Videos

Research and software videos on econometrics, causal inference, and related projects.

View the MattWebbEcon channel on YouTube.

Thumbnail for Good Controls Gone Bad: Difference-in-Differences with Covariates

Good Controls Gone Bad: Difference-in-Differences with Covariates

Why covariate assumptions matter for difference-in-differences, and how integrated parallel trends and DID-INT can help.

Watch on YouTube · Paper and software

Thumbnail for Randomization Inference for Accounting Researchers

Randomization Inference for Accounting Researchers

How placebo treatment effects support randomization-inference tests in small- and large-sample accounting research.

Watch on YouTube · Published paper

Thumbnail for Pitfalls when Estimating Treatment Effects Using Clustered Data

Pitfalls when Estimating Treatment Effects Using Clustered Data

Why treatment-effect inference can be unreliable with few treated clusters or unequal cluster sizes, even when the total number of clusters is large.

Watch on YouTube · Published paper

Thumbnail for Fast and Wild: Bootstrap Inference In Stata Using Boottest

Fast and Wild: Bootstrap Inference In Stata Using Boottest

Fast wild-cluster-bootstrap tests and confidence sets in Stata using boottest, especially when conventional large-sample inference is unreliable.

Watch on YouTube · Paper and software

Thumbnail for Fast and Reliable Jackknife and Bootstrap Methods for Cluster-Robust Inference

Fast and Reliable Jackknife and Bootstrap Methods for Cluster-Robust Inference

Computationally efficient jackknife and wild-cluster-bootstrap methods for reliable inference with few clusters or substantially unequal cluster sizes.

Watch on YouTube · Published paper

Thumbnail for Leverage, Influence, & Jackknife in Clustered Regression Models: Reliable Inference Using summclust

Leverage, Influence, & Jackknife in Clustered Regression Models: Reliable Inference Using summclust

How summclust diagnoses cluster-level leverage and influence and computes jackknife standard errors for clustered regression models.

Watch on YouTube · Paper and software

Thumbnail for Cluster-Robust Jackknife and Bootstrap Inference for Logistic Regression Models

Cluster-Robust Jackknife and Bootstrap Inference for Logistic Regression Models

Reliable inference for logistic regression with clustered data using linearized cluster-jackknife and wild-cluster-bootstrap methods implemented in logitjack.

Watch on YouTube · Paper and software

Thumbnail for Which Policy Works, and Where? State-Level Treatment Effects in Difference-in-Differences

Which Policy Works, and Where? State-Level Treatment Effects in Difference-in-Differences

How treatment effects and inference should match policy questions at the jurisdiction, cohort, period, or policy-type level.

Watch on YouTube · arXiv

Thumbnail for The Translation Assumption  Unmasking Representation Risk

The Translation Assumption Unmasking Representation Risk

How pretrained image encoders can yield different predictions from the same images, and how LookAgain-ML helps researchers assess and select representations.

Watch on YouTube · Paper and software

Thumbnail for The Wild Bootstrap for Few (Treated) Clusters

The Wild Bootstrap for Few (Treated) Clusters

Subcluster wild-bootstrap methods for inference with very few treated clusters, including when ordinary wild-bootstrap procedures can work well.

Watch on YouTube · Published paper

Thumbnail for Cluster-robust inference: A guide to empirical practice

Cluster-robust inference: A guide to empirical practice

Practical guidance on when cluster-robust inference is needed and how to approach common design and implementation choices.

Watch on YouTube · Published paper

Thumbnail for Testing for the Appropriate Level of Clustering in Linear Regression Models

Testing for the Appropriate Level of Clustering in Linear Regression Models

An overview of score-variance tests and the statistical trade-offs involved in choosing a clustering level.

Watch on YouTube · Paper and software

Thumbnail for Jackknife Inference with Two-Way Clustering

Jackknife Inference with Two-Way Clustering

Jackknife methods designed to improve inference in linear regression models with clustering in two dimensions.

Watch on YouTube · Paper and software

Thumbnail for Good Guys With Guns?

Good Guys With Guns?

A research overview of Canadian administrative data on legal firearm ownership, deaths, and crime.

Watch on YouTube · arXiv

Thumbnail for Wild Bootstrap Inference for Wildly Different Cluster Sizes

Wild Bootstrap Inference for Wildly Different Cluster Sizes

Why conventional cluster-robust inference can fail with highly unequal cluster sizes and how wild-bootstrap methods can help.

Watch on YouTube · Published paper

Thumbnail for Randomization Inference for Difference-in-Differences with Few Treated Clusters

Randomization Inference for Difference-in-Differences with Few Treated Clusters

Randomization-inference procedures for difference-in-differences designs with few treated clusters.

Watch on YouTube · Published paper

Thumbnail for Improved Inference for CSDID Using the Cluster Jackknife

Improved Inference for CSDID Using the Cluster Jackknife

How the cluster jackknife can provide more reliable inference for the Callaway-Sant’Anna difference-in-differences estimator.

Watch on YouTube · Paper and software

Thumbnail for Reworking Wild Bootstrap-Based Inference for Clustered Errors

Reworking Wild Bootstrap-Based Inference for Clustered Errors

A concise account of refinements to wild-cluster-bootstrap inference for settings with few clusters.

Watch on YouTube · Published paper

Thumbnail for Wild Bootstrap Randomization Inference for Few Treated Clusters

Wild Bootstrap Randomization Inference for Few Treated Clusters

An introduction to wild-bootstrap randomization inference for clustered designs with a small treated group count.

Watch on YouTube · Published paper

Thumbnail for Impact of a Peer Comparison Intervention on Seasonal Influenza Vaccine Uptake in Community Pharmacy

Impact of a Peer Comparison Intervention on Seasonal Influenza Vaccine Uptake in Community Pharmacy

A short overview of a national cluster-randomized study of peer comparison and influenza vaccination in community pharmacies.

Watch on YouTube · Published paper

Thumbnail for A Simple, Graphical Procedure for Comparing Multiple Treatment Effects

A Simple, Graphical Procedure for Comparing Multiple Treatment Effects

A graphical method for comparing multiple treatment effects against a control and against one another.

Watch on YouTube · Published paper

Thumbnail for Immigrant Parents' Category of Admission and Outcomes of the Children: How Far Does the Apple Fall?

Immigrant Parents’ Category of Admission and Outcomes of the Children: How Far Does the Apple Fall?

How immigrant admission categories in Canada relate to the long-run outcomes of children.

Watch on YouTube · Published paper

Thumbnail for Targeting Tax Relief at Youth Employment

Targeting Tax Relief at Youth Employment

Evidence on the employment effects of Canada’s Youth Hires payroll-tax-relief program.

Watch on YouTube · Published paper

Thumbnail for Finish It and It's Free: An Evaluation of College Graduation Subsidies

Finish It and It’s Free: An Evaluation of College Graduation Subsidies

An evaluation of Canadian graduate tax credits, university completion, and interprovincial mobility.

Watch on YouTube · Published paper

Thumbnail for Choosing Portfolios of Rival Risky Options: Most People Violate the No Safety Schools Theorem

Choosing Portfolios of Rival Risky Options: Most People Violate the No Safety Schools Theorem

Experimental evidence on how people choose portfolios when options are risky and rival.

Watch on YouTube · Published paper