Theoretical and applied research progress of breakpoint regression method

Breakpoint regression is closer to quasi-natural experiments in design, and the estimated results are more accurate, which has attracted widespread attention from the academic community in recent years. This study systematically sorts out the theoretical and applied research of breakpoint regression in the field of policy evaluation. The research results show that the theoretical research on breakpoint regression mainly focuses on model applicability, bandwidth selection, data accumulation problems, etc., and breakpoint regression is in higher education, ecological environment, fiscal taxation, scientific and technological innovation, etc. The field has been widely used. This article aims to provide new ideas for the application scenarios of breakpoint regression, and research combined with machine learning can be added in the future.

Authors

Publication Details

Journal
Science and Technology of Engineering Chemistry and Environmental Protection
Published
2024-12-31
DOI
https://doi.org/10.61173/b4w6nx81
Primary Topic
Technology and Data Analysis
Type
article
Field-Weighted Citation Impact
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article

Theoretical and applied research progress of breakpoint regression method

Feihang Qiu
Science and Technology of Engineering Chemistry and Environmental Protection
Technology and Data Analysis
article

Theoretical and applied research progress of breakpoint regression method

Feihang Qiu
article en

Abstract

Breakpoint regression is closer to quasi-natural experiments in design, and the estimated results are more accurate, which has attracted widespread attention from the academic community in recent years. This study systematically sorts out the theoretical and applied research of breakpoint regression in the field of policy evaluation. The research results show that the theoretical research on breakpoint regression mainly focuses on model applicability, bandwidth selection, data accumulation problems, etc., and breakpoint regression is in higher education, ecological environment, fiscal taxation, scientific and technological innovation, etc. The field has been widely used. This article aims to provide new ideas for the application scenarios of breakpoint regression, and research combined with machine learning can be added in the future.

Science and Technology of Engineering Chemistry and Environmental ProtectionVol. 1(10)
Industry, innovation and infrastructure
Openalex Percentile: Top 61%
Technology and Data Analysis
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