Measuring Group Differences in High‐Dimensional Choices: Method and Application to Congressional Speech

Gentzkow, Matthew, Shapiro, Jesse M., Taddy, Matt·2019·Econometrica
DOI 10.3982/ecta16566

Cited by (380)

Items 201–300 of 380

  1. Shaping the Narrative: Examining News Coverage of Voter ID Laws in the United States
    Ana Alonso-Curbelo, Damian Trilling, Mónika Simon, A. Kroon · 2024 · Journalism Studies
  2. Machine Learning for Econometrics
    Christophe Gaillac, Jérémy L’Hour · 2025
  3. Migration crisis in the local news: Evidence from the French–Italian border
    Silvia Peracchi · 2025 · Journal of Urban Economics
  4. Evaluating group interactions in epileptic brain networks by hypergraph and higher-order homophily
    Zhaohui Li, Yunlu Cai, Weina Cai · 2025 · Journal of Neural Engineering
  5. Computational measurement of political positions: a review of text-based ideal point estimation algorithms
    Patrick Parschan, Charlott Jakob · 2025 · Quality & Quantity
  6. Supply chain innovation pilot policy and firms' new quality productive forces: Empirical evidence from double machine learning
    Dazhi Yue, Kai Zhao, 邱國彰 · 2026 · International Review of Economics & Finance
  7. Influencing a polarized and connected legislature
    Ratul Das Chaudhury, Christian Matthew Leister, Birendra K. Rai · 2023 · Games and Economic Behavior
  8. Using Online Vacancy and Job Applicants' Data to Study Skills Dynamics
    Verónica Escudero, Hannah Liepmann, Ana Podjanin · 2024 · Research in labor economics
  9. Campaign contributions and legislative behavior: Evidence from U.S. Congress
    Alberto Parmigiani · 2025 · Journal of Public Economics
  10. Republican Support and Economic Hardship: The Enduring Effects of the Opioid Epidemic
    Carolina Arteaga, Victoria Barone · 2025 · The Quarterly Journal of Economics
  11. Can Economics Become More Reflexive? Exploring the Potential of Mixed Methods
    Vijayendra Rao · 2022 · Springer eBooks
  12. More than Votes? Voting and Language based Partisanship in the US Supreme Court
    Biaoyan Fang, Trevor Cohn, Timothy Baldwin, Lea Frermann · 2023 · Findings of the Association for Computational Linguistics: EMNLP (Findings of EMNLP)
  13. Bridging or Breaking: Impact of Intergroup Interactions on Religious Polarization
    Rochana Chaturvedi, Sugat Chaturvedi, Elena Zheleva · 2024 · International World Wide Web Conference (WWW)
  14. Motivated Reasoning in the Field: Polarization of Prose, Precedent, and Policy in U.S. Circuit Courts, 1891-2013
    Wei Lu, Daniel L. Chen · 2018 · SSRN Electronic Journal
  15. Leadership Rotations and the Convergence of Subnational Economic Policies in China: Evidence from Provincial Government Work Reports
    Jiaxuan Lu · 2021 · SSRN Electronic Journal
  16. Polarized Contributions but Convergent Agendas
    Thorsten Drautzburg, Igor Livshits, Mark L. J. Wright · 2022 · Working paper
  17. Lead Inventor Gender and Patent Citations: Evidence from Causal BERT Estimation
    Yael V. Hochberg, Ali Kakhbod, Peiyao Li, Kunal Sachdeva · 2022 · SSRN Electronic Journal
  18. Eroding civic capital: how persistent organized crime diminishes tax compliance
    Francesca Maria Calamunci, Federico Fabio Frattini · 2023 · SSRN Electronic Journal
  19. Partisan Language in a Polarized World: In-Group Language Provides Reputational Benefits to Speakers While Polarizing Audiences
    Alexander Cameron Walker, Jonathan Albert Fugelsang, Derek J. Koehler · 2024 · SSRN Electronic Journal
  20. Finnish parliamentary speeches dataset
    Salla Simola, Jeremias Nieminen, Janne Tukiainen · 2025 · Scientific Data
  21. One nation, under war: Did the language of Fox News and MSNBC converge during the invasion of Ukraine?
    Geoffrey A. Wetherell, Jordan L. Thompson, Isabella Vallejo, Kevin Lanning · 2023 · Analyses of Social Issues and Public Policy
  22. Dynamic electoral competition with voter loss-aversion and imperfect recall
    Ben Lockwood, Minh Le, James Charles Rockey · 2024 · Journal of Public Economics
  23. Measuring Distances in High Dimensional Spaces
    Breanna Green, Will Hobbs, Sofia Avila · 2025 · Political Analysis
  24. Bootstrap based asymptotic refinements for high-dimensional nonlinear models
    Joël L. Horowitz, Ahnaf Rafi · 2025 · Journal of Econometrics
  25. Sentiment Analysis of Teaching Evaluations: Evidence From Nearly 8 Million Rate My Professor Reviews
    José M. Fernández, Erin A. Yetter · 2025 · Southern Economic Journal
  26. A Male Hostility Spiral? Polarized Communication among Political Elites on Social Media
    Albert Wendsjö, Hanna Bäck, Andrej Kokkonen · 2025 · The Journal of Politics
  27. Large Language Models in Economics
    Elliott Ash, Stephen E. Hansen, Yabra Muvdi, Claudia Marangon · 2025 · Springer eBooks
  28. Unveiling ideological extremes in parliamentary debates using transformer-based language models
    Barbara Kos, Lana Tuković, Ema Vlainić, Marina Bagić Babac · 2026 · Journal of Information Technology & Politics
  29. Speaking apart: Rhetorical polarization in Turkey’s parliament, 2011–2023
    Betül Aydoğan Ünal, Mesut Körpe, Selin Bengi Gümrükçü · 2026 · Mediterranean Politics
  30. Extracting ideological dimensions from legislative speeches in the Japanese Diet
    Tomoki Kaneko, Taka-Aki Asano, Hirofumi Miwa · 2026 · Social Science Japan Journal
  31. Are patents with female inventors under-cited? Evidence from text estimation
    Yael V. Hochberg, Ali Kakhbod, Peiyao Li, Kunal Sachdeva · 2026 · Journal of Financial Economics
  32. Figurative and literal language in US governor speeches
    Léo Picard, Dominik Stammbach · 2026 · Zeitschrift für schweizerische Statistik und Volkswirtschaft/Schweizerische Zeitschrift für Volkswirtschaft und Statistik/Swiss journal of economics and statistics
  33. A review of generative autoencoder frameworks and their latent modeling strategies
    Mousumi Behera, Prasenjit Dey · 2026 · Applied Soft Computing
  34. Policy without Partisanship: The Direct Appeals of First Ladies
    Fu Shu, Meg Savel · 2020 · Presidential Studies Quarterly
  35. Speaking for Women as Republicans
    Catherine N. Wineinger · 2022
  36. If a Tree Falls in the Forest: Presidential Press Conferences and Early Media Narratives about the COVID-19 Crisis
    Masha Krupenkin, Kai Zhu, Dylan Walker, David M. Rothschild · 2022 · Journal of Quantitative Description Digital Media
  37. Using Knowledge Graphs to Detect Partisanship in Online Political Discourse
    Ari Decter-Frain, Vladimir Barash · 2023 · Studies in computational intelligence
  38. Ballot Reform, the Personal Vote, and Political Representation in the United States
    Daniel J. Moskowitz, Jon C. Rogowski · 2023 · British Journal of Political Science
  39. Cultural Animal Theory of Political Partisan Conflict and Hostility
    Roy Frederick Baumeister, Brad J. Bushman · 2023 · Psychological Inquiry
  40. The moral accounting of debts: productivity, deservingness and the consensual creation of Chapter XIII bankruptcy
    Nicholas A Pang · 2024 · Socio-Economic Review
  41. Forensic analysis of populist discourse and multimodal craft of consensus in Netanyahu's July 2024 Congressional address
    Nashwa Abdelkader Elyamany, Yasser M. K. Omar, Noorhan Abbas · 2025 · Social Semiotics
  42. A Discourse Analysis Framework for Legislative and Social Media Debates
    Arman Irani, Ju Yeon Park, Kevin Esterling · 2025 · ACM Web Science Conference (WebSci)
  43. Moral policy and current affair issues factors in the 2012 US Presidential election speeches
    Yu. V. Zablotskyi · 2019 · Science and Education a New Dimension
  44. Sensitivity Analysis for Causal Mediation through Text: an Application to Political Polarization
    Graham Tierney, Alexander Volfovsky · 2021
  45. Analyzing Recent (2019) Kashmir Socio-Political Issue: A Voyant Sentiment Analysis of Tweets
    Saba Zaidi, Shaista Allahdad · 2023 · Linguistics and Literature Review
  46. The Disavowal of Decisionism: Politically Motivated Exits from the U.S. Courts of Appeals
    Daniel L. Chen, Eric Reinhart · 2024 · Review of Law & Economics
  47. Public Media Do Serve the State: A Field Experiment
    Shuhei Kitamura, Toshifumi Kuroda · 2020 · Social Science Research Network
  48. 'Descended from Immigrants and Revolutionists': How Family Immigration History Shapes Representation in Congress
    James Feigenbaum, Maxwell Palmer, Benjamin Schneer · 2019 · SSRN Electronic Journal
  49. Using Social Media to Identify the Effects of Congressional Viewpoints on Asset Prices
    Francesco Bianchi, Roberto Gómez Cram, Howard Kung · 2021 · SSRN Electronic Journal
  50. Partisan Entrepreneurship
    Joseph E. Engelberg, Jorge Guzmán, Runjing Lu, William Mullins · 2021
  51. Dynamic Electoral Competition with Voter Loss-Aversion and Imperfect Recall
    Ben Lockwood, Minh Le, James Charles Rockey · 2022 · SSRN Electronic Journal
  52. Partisan Entrepreneurship
    Joseph Engelberg, Jorge Guzmán, Runjing Lu, William Mullins · 2022 · SSRN Electronic Journal
  53. Partisan Traps
    Ethan Bueno de Mesquita, Wioletta Dziuda · 2023 · SSRN Electronic Journal
  54. Measuring Distances in High Dimensional Spaces: Why Average Group Vector Comparisons Exhibit Bias, And What to Do About it
    Breanna Green, Will Hobbs, Pedro L. Rodríguez, Arthur Spirling, Brandon Stewart · 2024
  55. Partisan Language in a Polarized World: In-Group Language Provides Reputational Benefits to Speakers while Polarizing Audiences
    Alexander Cameron Walker, Jonathan Albert Fugelsang, Derek J. Koehler · 2024
  56. Strategic Policy Responsiveness to Challenger Platforms: Evidence from U.S. House Incumbents
    Felix Schönenberger · 2024 · SSRN Electronic Journal
  57. Imagine your life at 25: Gender conformity and later-life outcomes
    Sreevidya Ayyar, Uta Bolt, Eric French, Cormac O’Dea · 2024
  58. The Partisan Divergence in U.S. Local Policy, 1972-2017
    Elliott Ash, Sergio Galletta · 2024 · SSRN Electronic Journal
  59. Measuring Judicial Sentiment:Methods and Application to U.S. Circuit Courts
    Sergio Galletta, Elliott Ash, Daniel L. Chen · 2019 · SSRN Electronic Journal
  60. Why Did Politicians Intervene in the Fair Value Debate? The Role of Ideology and Special Interests
    Jannis Bischof, Christoph J. Sextroh · 2017 · SSRN Electronic Journal
  61. Political Narratives and the US Partisan Gender Gap
    Armenak Antinyan, Thomas Bassetti, Luca Corazzini, Filippo Pavesi · 2021 · Frontiers in Psychology
  62. What We Teach About Race and Gender: Representation in Images and Text of Children's Books
    Anjali Adukia, Alex Eble, Emileigh Harrison, Hakizumwami Birali Runesha, Teodora Szasz · 2021 · SSRN Electronic Journal
  63. Discussion of “Text Selection” by Bryan Kelly, Asaf Manela, and Alan Moreira
    Markus Pelger · 2021 · Journal of Business and Economic Statistics
  64. Negative Advertising and Product Design
    Gorkem Bostanci, Pınar Yıldırım, Kinshuk Jerath · 2021 · SSRN Electronic Journal
  65. Discussion on “Text Selection”
    Xiaofei Xu, Ying Chen, Steven G. Kou · 2021 · Journal of Business and Economic Statistics
  66. A Discussion of “Text Selection”
    Nitish Ranjan Sinha · 2021 · Journal of Business and Economic Statistics
  67. Quantifying Vision through Language Demonstrates that Visionary Ideas Come from the Periphery
    Paul Jerry Vicinanza, Amir Goldberg, Sameer B. Srivastava · 2021
  68. Media Trust and Persuasion
    Shuhei Kitamura, Toshifumi Kuroda · 2021
  69. Amplifying a Collective Voice
    Catherine N. Wineinger · 2022
  70. Conclusion
    Catherine N. Wineinger · 2022
  71. Introduction
    Catherine N. Wineinger · 2022
  72. Institutionalizing a Partisan-Gender Identity
    Catherine N. Wineinger · 2022
  73. Culturally Speaking
    Catherine N. Wineinger · 2022
  74. The Fault in the Stars: Employee Sentiment and Stock Returns using Text Analysis
    Mary J Becker, Alexander Cardazzi, Zachary McGurk · 2022 · SSRN Electronic Journal
  75. TPPI: Textual Political Polarity Indices. The Case of Italian GDP
    Alessandra Amendola, Walter Distaso, Alessandro Grimaldi · 2022 · Springer eBooks
  76. Dynamic Electoral Competition with Voter Loss-Aversion and Imperfect Recall
    Ben Lockwood, Minh Le, James Charles Rockey · 2022 · SSRN Electronic Journal
  77. Opinion Polarization in a Parliamentary Democracy Generates Extreme Legislation
    Avinat Gottesman · 2020 · SSRN Electronic Journal
  78. Bootstrap based asymptotic refinements for high-dimensional nonlinear models
    Joël L. Horowitz, Ahnaf Rafi · 2023
  79. The Changing Polarization of Party Ideologies: The Role of Sorting
    Satyajit Chatterjee, Burcu Eyigungor · 2023 · Working paper
  80. The Influence of Biased Local Newspaper Endorsements
    Kevin DeLuca · 2023
  81. What Drives Tax Policy? Political, Institutional and Economic Determinants of State Tax Policy
    Sarah Robinson, Alisa Tazhitdinova · 2023 · SSRN Electronic Journal
  82. Utilización de datos en línea de vacantes y solicitantes de empleo para estudiar la dinámica de las competencias laborales
    Fidel Bennett, Verónica Escudero, Hannah Liepmann · 2023
  83. THE EXTRALINGUAL PECULIARITIES OF AMERICAN POLITICAL DISCOURSE
    Yurii Zablotskyi · 2023 · Naukovì zapiski Nacìonalʹnogo unìversitetu «Ostrozʹka akademìâ» Serìâ «Fìlologìâ»
  84. Essays in Political Economy: Drivers of Polarization
    Johannes Matzat · 2023
  85. Partisan Traps
    Ethan Bueno de Mesquita, Wioletta Dziuda · 2023 · SSRN Electronic Journal
  86. Endogenous Fracturing under Partisan Voting
    Stephen Yang, Baozhong Yang · 2023 · SSRN Electronic Journal
  87. Chinatowns: Indirect Casualties of the Pandemic
    Yunshu Hu, Tianyi Zhang, Yuerong Zhuang · 2023 · The American Economist
  88. Party Polarization and COVID-19
    Jennifer An-Jou Lin, James N. Druckman · 2023 · Oxford University Press eBooks
  89. Migration Crisis in the Local News: Evidence from the French-Italian Border
    Silvia Peracchi · 2023 · SSRN Electronic Journal
  90. Notes
    Catherine N. Wineinger · 2022
  91. List of Republican Congresswomen Interviewees
    Catherine N. Wineinger · 2022
  92. Complete List of Issues in Woman-Invoked Speeches
    Catherine N. Wineinger · 2022
  93. Copyright Page
    Catherine N. Wineinger · 2022
  94. Dedication
    Catherine N. Wineinger · 2022
  95. CSR Announcements as Political Contributions
    Jun Huang · 2024 · Social Science Research Network
  96. Political debate and Economic Growth: the case of Italy *
    Alessandra Amendola, Walter Distaso, Alessandro Grimaldi · 2024 · SSRN Electronic Journal
  97. Play to your strengths: Incumbency effect and issue emphasis in Brazilian local elections
    Leila Pereira · 2026 · Journal of Economic Behavior & Organization
  98. Political Partisanship and Firm Risk
    Todd G. Griffith, Brian Roseman, James E. Upson · 2024 · SSRN Electronic Journal
  99. Looking into the Consumption Black Box: Evidence from Scanner Data
    Daniel Runge, Krzysztof Pytka · 2024 · SSRN Electronic Journal
  100. Elite Polarization Generates Minority-View Legislation
    Avinat Gottesman · 2024 · SSRN Electronic Journal