A Practical Approach to Estimating Sector-Level Substitution Elasticities with PPML

In this paper, we provide a practical approach to estimating the elasticity of substitution by sector using a PPML estimator, building on the methodology described in Riker (2020). The method is illustrated by estimating elasticities for NAICS 3-digit and 6-digit manufacturing sectors. The PPML estimates are compared with estimates produced using OLS and across different levels of aggregation in the data. We find that the PPML estimator tends to produce elasticity estimates that are larger and have greater variability than the OLS estimates.

Publication Details

Journal
Staff Working Papers: U.S. International Trade Commission
Published
2025-04-03
DOI
https://doi.org/10.71476/cc4m-0n68
Primary Topic
Economic Growth and Productivity
Type
article
Field-Weighted Citation Impact
0.00
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article

A Practical Approach to Estimating Sector-Level Substitution Elasticities with PPML

Staff Working Papers: U.S. International Trade Commission
Economic Growth and Productivity
article

A Practical Approach to Estimating Sector-Level Substitution Elasticities with PPML

article en

Abstract

In this paper, we provide a practical approach to estimating the elasticity of substitution by sector using a PPML estimator, building on the methodology described in Riker (2020). The method is illustrated by estimating elasticities for NAICS 3-digit and 6-digit manufacturing sectors. The PPML estimates are compared with estimates produced using OLS and across different levels of aggregation in the data. We find that the PPML estimator tends to produce elasticity estimates that are larger and have greater variability than the OLS estimates.

Staff Working Papers: U.S. International Trade Commission
Industry, innovation and infrastructure
Openalex Percentile: Top 47%
Economic Growth and Productivity
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A Practical Approach to Estimating Sector-Level Substitution Elasticities with PPML · Staff Working Papers: U.S. International Trade Commission (2025) | TGRS Research Map | TGRS