The use of nonparametric effect sizes in single study musculoskeletal physiotherapy research: A practical primer.

There is a strong push for the inclusion of effect size indexes alongside the reporting of statistical analysis in academic journals. Nonparametric methods of analysis have generally been developed less than their parametric counterparts have, and are also generally less well known. Too often researchers use parametric statistics where nonparametric measures would be more appropriate. This holds true for nonparametric measures of effect size, where even when researchers use nonparametric statistics, some use parametric effect size measures to interpret the result. This paper attempts to provide a practical overview and illustration of the correct usage and interpretation of effect size measures for nonparametric statistics for single study designs using real-world physiotherapy data in the worked examples. This primer covers a range of different formulae based on categorical measures of effect size, as well as between- and within-group designs using ranked data. While this primer does use examples focusing on physiotherapy research, the applications of the information can be used in any field of research.

[1]  Kristopher J Preacher,et al.  Effect size measures for mediation models: quantitative strategies for communicating indirect effects. , 2011, Psychological methods.

[2]  D. Altman,et al.  The odds ratio , 2000, BMJ : British Medical Journal.

[3]  Leland Wilkinson,et al.  Statistical Methods in Psychology Journals Guidelines and Explanations , 2005 .

[4]  Nancy L. Leech,et al.  A Call for Greater Use of Nonparametric Statistics , 2002 .

[5]  G. Cumming Understanding the New Statistics: Effect Sizes, Confidence Intervals, and Meta-Analysis , 2011 .

[6]  Jennifer J. Richler,et al.  Effect size estimates: current use, calculations, and interpretation. , 2012, Journal of experimental psychology. General.

[7]  R. Rosenthal Parametric measures of effect size. , 1994 .

[8]  A. Feinstein,et al.  Indexes and boundaries for "quantitative significance" in statistical decisions. , 1990, Journal of clinical epidemiology.

[9]  Joseph L. Fleiss,et al.  Measures of effect size for categorical data. , 1994 .

[10]  J. Bortz Statistik für Human- und Sozialwissenschaftler , 2010 .

[11]  Ken Kelley,et al.  On effect size. , 2012, Psychological methods.

[12]  Lewis E. Kazis,et al.  Effect Sizes for Interpreting Changes in Health Status , 1989, Medical care.

[13]  J. Hanley,et al.  The meaning and use of the area under a receiver operating characteristic (ROC) curve. , 1982, Radiology.

[14]  C. Demoulin,et al.  Lumbopelvic motor control and low back pain in elite soccer players: a cross-sectional study , 2016, Journal of sports sciences.

[15]  D. Gladman,et al.  Methods for assessing responsiveness: a critical review and recommendations. , 2000, Journal of clinical epidemiology.

[16]  E. V. van Sonderen,et al.  Statistical significant change versus relevant or important change in (quasi) experimental design: some conceptual and methodological problems in estimating magnitude of intervention-related change in health services research , 2002, International journal of integrated care.

[17]  G. Guyatt,et al.  Measuring change over time: assessing the usefulness of evaluative instruments. , 1987, Journal of chronic diseases.

[18]  C. Bombardier,et al.  Evaluating changes in health status: reliability and responsiveness of five generic health status measures in workers with musculoskeletal disorders. , 1997, Journal of clinical epidemiology.

[19]  D. Williams,et al.  Sex differences in total frontal plane knee movement and velocity during a functional single-leg landing. , 2017, Physical therapy in sport : official journal of the Association of Chartered Physiotherapists in Sports Medicine.

[20]  Jacob Cohen Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[21]  I. Cuthill,et al.  Effect size, confidence interval and statistical significance: a practical guide for biologists , 2007, Biological reviews of the Cambridge Philosophical Society.

[22]  Carl J. Huberty,et al.  Multivariate Analysis of Variance and Covariance , 2000 .

[23]  Robert Rosenthal,et al.  Computing Contrasts, Effect Sizes, and Counternulls on Other People's Published Data: General Procedures for Research Consumers , 1996 .

[24]  Ju-Young Kim,et al.  Analysis of combat sports players’ injuries according to playing style for sports physiotherapy research , 2015, Journal of physical therapy science.

[25]  R. Grissom,et al.  Effect Sizes for Research : Univariate and Multivariate Applications, Second Edition , 2005 .

[26]  G. Howard,et al.  Meta-analysis of multiple primary prevention trials of cardiovascular events using aspirin. , 2011, The American journal of cardiology.

[27]  James E. De Muth,et al.  Basic Statistics and Pharmaceutical Statistical Applications , 1999 .

[28]  Kate E Decleene,et al.  Publication Manual of the American Psychological Association , 2011 .

[29]  Daniël Lakens,et al.  Calculating and reporting effect sizes to facilitate cumulative science: a practical primer for t-tests and ANOVAs , 2013, Front. Psychol..

[30]  M. Sivan Interpreting effect size to estimate responsiveness of outcome measures. , 2009, Stroke.

[31]  A. Viera Odds ratios and risk ratios: what's the difference and why does it matter? , 2008, Southern medical journal.

[32]  M. B. Vasconcelos,et al.  Temporomandibular disorders in a sample population of the Brazilian northeast. , 2014, Brazilian dental journal.

[33]  C. Hiller,et al.  The effect of ankle taping on functional performance in participants with functional ankle instability. , 2017, Physical therapy in sport : official journal of the Association of Chartered Physiotherapists in Sports Medicine.

[34]  D. Morrissey,et al.  The ability of athletes with long-standing groin pain to maintain a stable lumbopelvic position: A laboratory study. , 2017, Physical therapy in sport : official journal of the Association of Chartered Physiotherapists in Sports Medicine.

[35]  L. Hedges,et al.  The power of statistical tests in meta-analysis. , 2001, Psychological methods.

[36]  W. Meredith,et al.  Statistics and Data Analysis , 1974 .

[37]  Ewa Puszczałowska-Lizis,et al.  Postural stability in women in the eighth and ninth decades of life. , 2016, Acta of bioengineering and biomechanics.

[38]  Tim Lancaster,et al.  A Preliminary Benefit-Risk Assessment of Varenicline in Smoking Cessation , 2009, Drug safety.

[39]  Rex B. Kline,et al.  Beyond Significance Testing: Reforming Data Analysis Methods in Behavioral Research , 2004 .

[40]  K. Kaneoka,et al.  Unilateral rotation in baseball fielder causes low back pain contralateral to the hitting side. , 2018, The journal of medical investigation : JMI.

[41]  Julie F. Pallant,et al.  SPSS Survival Manual , 2020 .

[42]  David J. Sheskin,et al.  Handbook of Parametric and Nonparametric Statistical Procedures , 1997 .