Central limit theorem
236:cost-benefit analysis
142:is a subspecialty of
76:"Methods engineering"
2452:Probabilistic design
2037:Principal components
1880:Exponential families
1832:Nonlinear regression
1811:General linear model
1773:Mixed effects models
1763:Errors and residuals
1740:Confounding variable
1642:Bayesian probability
1620:Van der Waerden test
1610:Ordered alternative
1375:Multiple comparisons
1254:RaoâBlackwellization
1217:Estimating equations
1173:Statistical distance
891:Factorial experiment
424:Arithmetic-Geometric
274:Methods Engineering
61:improve this article
2524:Official statistics
2447:Methods engineering
2128:Seasonal adjustment
1896:Poisson regressions
1816:Bayesian regression
1755:Regression analysis
1735:Partial correlation
1707:Regression analysis
1306:Prediction interval
1301:Likelihood interval
1291:Confidence interval
1283:Interval estimation
1244:Unbiased estimators
1062:Model specification
942:Up-and-down designs
630:Partial correlation
586:Index of dispersion
504:Interquartile range
140:Methods engineering
2544:Spatial statistics
2424:Medical statistics
2324:First hitting time
2278:Whittle likelihood
1929:Degrees of freedom
1924:Multivariate ANOVA
1857:Heteroscedasticity
1669:Bayesian estimator
1634:Bayesian inference
1483:KolmogorovâSmirnov
1368:Randomization test
1338:Testing hypotheses
1311:Tolerance interval
1222:Maximum likelihood
1117:Exponential family
1050:Density estimation
1010:Statistical theory
970:Natural experiment
916:Scientific control
833:Survey methodology
519:Standard deviation
32:Method engineering
2646:
2645:
2584:
2583:
2580:
2579:
2519:National accounts
2489:Actuarial science
2481:Social statistics
2374:
2373:
2370:
2369:
2366:
2365:
2301:Survival function
2286:
2285:
2148:Granger causality
1989:Contingency table
1964:Survival analysis
1941:
1940:
1937:
1936:
1793:Linear regression
1688:
1687:
1684:
1683:
1659:Credible interval
1628:
1627:
1411:
1410:
1227:Method of moments
1096:Parametric family
1057:Statistical model
987:
986:
983:
982:
901:Random assignment
823:Statistical power
757:
756:
753:
752:
602:Contingency table
572:
571:
439:Generalized/power
232:value engineering
186:, fish diagrams,
177:Project selection
137:
136:
129:
111:
16:(Redirected from
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2622:
2621:
2611:
2610:
2596:
2595:
2499:Crime statistics
2393:
2380:
2297:
2263:Fourier analysis
2250:Frequency domain
2230:
2177:
2143:Structural break
2103:
2052:Cluster analysis
1999:Log-linear model
1972:
1947:
1888:
1862:Homoscedasticity
1718:
1694:
1613:
1605:
1597:
1596:(KruskalâWallis)
1581:
1566:
1521:Cross validation
1506:
1488:AndersonâDarling
1435:
1422:
1393:Likelihood-ratio
1385:Parametric tests
1363:Permutation test
1346:1- & 2-tails
1237:Minimum distance
1209:Point estimation
1205:
1156:Optimal decision
1107:
1006:
993:
975:Quasi-experiment
925:Adaptive designs
776:
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640:Rank correlation
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2461:quality control
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2410:Clinical trials
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2334:Hazard function
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2187:BreuschâGodfrey
2175:
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2067:Factor analysis
2013:
1994:Graphical model
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1543:Rank statistics
1537:
1516:Model selection
1504:
1462:Goodness of fit
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1433:
1407:
1379:
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1277:
1266:Median unbiased
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1038:Order statistic
1000:
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768:Data collection
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397:Continuous data
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184:Pareto analysis
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2157:Specific tests
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2057:Classification
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2004:McNemar's test
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1842:Semiparametric
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1599:
1583:
1580:(MannâWhitney)
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1560:
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1558:
1547:
1545:
1539:
1538:
1536:
1535:
1534:
1533:
1528:
1523:
1513:
1508:
1505:(ShapiroâWilk)
1500:
1495:
1490:
1485:
1480:
1472:
1466:
1464:
1458:
1457:
1455:
1454:
1446:
1437:
1425:
1419:
1417:Specific tests
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1234:
1229:
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1213:
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1202:
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1192:
1187:
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1126:
1121:
1120:
1119:
1114:
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1091:
1086:
1081:
1071:
1070:
1069:
1064:
1054:
1053:
1052:
1042:
1041:
1040:
1030:
1025:
1020:
1014:
1012:
1002:
1001:
996:
989:
988:
985:
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981:
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977:
972:
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962:
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948:
947:
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928:
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919:
918:
913:
908:
903:
898:
893:
888:
882:
880:
874:
873:
871:
870:
868:Standard error
865:
860:
855:
854:
853:
848:
837:
835:
829:
828:
826:
825:
820:
815:
810:
805:
800:
798:Optimal design
795:
790:
784:
782:
772:
771:
766:
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637:
632:
626:
624:
618:
617:
615:
614:
609:
604:
598:
596:
595:Summary tables
592:
591:
589:
588:
582:
580:
574:
573:
570:
569:
567:
566:
565:
564:
559:
554:
544:
538:
536:
530:
529:
527:
526:
521:
516:
511:
506:
501:
496:
490:
488:
482:
481:
479:
478:
473:
468:
467:
466:
461:
456:
451:
446:
441:
436:
431:
429:Contraharmonic
426:
421:
410:
408:
399:
389:
388:
383:
376:
375:
373:
372:
367:
361:
358:
357:
352:
350:
349:
342:
335:
327:
319:
318:
311:
288:
279:
276:Reference book
263:
262:
260:
257:
256:
255:
250:
243:
240:
226:
223:
217:
214:
208:
205:
199:
196:
178:
175:
173:
170:
155:
152:
135:
134:
49:
47:
40:
26:
24:
14:
13:
10:
9:
6:
4:
3:
2:
2681:
2670:
2667:
2665:
2662:
2660:
2657:
2656:
2654:
2639:
2638:
2629:
2627:
2626:
2617:
2615:
2614:
2609:
2603:
2601:
2600:
2591:
2590:
2587:
2573:
2570:
2568:
2567:Geostatistics
2565:
2563:
2560:
2558:
2555:
2553:
2550:
2549:
2547:
2545:
2541:
2535:
2534:Psychometrics
2532:
2530:
2527:
2525:
2522:
2520:
2517:
2515:
2512:
2510:
2507:
2505:
2502:
2500:
2497:
2495:
2492:
2490:
2487:
2486:
2484:
2482:
2478:
2472:
2469:
2467:
2464:
2462:
2458:
2455:
2453:
2450:
2448:
2445:
2443:
2440:
2439:
2437:
2435:
2431:
2425:
2422:
2420:
2417:
2415:
2411:
2408:
2406:
2403:
2402:
2400:
2398:
2397:Biostatistics
2394:
2390:
2386:
2381:
2377:
2359:
2358:Log-rank test
2356:
2355:
2353:
2349:
2343:
2340:
2339:
2337:
2335:
2331:
2325:
2322:
2320:
2317:
2315:
2312:
2310:
2307:
2306:
2304:
2302:
2298:
2295:
2293:
2289:
2279:
2276:
2274:
2271:
2269:
2266:
2264:
2261:
2259:
2256:
2255:
2253:
2251:
2247:
2241:
2238:
2236:
2233:
2231:
2229:(BoxâJenkins)
2225:
2223:
2220:
2218:
2215:
2211:
2208:
2207:
2206:
2203:
2202:
2200:
2198:
2194:
2188:
2185:
2183:
2182:DurbinâWatson
2180:
2178:
2172:
2170:
2167:
2165:
2164:DickeyâFuller
2162:
2161:
2159:
2155:
2149:
2146:
2144:
2141:
2139:
2138:Cointegration
2136:
2134:
2131:
2129:
2126:
2124:
2121:
2119:
2116:
2114:
2113:Decomposition
2111:
2110:
2108:
2104:
2101:
2099:
2095:
2085:
2082:
2081:
2080:
2077:
2076:
2075:
2072:
2068:
2065:
2064:
2063:
2060:
2058:
2055:
2053:
2050:
2048:
2045:
2043:
2040:
2038:
2035:
2033:
2030:
2028:
2025:
2024:
2022:
2020:
2016:
2010:
2007:
2005:
2002:
2000:
1997:
1995:
1992:
1990:
1987:
1985:
1984:Cohen's kappa
1982:
1981:
1979:
1977:
1973:
1969:
1965:
1961:
1957:
1953:
1948:
1944:
1930:
1927:
1925:
1922:
1920:
1917:
1915:
1912:
1911:
1909:
1907:
1903:
1897:
1893:
1889:
1883:
1881:
1878:
1877:
1875:
1873:
1869:
1863:
1860:
1858:
1855:
1853:
1850:
1848:
1845:
1843:
1840:
1838:
1837:Nonparametric
1835:
1833:
1830:
1829:
1827:
1823:
1817:
1814:
1812:
1809:
1807:
1804:
1802:
1799:
1798:
1796:
1794:
1790:
1784:
1781:
1779:
1776:
1774:
1771:
1769:
1766:
1764:
1761:
1760:
1758:
1756:
1752:
1746:
1743:
1741:
1738:
1736:
1733:
1731:
1728:
1727:
1725:
1723:
1719:
1715:
1708:
1705:
1703:
1700:
1699:
1695:
1691:
1675:
1672:
1671:
1670:
1667:
1665:
1662:
1660:
1657:
1653:
1650:
1648:
1645:
1644:
1643:
1640:
1639:
1637:
1635:
1631:
1621:
1618:
1614:
1608:
1606:
1600:
1598:
1592:
1591:
1590:
1587:
1586:Nonparametric
1584:
1582:
1576:
1572:
1569:
1568:
1567:
1561:
1557:
1556:Sample median
1554:
1553:
1552:
1549:
1548:
1546:
1544:
1540:
1532:
1529:
1527:
1524:
1522:
1519:
1518:
1517:
1514:
1512:
1509:
1507:
1501:
1499:
1496:
1494:
1491:
1489:
1486:
1484:
1481:
1479:
1477:
1473:
1471:
1468:
1467:
1465:
1463:
1459:
1453:
1451:
1447:
1445:
1443:
1438:
1436:
1431:
1427:
1426:
1423:
1420:
1418:
1414:
1404:
1401:
1399:
1396:
1394:
1391:
1390:
1388:
1386:
1382:
1376:
1373:
1369:
1366:
1365:
1364:
1361:
1357:
1354:
1353:
1352:
1349:
1347:
1344:
1343:
1341:
1339:
1335:
1327:
1324:
1322:
1319:
1318:
1317:
1314:
1312:
1309:
1307:
1304:
1302:
1299:
1297:
1294:
1292:
1289:
1288:
1286:
1284:
1280:
1274:
1271:
1267:
1264:
1260:
1257:
1255:
1252:
1251:
1250:
1247:
1246:
1245:
1242:
1238:
1235:
1233:
1230:
1228:
1225:
1223:
1220:
1219:
1218:
1215:
1214:
1212:
1210:
1206:
1203:
1201:
1197:
1191:
1188:
1186:
1183:
1179:
1176:
1175:
1174:
1171:
1169:
1166:
1162:
1161:loss function
1159:
1158:
1157:
1154:
1150:
1147:
1145:
1142:
1140:
1137:
1136:
1135:
1132:
1130:
1127:
1125:
1122:
1118:
1115:
1113:
1110:
1108:
1102:
1099:
1098:
1097:
1094:
1090:
1087:
1085:
1082:
1080:
1077:
1076:
1075:
1072:
1068:
1065:
1063:
1060:
1059:
1058:
1055:
1051:
1048:
1047:
1046:
1043:
1039:
1036:
1035:
1034:
1031:
1029:
1026:
1024:
1021:
1019:
1016:
1015:
1013:
1011:
1007:
1003:
999:
994:
990:
976:
973:
971:
968:
966:
963:
961:
958:
957:
955:
953:
949:
943:
940:
938:
935:
933:
930:
929:
927:
923:
917:
914:
912:
909:
907:
904:
902:
899:
897:
894:
892:
889:
887:
884:
883:
881:
879:
875:
869:
866:
864:
863:Questionnaire
861:
859:
856:
852:
849:
847:
844:
843:
842:
839:
838:
836:
834:
830:
824:
821:
819:
816:
814:
811:
809:
806:
804:
801:
799:
796:
794:
791:
789:
786:
785:
783:
781:
777:
773:
769:
764:
760:
746:
743:
741:
738:
736:
733:
731:
728:
726:
723:
721:
718:
716:
713:
711:
708:
706:
703:
701:
698:
696:
693:
691:
690:Control chart
688:
686:
683:
681:
678:
676:
673:
672:
670:
668:
664:
658:
655:
651:
648:
646:
643:
642:
641:
638:
636:
633:
631:
628:
627:
625:
623:
619:
613:
610:
608:
605:
603:
600:
599:
597:
593:
587:
584:
583:
581:
579:
575:
563:
560:
558:
555:
553:
550:
549:
548:
545:
543:
540:
539:
537:
535:
531:
525:
522:
520:
517:
515:
512:
510:
507:
505:
502:
500:
497:
495:
492:
491:
489:
487:
483:
477:
474:
472:
469:
465:
462:
460:
457:
455:
452:
450:
447:
445:
442:
440:
437:
435:
432:
430:
427:
425:
422:
420:
417:
416:
415:
412:
411:
409:
407:
403:
400:
398:
394:
390:
386:
381:
377:
371:
368:
366:
363:
362:
359:
355:
348:
343:
341:
336:
334:
329:
328:
325:
314:
308:
304:
297:
295:
293:
289:
283:
280:
277:
271:
269:
265:
258:
254:
251:
249:
246:
245:
241:
239:
237:
233:
224:
222:
215:
213:
207:Data analysis
206:
204:
197:
195:
193:
189:
185:
176:
171:
169:
165:
162:
161:raw materials
153:
151:
149:
145:
141:
131:
128:
120:
109:
106:
102:
99:
95:
92:
88:
85:
81:
78: â
77:
73:
72:Find sources:
66:
62:
56:
55:
50:This article
48:
44:
39:
38:
33:
19:
2635:
2623:
2604:
2597:
2509:Econometrics
2459: /
2446:
2442:Chemometrics
2419:Epidemiology
2412: /
2385:Applications
2227:ARIMA model
2174:Q-statistic
2123:Stationarity
2019:Multivariate
1962: /
1958: /
1956:Multivariate
1954: /
1894: /
1890: /
1664:Bayes factor
1563:Signed rank
1475:
1449:
1441:
1429:
1124:Completeness
960:Cohort study
858:Opinion poll
793:Missing data
780:Study design
735:Scatter plot
657:Scatter plot
650:Spearman's Ï
612:Grouped data
302:
282:
228:
219:
210:
201:
188:Gantt charts
180:
166:
157:
139:
138:
123:
114:
104:
97:
90:
83:
71:
59:Please help
54:verification
51:
2637:WikiProject
2552:Cartography
2514:Jurimetrics
2466:Reliability
2197:Time domain
2176:(LjungâBox)
2098:Time-series
1976:Categorical
1960:Time-series
1952:Categorical
1887:(Bernoulli)
1722:Correlation
1702:Correlation
1498:JarqueâBera
1470:Chi-squared
1232:M-estimator
1185:Asymptotics
1129:Sufficiency
896:Interaction
808:Replication
788:Effect size
745:Violin plot
725:Radar chart
705:Forest plot
695:Correlogram
645:Kendall's Ï
248:Work design
192:PERT charts
2653:Categories
2504:Demography
2222:ARMA model
2027:Regression
1604:(Friedman)
1565:(Wilcoxon)
1503:Normality
1493:Lilliefors
1440:Student's
1316:Resampling
1190:Robustness
1178:divergence
1168:Efficiency
1106:(monotone)
1101:Likelihood
1018:Population
851:Stratified
803:Population
622:Dependence
578:Count data
509:Percentile
486:Dispersion
419:Arithmetic
354:Statistics
312:0072468246
259:References
87:newspapers
1885:Logistic
1652:posterior
1578:Rank sum
1326:Jackknife
1321:Bootstrap
1139:Bootstrap
1074:Parameter
1023:Statistic
818:Statistic
730:Run chart
715:Pie chart
710:Histogram
700:Fan chart
675:Bar chart
557:L-moments
444:Geometric
117:July 2008
2599:Category
2292:Survival
2169:Johansen
1892:Binomial
1847:Isotonic
1434:(normal)
1079:location
886:Blocking
841:Sampling
720:QâQ plot
685:Box plot
667:Graphics
562:Skewness
552:Kurtosis
524:Variance
454:Heronian
449:Harmonic
242:See also
154:Overview
2625:Commons
2572:Kriging
2457:Process
2414:studies
2273:Wavelet
2106:General
1273:Plug-in
1067:L space
846:Cluster
547:Moments
365:Outline
101:scholar
2494:Census
2084:Normal
2032:Manova
1852:Robust
1602:2-way
1594:1-way
1432:-test
1103:
680:Biplot
471:Median
464:Lehmer
406:Center
309:
103:
96:
89:
82:
74:
2118:Trend
1647:prior
1589:anova
1478:-test
1452:-test
1444:-test
1351:Power
1296:Pivot
1089:shape
1084:scale
534:Shape
514:Range
459:Heinz
434:Cubic
370:Index
108:JSTOR
94:books
2351:Test
1551:Sign
1403:Wald
476:Mode
414:Mean
307:ISBN
146:and
80:news
1531:BIC
1526:AIC
63:by
2655::
291:^
267:^
234:,
190:,
1476:G
1450:F
1442:t
1430:Z
1149:V
1144:U
346:e
339:t
332:v
315:.
130:)
124:(
119:)
115:(
105:·
98:·
91:·
84:·
57:.
20:)
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