Implications of What Works Clearinghouse Guidelines on Single-Case Design: An Investigation of Empty Training Phases

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Bibliographic Details
Title: Implications of What Works Clearinghouse Guidelines on Single-Case Design: An Investigation of Empty Training Phases
Language: English
Authors: Derek B. Rodgers (ORCID 0000-0001-8696-1758), Seth A. King
Source: Remedial and Special Education. 2026 47(2):87-101.
Availability: SAGE Publications and Hammill Institute on Disabilities. 2455 Teller Road, Thousand Oaks, CA 91320. Tel: 800-818-7243; Tel: 805-499-9774; Fax: 800-583-2665; e-mail: journals@sagepub.com; Web site: https://sagepub.com
Peer Reviewed: Y
Page Count: 15
Publication Date: 2026
Document Type: Journal Articles
Reports - Research
Descriptors: Clearinghouses, Guidelines, Research Design, Standards, Educational Research, Effect Size, Meta Analysis
DOI: 10.1177/07419325241287935
ISSN: 0741-9325
1538-4756
Abstract: The What Works Clearinghouse quality standards provide guidance regarding studies capable of supporting evidence-based practices. Standards concerning single-case designs have been extensively revised to accommodate new evaluation methods, such as the design comparable effect size. These designs often omit data in which children and other participants receive training. Recently, the What Works Clearinghouse suggested studies with such "empty training phases" do not meet minimum standards of evidence. However, evidence regarding the effect of empty training phases on results is limited. This study used a subset of single-case design data from a recent meta-analysis to simulate studies with empty training phases. We calculated design-comparable effect sizes, evaluated differences between simulated and unsimulated data, and conducted random effects meta-analyses. Effects of simulated studies with artificially designed empty training phases were nearly four times as large as effects of the original, unaltered data. Guidance for intervention researchers follows a description of findings.
Abstractor: As Provided
Entry Date: 2026
Accession Number: EJ1500211
Database: ERIC
Description
Abstract:The What Works Clearinghouse quality standards provide guidance regarding studies capable of supporting evidence-based practices. Standards concerning single-case designs have been extensively revised to accommodate new evaluation methods, such as the design comparable effect size. These designs often omit data in which children and other participants receive training. Recently, the What Works Clearinghouse suggested studies with such "empty training phases" do not meet minimum standards of evidence. However, evidence regarding the effect of empty training phases on results is limited. This study used a subset of single-case design data from a recent meta-analysis to simulate studies with empty training phases. We calculated design-comparable effect sizes, evaluated differences between simulated and unsimulated data, and conducted random effects meta-analyses. Effects of simulated studies with artificially designed empty training phases were nearly four times as large as effects of the original, unaltered data. Guidance for intervention researchers follows a description of findings.
ISSN:0741-9325
1538-4756
DOI:10.1177/07419325241287935