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Does it work? Using a Meta-Impact score to examine global effects in quasi-experimental intervention studies
The evaluation of applied psychological interventions in the workplace or elsewhere is challenging. Randomisation and matching are difficult to achieve and this often results in substantial heterogeneity within intervention and control groups. As a result, traditional comparison of group means using...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8929616/ https://www.ncbi.nlm.nih.gov/pubmed/35298519 http://dx.doi.org/10.1371/journal.pone.0265312 |
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author | Doyle, Nancy Elizabeth McDowall, Almuth Randall, Raymond Knight, Kate |
author_facet | Doyle, Nancy Elizabeth McDowall, Almuth Randall, Raymond Knight, Kate |
author_sort | Doyle, Nancy Elizabeth |
collection | PubMed |
description | The evaluation of applied psychological interventions in the workplace or elsewhere is challenging. Randomisation and matching are difficult to achieve and this often results in substantial heterogeneity within intervention and control groups. As a result, traditional comparison of group means using null hypothesis significance testing may mask effects experienced by some participants. Using longitudinal studies of coaching interventions designed to provide support for dyslexic employees, this study describes and evaluates a different approach using a Meta-Impact score. We offer a conceptual rationale for our method, illustrate how this score is calculated and analysed, and show how it highlights person-specific variations in how participants react and respond to interventions. We argue that Meta-Impact is an incremental supplement to traditional variable-centric group-wise comparisons and can more accurately demonstrate in practice the extent to which an intervention worked. Such methods are needed for applied research, where personalized intervention protocols may require impact analysis for policy, legal and ethical purposes, despite modest sample sizes. |
format | Online Article Text |
id | pubmed-8929616 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-89296162022-03-18 Does it work? Using a Meta-Impact score to examine global effects in quasi-experimental intervention studies Doyle, Nancy Elizabeth McDowall, Almuth Randall, Raymond Knight, Kate PLoS One Research Article The evaluation of applied psychological interventions in the workplace or elsewhere is challenging. Randomisation and matching are difficult to achieve and this often results in substantial heterogeneity within intervention and control groups. As a result, traditional comparison of group means using null hypothesis significance testing may mask effects experienced by some participants. Using longitudinal studies of coaching interventions designed to provide support for dyslexic employees, this study describes and evaluates a different approach using a Meta-Impact score. We offer a conceptual rationale for our method, illustrate how this score is calculated and analysed, and show how it highlights person-specific variations in how participants react and respond to interventions. We argue that Meta-Impact is an incremental supplement to traditional variable-centric group-wise comparisons and can more accurately demonstrate in practice the extent to which an intervention worked. Such methods are needed for applied research, where personalized intervention protocols may require impact analysis for policy, legal and ethical purposes, despite modest sample sizes. Public Library of Science 2022-03-17 /pmc/articles/PMC8929616/ /pubmed/35298519 http://dx.doi.org/10.1371/journal.pone.0265312 Text en © 2022 Doyle et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Doyle, Nancy Elizabeth McDowall, Almuth Randall, Raymond Knight, Kate Does it work? Using a Meta-Impact score to examine global effects in quasi-experimental intervention studies |
title | Does it work? Using a Meta-Impact score to examine global effects in quasi-experimental intervention studies |
title_full | Does it work? Using a Meta-Impact score to examine global effects in quasi-experimental intervention studies |
title_fullStr | Does it work? Using a Meta-Impact score to examine global effects in quasi-experimental intervention studies |
title_full_unstemmed | Does it work? Using a Meta-Impact score to examine global effects in quasi-experimental intervention studies |
title_short | Does it work? Using a Meta-Impact score to examine global effects in quasi-experimental intervention studies |
title_sort | does it work? using a meta-impact score to examine global effects in quasi-experimental intervention studies |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8929616/ https://www.ncbi.nlm.nih.gov/pubmed/35298519 http://dx.doi.org/10.1371/journal.pone.0265312 |
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