Confidence intervals and replication: Where will the next mean fall?

被引:75
作者
Cumming, Geoff [1 ]
Maillardet, Robert
机构
[1] La Trobe Univ, Sch Psychol Sci, Melbourne, Vic 3086, Australia
[2] Univ Melbourne, Melbourne, Vic 3010, Australia
关键词
interpretation of confidence intervals; replicability of results; average probability of replication; confidence interval misconceptions;
D O I
10.1037/1082-989X.11.3.217
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Confidence intervals (CIs) give information about replication, but many researchers have misconceptions about this information. One problem is that the percentage of future replication means captured by a particular Cl varies markedly, depending on where in relation to the population mean that Cl falls. The authors investigated the distribution of this percentage for sigma known and unknown, for various sample sizes, and for robust CIs. The distribution has strong negative skew: Most 95% CIs will capture around 90% or more of replication means, but some will capture a much lower proportion. On average, a 95% Cl will include just 83.4% of future replication means. The authors present figures designed to assist understanding of what CIs say about replication, and they also extend the discussion to explain how p values give information about replication.
引用
收藏
页码:217 / 227
页数:11
相关论文
共 27 条
[1]  
[Anonymous], UNDERSTANDING STAT, DOI DOI 10.1207/S15328031US0304_9
[2]  
[Anonymous], 2003, TECHNIQUES
[3]  
APA, 2001, Publication manual of the American Psychological Association, V5th, DOI DOI 10.1037/0000165-000
[4]   Researchers misunderstand confidence intervals and standard error bars [J].
Belia, S ;
Fidler, F ;
Williams, J ;
Cumming, G .
PSYCHOLOGICAL METHODS, 2005, 10 (04) :389-396
[5]   CASE AGAINST STATISTICAL SIGNIFICANCE TESTING [J].
CARVER, RP .
HARVARD EDUCATIONAL REVIEW, 1978, 48 (03) :378-399
[6]  
Cleveland W. S., 1994, ELEMENTS GRAPHING DA
[7]   Understanding the average probability of replication - Comment on Killeen (2005) [J].
Cumming, G .
PSYCHOLOGICAL SCIENCE, 2005, 16 (12) :1002-1004
[8]   A primer on the understanding, use, and calculation of confidence intervals that are based on central and noncentral distributions [J].
Cumming, G ;
Finch, S .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 2001, 61 (04) :532-574
[9]   Inference by eye - Confidence intervals and how to read pictures of data [J].
Cumming, G ;
Finch, S .
AMERICAN PSYCHOLOGIST, 2005, 60 (02) :170-180
[10]  
Cumming G., 2004, Understanding Statistics, V3, P299, DOI [10.1207/s15328031us0304_5, DOI 10.1207/S15328031US0304_5]