The Relationship Between Visual Depictions of Rate of Improvement and Quantitative Effect Sizes in Academic Single-Case Experimental Design Studies
Despite the increased number of quantitative effect sizes developed for single-case experimental designs (SCEDs), visual analysis remains the gold standard for evaluating methodological rigor of SCEDs and determining whether a functional relation between the treatment and the outcome exists. The phy...
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| Published in | Journal of behavioral education Vol. 33; no. 3; pp. 667 - 688 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Springer US
01.09.2024
Springer Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1053-0819 1573-3513 |
| DOI | 10.1007/s10864-022-09500-6 |
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| Abstract | Despite the increased number of quantitative effect sizes developed for single-case experimental designs (SCEDs), visual analysis remains the gold standard for evaluating methodological rigor of SCEDs and determining whether a functional relation between the treatment and the outcome exists. The physical length and range of values plotted on
x
and
y
-axes can influence the visual display of data and subsequent interpretations of treatment effects. We explored the extent to which geometric slope (the angle of inclination) of treatment phase data corresponded to three within-case effect sizes (percent exceeding baseline trend, Tau-U, and generalized least squares) in a dataset of published multiple-baseline designs that targeted fluency in academic outcomes (oral reading fluency, written production, and math computation). A secondary purpose of the study was to explore the distributional properties of said effect sizes across a specific class of outcomes. Results suggest that there is very little correspondence between visual depictions of treatment trend and the effect sizes. Noticeable ceiling effects were observed for overlap-based effect sizes and extremely broad ranges were observed for the regression-based effect sizes. The need to standardize graphing procedures for SCEDs using ordinal axes is offered. |
|---|---|
| AbstractList | Despite the increased number of quantitative effect sizes developed for single-case experimental designs (SCEDs), visual analysis remains the gold standard for evaluating methodological rigor of SCEDs and determining whether a functional relation between the treatment and the outcome exists. The physical length and range of values plotted on x and y-axes can influence the visual display of data and subsequent interpretations of treatment effects. We explored the extent to which geometric slope (the angle of inclination) of treatment phase data corresponded to three within-case effect sizes (percent exceeding baseline trend, Tau-U, and generalized least squares) in a dataset of published multiple-baseline designs that targeted fluency in academic outcomes (oral reading fluency, written production, and math computation). A secondary purpose of the study was to explore the distributional properties of said effect sizes across a specific class of outcomes. Results suggest that there is very little correspondence between visual depictions of treatment trend and the effect sizes. Noticeable ceiling effects were observed for overlap-based effect sizes and extremely broad ranges were observed for the regression-based effect sizes. The need to standardize graphing procedures for SCEDs using ordinal axes is offered. Despite the increased number of quantitative effect sizes developed for single-case experimental designs (SCEDs), visual analysis remains the gold standard for evaluating methodological rigor of SCEDs and determining whether a functional relation between the treatment and the outcome exists. The physical length and range of values plotted on x and y -axes can influence the visual display of data and subsequent interpretations of treatment effects. We explored the extent to which geometric slope (the angle of inclination) of treatment phase data corresponded to three within-case effect sizes (percent exceeding baseline trend, Tau-U, and generalized least squares) in a dataset of published multiple-baseline designs that targeted fluency in academic outcomes (oral reading fluency, written production, and math computation). A secondary purpose of the study was to explore the distributional properties of said effect sizes across a specific class of outcomes. Results suggest that there is very little correspondence between visual depictions of treatment trend and the effect sizes. Noticeable ceiling effects were observed for overlap-based effect sizes and extremely broad ranges were observed for the regression-based effect sizes. The need to standardize graphing procedures for SCEDs using ordinal axes is offered. |
| Audience | Academic |
| Author | Van Norman, Ethan R. Klingbeil, David A. Boorse, Jaclin |
| Author_xml | – sequence: 1 givenname: Ethan R. surname: Van Norman fullname: Van Norman, Ethan R. email: erv418@lehigh.edu organization: Center for Promoting Research to Practice, Lehigh University – sequence: 2 givenname: Jaclin surname: Boorse fullname: Boorse, Jaclin organization: Center for Promoting Research to Practice, Lehigh University – sequence: 3 givenname: David A. surname: Klingbeil fullname: Klingbeil, David A. organization: Department of Educational Psychology, University of Wisconsin-Madison |
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| Cites_doi | 10.1007/s10864-015-9221-4 10.1080/02796015.2005.12086279 10.1037/h0060157 10.1016/j.beth.2010.08.006 10.1598/RRQ.41.1.4 10.1177/0741932517749941 10.1037/h0100073 10.1016/j.jsp.2017.03.008 10.1177/0145445520953366 10.1002/pits.22621 10.1080/02796015.1993.12085636 10.3389/fpsyg.2016.00032 10.1901/jaba.1990.23-341 10.1080/02796015.2004.12086243 10.3102/1076998614547577 10.1177/2372732215624707 10.1111/1467-8578.12091 10.1080/09602011.2013.815636 10.1007/s10648-015-9339-x 10.1007/s10864-021-09440-7 10.1177/0145445504272974 10.1007/s43494-021-00053-3 10.1080/02796015.2006.12088006 10.1037/spq0000269 10.1080/23311908.2018.1518687 10.3102/0013189X20912798 10.1111/ldrp.12204 10.1016/j.jsp.2011.03.004 10.1177/0022466908328009 10.1037/spq0000243 10.1037/h0058236 10.1177/0145445516676750 10.1016/j.jsp.2021.10.006 10.4324/9781410608246-3 10.1177/01454455221130002 10.4324/9780203521892-14 |
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| SubjectTerms | Behavioral Science and Psychology Child and School Psychology Educational research Educational tests & measurements Effect Size Electronic data processing Fluency Graphs Learning and Instruction Least Squares Statistics Methods Oral reading Original Paper Outcomes of Education Psychological research Psychology Reading Fluency Single subject research |
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| Title | The Relationship Between Visual Depictions of Rate of Improvement and Quantitative Effect Sizes in Academic Single-Case Experimental Design Studies |
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