Literature DB >> 23040759

Nonparametric statistical tests for single-case systematic and randomized ABAB…AB and alternating treatment intervention designs: new developments, new directions.

Joel R Levin1, John M Ferron, Thomas R Kratochwill.   

Abstract

In this four-investigation Monte Carlo simulation study, we examined the properties of nonparametric randomization and permutation statistical tests applied to single-case ABAB…AB and alternating treatment designs based on either systematically alternating or randomly determined phase assignments. Contrary to previous admonitions, when appropriately conceptualized nonparametric tests were conducted the systematic designs maintained Type I error rates at or less than their nominal values whenever either no or positive autocorrelation was present in the series. Statistical power for all designs varied as a function of both the number of phases and the number of observations per phase. It was concluded that to increase methodological rigor and statistical precision in the face of autocorrelation, (a) whenever possible, researchers should adopt a randomization scheme in assigning the orders in which the A and B phases are administered and (b) in situations where randomized phase assignment is not feasible, researchers should adopt a systematic phase assignment scheme consisting of individually alternating A and B observations, with a cost of sacrificing some degree of statistical power. Implications for single-case intervention research in school psychology are discussed.
Copyright © 2012 Society for the Study of School Psychology. Published by Elsevier Ltd. All rights reserved.

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Year:  2012        PMID: 23040759     DOI: 10.1016/j.jsp.2012.05.001

Source DB:  PubMed          Journal:  J Sch Psychol        ISSN: 0022-4405


  10 in total

1.  A Case Study Examining Fixed Versus Randomized Criteria for Treating a Child With Conduct Problems and Callous-Unemotional Traits.

Authors:  Daniel A Waschbusch; Melissa D Bernstein; Jessica Robb Mazzant; Michael T Willoughby; Sarah Haas; Erica Coles; William E Pelham
Journal:  Evid Based Pract Child Adolesc Ment Health       Date:  2016-08-30

2.  Research Design Options for Intervention Studies.

Authors:  Michele A Lobo; Sarah H Kagan; John D Corrigan
Journal:  Pediatr Phys Ther       Date:  2017-07       Impact factor: 3.049

3.  Quantitative Techniques and Graphical Representations for Interpreting Results from Alternating Treatment Design.

Authors:  Rumen Manolov; René Tanious; Patrick Onghena
Journal:  Perspect Behav Sci       Date:  2021-05-13

4.  A Priori Justification for Effect Measures in Single-Case Experimental Designs.

Authors:  Rumen Manolov; Mariola Moeyaert; Joelle E Fingerhut
Journal:  Perspect Behav Sci       Date:  2021-03-25

5.  The promise of mobile technologies and single case designs for the study of individuals in their natural environment.

Authors:  Roger Vilardaga; Jonathan Bricker; Michael McDonell
Journal:  J Contextual Behav Sci       Date:  2014-04-01

6.  Machine Learning to Analyze Single-Case Data: A Proof of Concept.

Authors:  Marc J Lanovaz; Antonia R Giannakakos; Océane Destras
Journal:  Perspect Behav Sci       Date:  2020-01-21

7.  Randomized Single-Case Experimental Designs in Healthcare Research: What, Why, and How?

Authors:  René Tanious; Patrick Onghena
Journal:  Healthcare (Basel)       Date:  2019-11-13

8.  Influencing Activity of Bats by Dimly Lighting Wind Turbine Surfaces with Ultraviolet Light.

Authors:  Paul M Cryan; Paulo M Gorresen; Bethany R Straw; Syhoune Simon Thao; Elise DeGeorge
Journal:  Animals (Basel)       Date:  2021-12-21       Impact factor: 2.752

9.  Analyzing Two-Phase Single-Case Data with Non-overlap and Mean Difference Indices: Illustration, Software Tools, and Alternatives.

Authors:  Rumen Manolov; José L Losada; Salvador Chacón-Moscoso; Susana Sanduvete-Chaves
Journal:  Front Psychol       Date:  2016-01-21

10.  Randomized Single-Case Intervention Designs and Analyses for Health Sciences Researchers: A Versatile Clinical Trials Companion.

Authors:  Joel R Levin; Thomas R Kratochwill
Journal:  Ther Innov Regul Sci       Date:  2021-04-01       Impact factor: 1.778

  10 in total

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