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패널 기반 관찰 양적 연구×고정 효과 모형 (Fixed Effects Model)×
분야연구설계계량경제학
계열Process / pipelineRegression model
기원 연도1960s–1980s (formalized in econometrics); widely adopted in social sciences by 1990s1971–1978
창시자Established through econometrics literature; foundational contributions by Cheng Hsiao, Zvi Griliches, and Marc NerloveMundlak (1978); Nerlove (1971); classical panel econometrics
유형Quantitative observational longitudinal designPanel regression estimator
원전Hsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. ISBN: 978-0521522717Baltagi, B. H. (2021). Econometric Analysis of Panel Data (6th ed.). Springer. ISBN: 978-3030538002
별칭panel observational study, longitudinal observational panel design, panel survey research, repeated-measures observational designFE model, within estimator, least squares dummy variable, LSDV regression
관련45
요약Panel-based observational quantitative research follows the same individuals, organizations, or units across two or more time points without experimentally manipulating any condition. By combining the within-unit depth of longitudinal tracking with the numerical precision of quantitative measurement, it enables researchers to study change over time, detect lagged effects, and control for stable unobserved characteristics — all while maintaining the ethical simplicity of pure observation.The fixed effects (FE) model is the workhorse estimator for panel data when unobserved unit-specific characteristics are suspected to correlate with the regressors. By absorbing each entity's time-invariant heterogeneity into a separate intercept, FE isolates the causal effect of within-unit variation and eliminates omitted-variable bias from time-constant confounders.
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