Policy recommendations from causal inference in physics education research
Sound educational policy recommendations require valid estimates of causal effects, but observational studies in physics education research sometimes have loosely specified causal hypotheses. The connections between the observational data and the explicit or implicit causal conclusions are sometimes...
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American Physical Society
2021-09-01
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Series: | Physical Review Physics Education Research |
Online Access: | http://doi.org/10.1103/PhysRevPhysEducRes.17.020118 |
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doaj-31e381accaa8464eab2f4f6f3dafd7502021-09-15T17:03:09ZengAmerican Physical SocietyPhysical Review Physics Education Research2469-98962021-09-0117202011810.1103/PhysRevPhysEducRes.17.020118Policy recommendations from causal inference in physics education researchM. B. WeissmanSound educational policy recommendations require valid estimates of causal effects, but observational studies in physics education research sometimes have loosely specified causal hypotheses. The connections between the observational data and the explicit or implicit causal conclusions are sometimes misstated. The link between the causal conclusions reached and the policy recommendations made is also sometimes loose. Causal graphs are used to illustrate these issues in several papers from Physical Review Physics Education Research. For example, the core causal conclusion of one paper rests entirely on the choice of a causal direction although an unstated plausible alternative gives an exactly equal fit to the data.http://doi.org/10.1103/PhysRevPhysEducRes.17.020118 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
M. B. Weissman |
spellingShingle |
M. B. Weissman Policy recommendations from causal inference in physics education research Physical Review Physics Education Research |
author_facet |
M. B. Weissman |
author_sort |
M. B. Weissman |
title |
Policy recommendations from causal inference in physics education research |
title_short |
Policy recommendations from causal inference in physics education research |
title_full |
Policy recommendations from causal inference in physics education research |
title_fullStr |
Policy recommendations from causal inference in physics education research |
title_full_unstemmed |
Policy recommendations from causal inference in physics education research |
title_sort |
policy recommendations from causal inference in physics education research |
publisher |
American Physical Society |
series |
Physical Review Physics Education Research |
issn |
2469-9896 |
publishDate |
2021-09-01 |
description |
Sound educational policy recommendations require valid estimates of causal effects, but observational studies in physics education research sometimes have loosely specified causal hypotheses. The connections between the observational data and the explicit or implicit causal conclusions are sometimes misstated. The link between the causal conclusions reached and the policy recommendations made is also sometimes loose. Causal graphs are used to illustrate these issues in several papers from Physical Review Physics Education Research. For example, the core causal conclusion of one paper rests entirely on the choice of a causal direction although an unstated plausible alternative gives an exactly equal fit to the data. |
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http://doi.org/10.1103/PhysRevPhysEducRes.17.020118 |
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