Literature DB >> 34305382

A User-centered Decision-aiding Process for Selecting Power Analysis Tools.

Ya-Hsin Hung1, Robert W Proctor1, Jeong Yun Choi1, Erin P Hennes1, Mairéad Willis1, Sean P Lane1.   

Abstract

A priori power analyses have become increasingly popular in scientific communities, but the practice has not been widely discussed by HFE researchers. Given the complexity of conducting such analyses, software tools are essential. We review the emergence and current state of power analysis software tools, and use the concept of User-Centered Design as an analytical lens for examining the relationship between researchers' needs and power analysis tools' characteristics. Centering on users' wants and needs, we propose a decision-aiding process to assist researchers in identifying appropriate power analysis tools. This process consists of five user-centered considerations - two functional criteria (software input; software output) and three usability heuristics (learnability; ease of use; accessibility) - which are organized into a workflow. These criteria and heuristics are translated into questions that researchers should go through during the decision process. We illustrate use of the decision-aiding process with three example scenarios and lay out implications for researchers.

Entities:  

Year:  2021        PMID: 34305382      PMCID: PMC8299903          DOI: 10.1177/1071181320641497

Source DB:  PubMed          Journal:  Proc Hum Factors Ergon Soc Annu Meet        ISSN: 1071-1813


  7 in total

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Authors:  R Bakeman; D McArthur
Journal:  Behav Res Methods Instrum Comput       Date:  1999-02

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Authors:  Jamie I D Campbell; Valerie A Thompson
Journal:  Behav Res Methods       Date:  2012-12

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Authors:  Franz Faul; Edgar Erdfelder; Albert-Georg Lang; Axel Buchner
Journal:  Behav Res Methods       Date:  2007-05

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Authors:  J Cohen
Journal:  Psychol Bull       Date:  1992-07       Impact factor: 17.737

5.  The Rules of the Game Called Psychological Science.

Authors:  Marjan Bakker; Annette van Dijk; Jelte M Wicherts
Journal:  Perspect Psychol Sci       Date:  2012-11

6.  Conducting sensitivity analyses to identify and buffer power vulnerabilities in studies examining substance use over time.

Authors:  Sean P Lane; Erin P Hennes
Journal:  Addict Behav       Date:  2018-09-12       Impact factor: 4.591

7.  Researchers' Intuitions About Power in Psychological Research.

Authors:  Marjan Bakker; Chris H J Hartgerink; Jelte M Wicherts; Han L J van der Maas
Journal:  Psychol Sci       Date:  2016-06-28
  7 in total

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