Administrative records mask racially biased policing

D Knox, W Lowe, J Mummolo - American Political Science Review, 2020 - cambridge.org
Researchers often lack the necessary data to credibly estimate racial discrimination in
policing. In particular, police administrative records lack information on civilians police …

[BOOK][B] Social science methodology: A unified framework

J Gerring - 2011 - books.google.com
John Gerring's exceptional textbook has been thoroughly revised in this second edition. It
offers a one-volume introduction to social science methodology relevant to the disciplines of …

Declaring and diagnosing research designs

G Blair, J Cooper, A Coppock… - … Political Science Review, 2019 - cambridge.org
Researchers need to select high-quality research designs and communicate those designs
clearly to readers. Both tasks are difficult. We provide a framework for formally “declaring” …

[PDF][PDF] Graphical tools for linear structural equation modeling

B Chen, J Pearl - Psychometrica, forthcoming, 2014 - datascienceassn.org
This paper surveys graphical tools developed in the past three decades that are applicable
to linear structural equation models (SEMs). These tools permit researchers to answer key …

Why ask why? Forward causal inference and reverse causal questions

A Gelman, G Imbens - 2013 - nber.org
The statistical and econometrics literature on causality is more focused on" effects of causes"
than on" causes of effects." That is, in the standard approach it is natural to study the effect of …

Why do borrowers default on mortgages?

P Ganong, P Noel - The Quarterly Journal of Economics, 2023 - academic.oup.com
There are three prevailing theories of mortgage default: strategic default (driven by negative
equity), cash flow default (driven by negative life events), and double-trigger default (where …

Partial counterfactual identification of continuous outcomes with a curvature sensitivity model

V Melnychuk, D Frauen… - Advances in Neural …, 2023 - proceedings.neurips.cc
Counterfactual inference aims to answer retrospective" what if" questions and thus belongs
to the most fine-grained type of inference in Pearl's causality ladder. Existing methods for …

[BOOK][B] Why do borrowers default on mortgages? A new method for causal attribution

P Ganong, PJ Noel - 2020 - voices.uchicago.edu
There are three prevailing theories of mortgage default: strategic default (driven by negative
equity), cash-flow default (driven by negative life events), and doubletrigger default (where …

Causes of effects and effects of causes

J Pearl - Sociological Methods & Research, 2015 - journals.sagepub.com
This article summarizes a conceptual framework and simple mathematical methods of
estimating the probability that one event was a necessary cause of another, as interpreted …

Bounding causes of effects with mediators

P Dawid, M Humphreys… - Sociological Methods & …, 2024 - journals.sagepub.com
Suppose X and Y are binary exposure and outcome variables, and we have full knowledge
of the distribution of Y, given application of X. We are interested in assessing whether an …