Causal inference in the social sciences

GW Imbens - Annual Review of Statistics and Its Application, 2024 - annualreviews.org
… There have been a number of general books on causality and causal inference in statistics
and social sciences in the past two decades, including those of Rubin (2006), Imbens & …

Causal inference in the social sciences

ME Sobel - Journal of the American Statistical Association, 2000 - Taylor & Francis
causal estimands of interest and evaluation of methods traditionally used to make causal
inferences… In particular, I look at the relationship of political methodology to other social science

[图书][B] Statistical models and causal inference: a dialogue with the social sciences

DA Freedman - 2010 - books.google.com
… of his approach to causal inference in the social sciences. He … arguments with examples
from political science, public policy, … Many social scientists now agree that statistical technique …

[图书][B] Methods matter: Improving causal inference in educational and social science research

RJ Murnane, JB Willett - 2010 - books.google.com
… applied in the social sciences and statistics. We thought that these new methods of causal
inference had … of the new methods of causal inference in the fields of educational and social

[图书][B] Causal inference in statistics, social, and biomedical sciences

GW Imbens, DB Rubin - 2015 - books.google.com
… , causal effects are comparisons of such potential outcomes. The fundamental problem of
causal inference … The authors discuss how randomized experiments allow us to assess causal

Causal inference in sociological research

M Gangl - Annual review of sociology, 2010 - annualreviews.org
… for valid causal inference in the social sciences. This article presents the basic potential
outcomes model and discusses the main approaches to identification in social science research. …

Causal inference in the social and behavioral sciences

ME Sobel - … modeling for the social and behavioral sciences, 1995 - Springer
… using evidence to infer causal relations. Attention focuses on the relationship … causal
inference and an account of causation to which many social scientists who make causal inferences

We are all social scientists now: How big data, machine learning, and causal inference work together

J Grimmer - PS: Political Science & Politics, 2015 - cambridge.org
inference often is denigrated in political science, our field’s expertise in measurement can
make better and more useful causal inferences … best example of political science’s expertise …

Social mechanisms and causal inference

D Steel - Philosophy of the social sciences, 2004 - journals.sagepub.com
… On the positive side, we can infer that X is a cause of Y if we … are necessary for causal
inference in social science, and … significantly assist causal inference in social science is not …

[图书][B] Causal inference in sociological studies

C Winship, M Sobel - 2004 - Citeseer
… is synonymous with causal explanation. Of … of causal inference, it is important to note that
a number of important concerns that social scientists address do not require recourse to causal