Power Analysis, Sample Size, and Assessment of Statistical AssumptionsImproving the Evidential Value of Lighting Research

被引:109
作者
Uttley, J. [1 ]
机构
[1] Univ Sheffield, Sch Architecture, Arts Tower,Western Bank, Sheffield S10 2TN, S Yorkshire, England
基金
英国工程与自然科学研究理事会;
关键词
Effect size; power analysis; sample size; statistical test; type I; II errors; PSYCHOLOGY;
D O I
10.1080/15502724.2018.1533851
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The reporting of accurate and appropriate conclusions is an essential aspect of scientific research, and failure in this endeavor can threaten the progress of cumulative knowledge. This is highlighted by the current reproducibility crisis, and this crisis disproportionately affects fields that use behavioral research methods, as in much lighting research. A sample of general and topic-specific lighting research papers was reviewed for information about sample sizes and statistical reporting. This highlighted that lighting research is generally underpowered and, given median sample sizes, is unlikely to be able to reveal small effects. Lighting research most commonly uses parametric statistical tests, but assessment of test assumptions is rarely carried out. This risks the inappropriate use of statistical tests, potentially leading to type I and type II errors. Lighting research papers also rarely report measures of effect size, and this can hamper cumulative science and power analyses required to determine appropriate sample sizes for future research studies. Addressing the issues raised in this article related to sample sizes, statistical test assumptions, and reporting of effect sizes can improve the evidential value of lighting research.
引用
收藏
页码:143 / 162
页数:20
相关论文
共 78 条
[1]   Estimating the reproducibility of psychological science [J].
Aarts, Alexander A. ;
Anderson, Joanna E. ;
Anderson, Christopher J. ;
Attridge, Peter R. ;
Attwood, Angela ;
Axt, Jordan ;
Babel, Molly ;
Bahnik, Stepan ;
Baranski, Erica ;
Barnett-Cowan, Michael ;
Bartmess, Elizabeth ;
Beer, Jennifer ;
Bell, Raoul ;
Bentley, Heather ;
Beyan, Leah ;
Binion, Grace ;
Borsboom, Denny ;
Bosch, Annick ;
Bosco, Frank A. ;
Bowman, Sara D. ;
Brandt, Mark J. ;
Braswell, Erin ;
Brohmer, Hilmar ;
Brown, Benjamin T. ;
Brown, Kristina ;
Bruening, Jovita ;
Calhoun-Sauls, Ann ;
Callahan, Shannon P. ;
Chagnon, Elizabeth ;
Chandler, Jesse ;
Chartier, Christopher R. ;
Cheung, Felix ;
Christopherson, Cody D. ;
Cillessen, Linda ;
Clay, Russ ;
Cleary, Hayley ;
Cloud, Mark D. ;
Cohn, Michael ;
Cohoon, Johanna ;
Columbus, Simon ;
Cordes, Andreas ;
Costantini, Giulio ;
Alvarez, Leslie D. Cramblet ;
Cremata, Ed ;
Crusius, Jan ;
DeCoster, Jamie ;
DeGaetano, Michelle A. ;
Della Penna, Nicolas ;
den Bezemer, Bobby ;
Deserno, Marie K. .
SCIENCE, 2015, 349 (6251)
[2]   When power analyses based on pilot data are biased: Inaccurate effect size estimators and follow-up bias [J].
Albers, Casper ;
Lakens, Daniel .
JOURNAL OF EXPERIMENTAL SOCIAL PSYCHOLOGY, 2018, 74 :187-195
[3]  
[Anonymous], 1995, Statistics as principled argument
[4]  
[Anonymous], 2013, PRACTICAL ASSESSMENT, DOI DOI 10.7275/55HN-WK47
[5]  
[Anonymous], 1999, AM PSYCHOL, V54, P594
[6]   Journal Article Reporting Standards for Quantitative Research in Psychology: The APA Publications and Communications Board Task Force Report [J].
Appelbaum, Mark ;
Cooper, Harris ;
Kline, Rex B. ;
Mayo-Wilson, Evan ;
Nezu, Arthur M. ;
Rao, Stephen M. .
AMERICAN PSYCHOLOGIST, 2018, 73 (01) :3-25
[7]   Researchers' Intuitions About Power in Psychological Research [J].
Bakker, Marjan ;
Hartgerink, Chris H. J. ;
Wicherts, Jelte M. ;
van der Maas, Han L. J. .
PSYCHOLOGICAL SCIENCE, 2016, 27 (08) :1069-1077
[8]   The (mis)reporting of statistical results in psychology journals [J].
Bakker, Marjan ;
Wicherts, Jelte M. .
BEHAVIOR RESEARCH METHODS, 2011, 43 (03) :666-678
[9]   Redefine statistical significance [J].
Benjamin, Daniel J. ;
Berger, James O. ;
Johannesson, Magnus ;
Nosek, Brian A. ;
Wagenmakers, E. -J. ;
Berk, Richard ;
Bollen, Kenneth A. ;
Brembs, Bjoern ;
Brown, Lawrence ;
Camerer, Colin ;
Cesarini, David ;
Chambers, Christopher D. ;
Clyde, Merlise ;
Cook, Thomas D. ;
De Boeck, Paul ;
Dienes, Zoltan ;
Dreber, Anna ;
Easwaran, Kenny ;
Efferson, Charles ;
Fehr, Ernst ;
Fidler, Fiona ;
Field, Andy P. ;
Forster, Malcolm ;
George, Edward I. ;
Gonzalez, Richard ;
Goodman, Steven ;
Green, Edwin ;
Green, Donald P. ;
Greenwald, Anthony ;
Hadfield, Jarrod D. ;
Hedges, Larry V. ;
Held, Leonhard ;
Ho, Teck Hua ;
Hoijtink, Herbert ;
Hruschka, Daniel J. ;
Imai, Kosuke ;
Imbens, Guido ;
Ioannidis, John P. A. ;
Jeon, Minjeong ;
Jones, James Holland ;
Kirchler, Michael ;
Laibson, David ;
List, John ;
Little, Roderick ;
Lupia, Arthur ;
Machery, Edouard ;
Maxwell, Scott E. ;
McCarthy, Michael ;
Moore, Don ;
Morgan, Stephen L. .
NATURE HUMAN BEHAVIOUR, 2018, 2 (01) :6-10
[10]  
Berry W. D., 1993, SAGE U PAPER SERIES