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ID 48521
file
title alternative
Effect of Competitive Fundraising: The population average treatment effect from a covariate balancing propensity score and sampling weight
creator
Nakao, Ran
subject
EBPM
Academic Profession
Propensity Score
大学教員
傾向スコア分析
abstract
The effect of competitive research funding mechanisms on research productivity in various disciplines was clarified. Previous studies used multivariate analyses, such as multiple regression analysis, and we built on the existing research by controlling for confounding effects using a balancing score. Typically, a propensity score is used for balancing scores, but this approach has received criticism about its external validity. Therefore, the matching sample in this study was visualized using a propensity score, which was compared with the population and the sampling data for the distribution of disciplines. The main findings of this study were as follow: first, it became clear that the matching sample analyzed using a propensity score strikingly differed from the population. Second, this problem was solved using a covariate balancing propensity score and sampling weights, which estimated the population’s average treatment effects.
description
本稿は、JSPS科研費JP15H03487(基盤研究(B)代表者 有本章)で収集したデータの提供を受け,使用することをご快諾いただいた。また,本研究推進に際し,以下の資金提供を受けた。JSPS科研費JP16H03780・JP18K18651(基盤研究(B)・挑戦的研究(萌芽)代表者 村澤昌崇)。
journal title
Bulletin of the Graduate School of Education, Hiroshima University. Part 3, Education and human science
issue
Issue 68
start page
151
end page
159
date of issued
2019-12-20
publisher
広島大学大学院教育学研究科
issn
1346-5562
ncid
language
jpn
nii type
Departmental Bulletin Paper
HU type
Departmental Bulletin Papers
DCMI type
text
format
application/pdf
text version
publisher
department
Graduate School of Education
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