activity
20192025
most citedThe Generalized Falsification Adaptive Set for Violations of the Exclusion Restriction and Exogeneity

2 citations · 5 across the 6 of their papers we have counts for

collaborators

6 papers

econ.GN2025

Out-of-sample gravity predictions and trade policy counterfactuals

Nicolas Apfel, Holger Breinlich, Nick Green +3

Gravity equations are often used to evaluate the effects of trade policies, such as regional trade agreements. We argue that their suitability for this purpose critically depends o…

econ.EM2024★ 1 cited

Learning control variables and instruments for causal analysis in observational data

Nicolas Apfel, Julia Hatamyar, Martin Huber +1

This study introduces a data-driven, machine learning-based method to detect suitable control variables and instruments for assessing the causal effect of a treatment on an outcome…

econ.EM2022★ 2 cited

The Generalized Falsification Adaptive Set for Violations of the Exclusion Restriction and Exogeneity

Nicolas Apfel, Frank Windmeijer

The falsification adaptive set (FAS) as proposed by Masten and Poirier (2021) provides an identified set for a treatment effect when the baseline model is falsified, assuming inval…

econ.EM2022

Detecting Grouped Local Average Treatment Effects and Selecting True Instruments

Nicolas Apfel, Helmut Farbmacher, Rebecca Groh +2

Under an endogenous binary treatment with heterogeneous effects and multiple instruments, we propose a two-step procedure for identifying complier groups with identical local avera…

stat.ME2021★ 2 cited

Agglomerative Hierarchical Clustering for Selecting Valid Instrumental Variables

Nicolas Apfel, Xiaoran Liang

We propose a procedure which combines hierarchical clustering with a test of overidentifying restrictions for selecting valid instrumental variables (IV) from a large set of IVs. S…

econ.EM2019

Relaxing the Exclusion Restriction in Shift-Share Instrumental Variable Estimation

Nicolas Apfel

Many economic studies use shift-share instruments to estimate causal effects. Often, all shares need to fulfil an exclusion restriction, making the identifying assumption strict. T…