Power Analysis for Null Hypothesis Significance Testing. 2021

Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
Department of Orthopeadic Surgery, The Rothman Institute, Thomas Jefferson University Hospital, Philadelphia, PA.

Before conducting a scientific study, a power analysis is performed to determine the sample size required to test an effect within allowable probabilities of Type I error (α) or Type II error (β). The power of a study is related to Type II error by 1-β. Most scientific studies set α=0.05 and power=0.80 as minimums. More conservative study designs will decrease α or increase power, which will require a larger sample size. The third and final parameter required for a power analysis is the effect size (ES). ES is a measure of the strength of the observation in the outcome of interest (ie, the dependent variable). ES must be estimated from pilot studies or published values. A small ES will require a larger sample size than a large ES. It is possible to detect statistically significant findings even for very small ES, if the sample size is sufficiently large. Therefore, it is also essential to evaluate whether ES is sufficiently large to be clinically meaningful.

UI MeSH Term Description Entries
D010865 Pilot Projects Small-scale tests of methods and procedures to be used on a larger scale if the pilot study demonstrates that these methods and procedures can work. Pilot Studies,Pilot Study,Pilot Project,Project, Pilot,Projects, Pilot,Studies, Pilot,Study, Pilot
D011336 Probability The study of chance processes or the relative frequency characterizing a chance process. Probabilities
D012107 Research Design A plan for collecting and utilizing data so that desired information can be obtained with sufficient precision or so that an hypothesis can be tested properly. Experimental Design,Data Adjustment,Data Reporting,Design, Experimental,Designs, Experimental,Error Sources,Experimental Designs,Matched Groups,Methodology, Research,Problem Formulation,Research Methodology,Research Proposal,Research Strategy,Research Technics,Research Techniques,Scoring Methods,Adjustment, Data,Adjustments, Data,Data Adjustments,Design, Research,Designs, Research,Error Source,Formulation, Problem,Formulations, Problem,Group, Matched,Groups, Matched,Matched Group,Method, Scoring,Methods, Scoring,Problem Formulations,Proposal, Research,Proposals, Research,Reporting, Data,Research Designs,Research Proposals,Research Strategies,Research Technic,Research Technique,Scoring Method,Source, Error,Sources, Error,Strategies, Research,Strategy, Research,Technic, Research,Technics, Research,Technique, Research,Techniques, Research
D006801 Humans Members of the species Homo sapiens. Homo sapiens,Man (Taxonomy),Human,Man, Modern,Modern Man
D018401 Sample Size The number of units (persons, animals, patients, specified circumstances, etc.) in a population to be studied. The sample size should be big enough to have a high likelihood of detecting a true difference between two groups. (From Wassertheil-Smoller, Biostatistics and Epidemiology, 1990, p95) Sample Sizes,Size, Sample,Sizes, Sample

Related Publications

Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
October 2020, Sports biomechanics,
Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
June 2022, Acta obstetricia et gynecologica Scandinavica,
Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
February 2001, Journal of the American Academy of Child and Adolescent Psychiatry,
Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
September 2016, East Asian archives of psychiatry : official journal of the Hong Kong College of Psychiatrists = Dong Ya jing shen ke xue zhi : Xianggang jing shen ke yi xue yuan qi kan,
Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
January 2015, F1000Research,
Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
February 2004, Proceedings. Biological sciences,
Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
September 2022, BMC medical research methodology,
Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
November 2020, Nurse researcher,
Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
August 2017, Educational and psychological measurement,
Kristen J Nicholson, and Ariana A Reyes, and Matthew Sherman, and Srikanth N Divi, and Alex R Vaccaro
January 2017, Frontiers in human neuroscience,
Copied contents to your clipboard!