Excellent articles about machine learning and replication

There is a wonderful article about Machine learning in the spring 2017 issue of the Journal of Economic Perspectives, and there is also a series of four fine articles in the AER May 2017. I decided to share as a BUHealth blog to all.

Whether you are curious, newly interested or an expert working in the area, I recommend the JEP one to you. The AER series is for more serious work. Here are the links (They should all be free to access, since they are all at the AEA.) Also see below for links on replication.

Machine Learning: An Applied Econometric Approach

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Machine Learning in Econometrics (May, 2017)

Double/Debiased/Neyman Machine Learning of Treatment Effects

Victor Chernozhukov, Denis Chetverikov, Mert Demirer, Esther Duflo, Christian Hansen and Whitney Newey

(pp. 261-65)

Testing-Based Forward Model Selection

Damian Kozbur

(pp. 266-69)

Core Determining Class and Inequality Selection

Ye Luo and Hai Wang

(pp. 274-77)

Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges

Susan Athey, Guido Imbens, Thai Pham and Stefan Wager

(pp. 278-81)

 

The series in the AER on Replication in microeconomics will also be of interest.  This article title speaks for itself.

A Preanalysis Plan to Replicate Sixty Economics Research Papers That Worked Half of the Time

Replication in Microeconomics

Assessing the Rate of Replication in Economics

James Berry, Lucas C. Coffman, Douglas Hanley, Rania Gihleb and Alistair J. Wilson

(pp. 27-31)

Replications in Development Economics

Sandip Sukhtankar

(pp. 32-36)

Replication in Labor Economics: Evidence from Data, and What It Suggests

Daniel S. Hamermesh

(pp. 37-40)

A Proposal to Organize and Promote Replications

Lucas C. Coffman, Muriel Niederle and Alistair J. Wilson

(pp. 41-45)

Replication and Ethics in Economics: Thirty Years after Dewald, Thursby, and Anderson

What Is Meant by “Replication” and Why Does It Encounter Resistance in Economics?

Maren Duvendack, Richard Palmer-Jones and W. Robert Reed

(pp. 46-51)

Replication and Economics Journal Policies

Jan H. Höffler

(pp. 52-55)

Replication, Meta-analysis, and Research Synthesis in Economics

Richard G. Anderson and Areerat Kichkha

(pp. 56-59)

A Preanalysis Plan to Replicate Sixty Economics Research Papers That Worked Half of the Time

Andrew C. Chang and Phillip Li

(pp. 60-64)

 

 

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