An Introduction to Sample Selection Bias in Sociological Data
Abstract
White, Douglas R. and Karl Reitz ForthGraphs and semigroup homomorphisms comon networks of relations. Neting works. White, Harrison C., Scott A. Boorman and Ronald L. Breiger 1976 Social structure from multiple networks. I. Blockmodels of roles and positions. American Journal of Sociology 81:730-80. Winship, Christopher 1976 Roles and relations. Unpublished paper, Department of Sociology, Harvard University. Winship, Christopher and Michael J. Mandel ForthRoles and positions: a critique and extencomsion of the blockmodelling approach. In ing Samuel Leinhardt (ed.), Sociological Methodology 1983/84. San Francisco: JosseyBass. Wu, Lawrence L. 1980 Roles structures in networks of trade and economic interdependence: a local blockmodel algebraic approach. Seniors Honors Thesis, Department of Sociology, Harvard University. 1982 Local blockmodel algebras. Unpublished paper, Department of Sociology, Stanford University.
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Sociological surveys of sample selection bias tend to focus on cases where selection is affected by treatment or outcome, i.e., after treatment.
“Surveys of sample selection bias in sociology tend to emphasize examples where selection is affected by the treatment or the outcome, i.e., where sample selection occurs after treatment”
From Endogenous Selection Bias: The Problem of Conditioning on a Collider Variable (2014) · cites this paper as Berk 1983
Methodologists have long warned that conditioning on an intermediate variable affected by treatment can lead to bias.
“Methodologists have long warned that conditioning on an intermediate variable that has been affected by the treatment can lead to bias (e.g., Heckman 1976; Berk 1983; Rosenbaum 1984; Holland 1988; Robins 1989, 2001, 2003; Smith 1990; Angrist & Krueger 1999; Wooldridge 2005; Sobel 2008).”
From Endogenous Selection Bias: The Problem of Conditioning on a Collider Variable (2014) · cites this paper as Berk 1983
The sign and magnitude of endogenous selection bias cannot generally be predicted without additional assumptions.
“sign and magnitude of endogenous selection bias cannot generally be predicted without additional assumptions”
From Endogenous Selection Bias: The Problem of Conditioning on a Collider Variable (2014) · cites this paper as Berk 1983
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- Authors
- Berk, R. A.
- Affiliations
- University of California, Santa Barbara (US)
- Corresponding author
- Berk, Richard A.
- ORCID
- Berk, Richard A.
- Venue
- American Sociological Review
- Publisher
- SAGE Publications
- Published
- 1983-06
- Volume
- 48
- Issue
- 3
- Pages
- 386
- ISSN
- 0003-1224 (ISSN-L)
- OpenAlex
- W1968059489
- Cited by
- 1,213
- References
- 0
- Citations by year
- 2026: 9 · 2025: 16 · 2024: 21 · 2023: 12 · 2022: 25 · 2021: 35 · 2020: 30 · 2019: 41 · 2018: 45 · 2017: 32 · 2016: 35 · 2015: 33 · 2014: 34 · 2013: 38 · 2012: 43
- FWCI
- 19.55
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- American Sociological Review (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Survey Sampling and Estimation Techniques
- Social Sciences › Sociology and Political Science › Survey Methodology and Nonresponse
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
- Keywords
- sample selection bias, sociological data, survey sampling
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