Quantifying the robustness of causal inferences: Sensitivity analysis for pragmatic social science

KA Frank, Q Lin, R Xu, S Maroulis, A Mueller - Social Science Research, 2023 - Elsevier
Social scientists seeking to inform policy or public action must carefully consider how to
identify effects and express inferences because actions based on invalid inferences may not …

Making sense of sensitivity: Extending omitted variable bias

C Cinelli, C Hazlett - Journal of the Royal Statistical Society …, 2020 - academic.oup.com
We extend the omitted variable bias framework with a suite of tools for sensitivity analysis in
regression models that does not require assumptions on the functional form of the treatment …

That'sa lot to process! Pitfalls of popular path models

JM Rohrer, P Hünermund… - Advances in Methods …, 2022 - journals.sagepub.com
Path models to test claims about mediation and moderation are a staple of psychology. But
applied researchers may sometimes not understand the underlying causal inference …

Common methodological mistakes

JN Wulff, GB Sajons, G Pogrebna, S Lonati… - The Leadership …, 2023 - Elsevier
For scientific discoveries to be valid—whether in theory or empirically—a phenomenon must
be accurately described: The scientist must use appropriate counterfactuals and eliminate …

Explaining causal findings without bias: Detecting and assessing direct effects

A Acharya, M Blackwell, M Sen - American Political Science Review, 2016 - cambridge.org
Researchers seeking to establish causal relationships frequently control for variables on the
purported causal pathway, checking whether the original treatment effect then disappears …

Reductions in deforestation and poverty from decentralized forest management in Nepal

JA Oldekop, KRE Sims, BK Karna, MJ Whittingham… - Nature …, 2019 - nature.com
Since the 1980's, decentralized forest management has been promoted as a way to
enhance sustainable forest use and reduce rural poverty. Rural communities manage …

The persistent effect of US civil rights protests on political attitudes

S Mazumder - American Journal of Political Science, 2018 - Wiley Online Library
Protests can engender significant institutional change. Can protests also continue to shape
a nation's contemporary politics outside of more formalized channels? I argue that social …

The statistics of causal inference: A view from political methodology

L Keele - Political Analysis, 2015 - cambridge.org
Many areas of political science focus on causal questions. Evidence from statistical analyses
is often used to make the case for causal relationships. While statistical analyses can help …

sensemakr: Sensitivity analysis tools for OLS in R and Stata

C Cinelli, J Ferwerda, C Hazlett - Available at SSRN 3588978, 2020 - papers.ssrn.com
This paper introduces the package sensemakr for R and Stata, which implements a suite of
sensitivity analysis tools for regression models developed in Cinelli and Hazlett (2020a) …

Autocratic elections: Stabilizing tool or force for change?

CH Knutsen, HM Nygård, T Wig - World Politics, 2017 - cambridge.org
Do elections reduce or increase the risk of autocratic regime breakdown? This article
addresses this contested question by distinguishing between election events and the …