Implications of statistical power for confidence intervals

被引:15
|
作者
Liu, Xiaofeng Steven [1 ]
机构
[1] Univ S Carolina, Dept Educ Studies, Columbia, SC 29208 USA
关键词
SAMPLE-SIZE DETERMINATION;
D O I
10.1111/j.2044-8317.2011.02035.x
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The statistical power of a hypothesis test is closely related to the precision of the accompanying confidence interval. In the case of a z-test, the width of the confidence interval is a function of statistical power for the planned study. If minimum effect size is used in power analysis, the width of the confidence interval is the minimum effect size times a multiplicative factor f. The index f, or the precision-to-effect ratio, is a function of the computed statistical power. In the case of a t-test, statistical power affects the probability of achieving a certain width of confidence interval, which is equivalent to the probability of obtaining a certain value of f. To consider estimate precision in conjunction with statistical power, we can choose a sample size to obtain a desired probability of achieving a short width conditional on the rejection of the null hypothesis.
引用
收藏
页码:427 / 437
页数:11
相关论文
共 50 条
  • [41] Why proper understanding of confidence intervals and statistical significance is important
    Dalton, Chris G.
    MEDICAL JOURNAL OF AUSTRALIA, 2021, 215 (04) : 191 - +
  • [42] Statistical software fault management based on bootstrap confidence intervals
    Dohi, Tadashi
    Okamura, Hiroyuki
    Qian, Cun Hua
    INTERNATIONAL JOURNAL OF QUALITY & RELIABILITY MANAGEMENT, 2020, 37 (6-7) : 905 - 923
  • [43] Estimating DEA confidence intervals with statistical panel data analysis
    Barnum, Darold T.
    Gleason, John M.
    Karlaftis, Matthew G.
    Schumock, Glen T.
    Shields, Karen L.
    Tandon, Sonali
    Walton, Surrey M.
    JOURNAL OF APPLIED STATISTICS, 2012, 39 (04) : 815 - 828
  • [44] Statistical approaches to uncertainty: P values and confidence intervals unpacked
    Doll, H.
    Carney, S.
    EQUINE VETERINARY JOURNAL, 2007, 39 (03) : 275 - 276
  • [45] Confidence intervals and statistical testing for ratio measures of percent change
    Winston, Carla A.
    Hill, Andrew N.
    Chen, Michael P.
    Shang, Nong
    Becerra, Jose E.
    STATISTICS IN MEDICINE, 2012, 31 (27) : 3295 - 3298
  • [46] Why proper understanding of confidence intervals and statistical significance is important
    Hemming, Karla
    Taljaard, Monica
    MEDICAL JOURNAL OF AUSTRALIA, 2021, 214 (03) : 116 - +
  • [47] Confidence intervals: something more than a statistical significance test
    Argimon, JM
    MEDICINA CLINICA, 2002, 118 (10): : 382 - 384
  • [48] The computation of confidence intervals for the state parameters of power systems
    Khan, Zahid
    Bin Razali, Radzuan
    Daud, Hanita
    Nor, Nursyarizal Mohd
    Fotuhi-Firuzabad, Mahmud
    Krebs, Katrina Lane
    SPRINGERPLUS, 2016, 5
  • [49] A note on confidence intervals for the power of t-test
    Gilliland, Dennis
    Li, Mingfei
    STATISTICS & PROBABILITY LETTERS, 2008, 78 (05) : 488 - 489
  • [50] Variability and Confidence Intervals of the Power Measured in a Reverberation Chamber
    Monsef, Florian
    Cozza, Andrea
    IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY, 2014, 56 (05) : 1238 - 1241