Standout Papers

Text as Data 2019 2026 2021 2023 545
  1. Text as Data (2019)
    Matthew Gentzkow, Bryan Kelly et al. Journal of Economic Literature

Citation Impact

Citing Papers

The rise of age-friendly jobs
2022 StandoutNobel
A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts
2022 Standout
Machine Learning: Algorithms, Real-World Applications and Research Directions
2021 Standout
Geopolitical risk uncertainty and oil future volatility: Evidence from MIDAS models
2019 Standout
A survey on opinion mining and sentiment analysis: Tasks, approaches and applications
2015 Standout
Hazard analysis: A deep learning and text mining framework for accident prevention
2020 Standout
Elevated threat levels and decreased expectations: How democracy handles terrorist threats
2013
Optimal Experimental Design for Staggered Rollouts
2019 StandoutNobel
Does renewable energy redefine geopolitical risks?
2021 Standout
Machine Learning: An Applied Econometric Approach
2017 Standout
New Frontiers: The Origins and Content of New Work, 1940–2018
2022
Measuring Geopolitical Risk
2022 Standout
Recursive partitioning for heterogeneous causal effects
2016 StandoutNobel
Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology
2018 Standout
Topic Modeling in Management Research: Rendering New Theory from Textual Data
2019 Standout
The simple macroeconomics of AI
2024 StandoutNobel
Artificial intelligence as a general-purpose technology: an historical perspective
2021 Standout
Debiasing Concept-based Explanations with Causal Analysis
2020
Measuring Geopolitical Risk
2022
Data ex Machina: Introduction to Big Data
2017
Machine Learning Methods That Economists Should Know About
2019 StandoutNobel
Computer-Assisted Text Analysis for Comparative Politics
2015 Standout
New Frontiers: The Origins and Content of New Work, 1940–2018
2024
Acquisition of chess knowledge in AlphaZero
2022 StandoutNobel
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
2017
The structural topic model and applied social science
2013
Machine Translation: Mining Text for Social Theory
2016
Computational Grounded Theory: A Methodological Framework
2017 Standout
stm: An R Package for Structural Topic Models
2019 Standout
Machine learning-based approach: global trends, research directions, and regulatory standpoints
2021 Standout
Information: Hard and Soft
2018
Culture, Institutions and Social Equilibria: A Framework
2021 StandoutNobel
Tree-Based Methods: Consequences of Moving the US Embassy
2019
Quantitative analysis of large amounts of journalistic texts using topic modelling
2015 Standout
Machine learning in agricultural and applied economics
2019
What are Borders Made of? An Analysis of Barriers to European Banking Integration
2008 Standout
Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics
2020 StandoutNobel
Econometric Methods for Program Evaluation
2018
A Model of Text for Experimentation in the Social Sciences
2016 Standout
Folklore
2021
Structural Topic Models for Open‐Ended Survey Responses
2014 Standout

Works of Matt Taddy being referenced

The Gamma Lasso
2013
Heterogeneous Treatment Effects in Digital Experimentation
2014
Multinomial Inverse Regression for Text Analysis
2012
Measuring Technological Innovation over the Long Run
2021
Measuring Political Sentiment on Twitter: Factor Optimal Design for Multinomial Inverse Regression
2013
Measuring Technological Innovation over the Long Run
2018
Text as Data
2019 Standout
A Nonparametric Bayesian Analysis of Heterogenous Treatment Effects in Digital Experimentation
2016
Deep IV: a flexible approach for counterfactual prediction
2017
Rankless by CCL
2026