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Qian Zhang; Qi Wang – Structural Equation Modeling: A Multidisciplinary Journal, 2024
In the article, we focused on the issues of measurement error and omitted confounders while conducting mediation analysis under experimental studies. Depending on informativeness of the confounders between the mediator (M) and outcome (Y), we described two approaches. When researchers are confident that primary confounders are included (e.g.,…
Descriptors: Error of Measurement, Research and Development, Mediation Theory, Causal Models
Hu, Xiaodan; Ortagus, Justin C.; Voorhees, Nicholas; Rosinger, Kelly; Kelchen, Robert – AERA Open, 2022
Performance-based funding (PBF) policies with research incentives have grown in popularity over the years despite little understanding regarding whether they actually work. This study leverages a novel national data set to examine the impact of PBF research incentives on the research expenditures and total state appropriations among public 4-year…
Descriptors: Financial Support, State Aid, Accountability, Educational Finance
Sørensen, Ole Henning; Bjørner, Jakob; Holtermann, Andreas; Dyreborg, Johnny; Sørli, Jorid Birkelund; Kristiansen, Jesper; Nielsen, Steffen Bohni – Research Evaluation, 2022
Research funders and policymakers increasingly focus on societal benefits of their investments in research. Research institutions thus face increasing pressure to demonstrate their societal impact to prove their legitimacy and worth. To this end, research institutions need reliable, quantitative methods to measure societal impact. This article…
Descriptors: Test Construction, Test Validity, Statistical Analysis, Outcome Measures