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Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts

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  1. Sanders James & Lisi Giulio & Schonhardt-Bailey Cheryl, 2017. "Themes and Topics in Parliamentary Oversight Hearings: A New Direction in Textual Data Analysis," Statistics, Politics and Policy, De Gruyter, vol. 8(2), pages 153-194, December.
  2. Michelle L. Johnson & Lindsay K. Campbell & Erika S. Svendsen & Heather L. McMillen, 2019. "Mapping Urban Park Cultural Ecosystem Services: A Comparison of Twitter and Semi-Structured Interview Methods," Sustainability, MDPI, vol. 11(21), pages 1-21, November.
  3. Djourelova, Milena & Durante, Ruben, 2019. "Media Attention and Strategic Timing in Politics: Evidence from U.S. Presidential Executive Orders," CEPR Discussion Papers 13961, C.E.P.R. Discussion Papers.
  4. Scherzinger, Johannes, 2022. "Unbowed, unbent, unbroken? Examining the validity of the responsibility to protect," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, issue (OnlineFi, pages 1-1.
  5. Sergei Guriev & Daniel Treisman, 2019. "Informational Autocrats," Journal of Economic Perspectives, American Economic Association, vol. 33(4), pages 100-127, Fall.
  6. Julia Wolfinger & Lars P. Feld & Ekkehard A. Köhler & Tobias Thomas, 2018. "57 Channels (And Nothin On) - Does TV-News on the Eurozone Affect Government Bond Yield Spreads?," CESifo Working Paper Series 7437, CESifo.
  7. Morelli, Massimo & Ash, Elliott & Vannoni, Matia, 2022. "More Laws, More Growth? Evidence from U.S. States," CEPR Discussion Papers 15629, C.E.P.R. Discussion Papers.
  8. Soojin Oh Park & Nail Hassairi, 2021. "What predicts legislative success of early care and education policies?: Applications of machine learning and Natural Language Processing in a cross-state early childhood policy analysis," PLOS ONE, Public Library of Science, vol. 16(2), pages 1-36, February.
  9. Bruce Sacerdote & Ranjan Sehgal & Molly Cook, 2020. "Why Is All COVID-19 News Bad News?," NBER Working Papers 28110, National Bureau of Economic Research, Inc.
  10. Zhang, Han, 2021. "How Using Machine Learning Classification as a Variable in Regression Leads to Attenuation Bias and What to Do About It," SocArXiv 453jk, Center for Open Science.
  11. Carly Knight, 2022. "When Corporations Are People: Agent Talk and the Development of Organizational Actorhood, 1890–1934," Sociological Methods & Research, , vol. 51(4), pages 1634-1680, November.
  12. Bernhardt, Lea & Dewenter, Ralf & Thomas, Tobias, 2020. "Measuring partisan media bias in US Newscasts from 2001-2012," Working Paper 183/2020, Helmut Schmidt University, Hamburg, revised 15 Nov 2022.
  13. Ntentas, Raphael, 2021. "Quantifying political populism and examining the link with economic insecurity: evidence from Greece," LSE Research Online Documents on Economics 112579, London School of Economics and Political Science, LSE Library.
  14. Ferrara, Federico M. & Masciandaro, Donato & Moschella, Manuela & Romelli, Davide, 2022. "Political voice on monetary policy: Evidence from the parliamentary hearings of the European Central Bank," European Journal of Political Economy, Elsevier, vol. 74(C).
  15. James Demastus & Nancy E. Landrum, 2024. "Organizational sustainability schemes align with weak sustainability," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 707-725, February.
  16. Helena Seibicke & Asimina Michailidou, 2022. "The Challenges of Reconstructing Citizen-Driven EU Contestation in the Digital Media Sphere," Politics and Governance, Cogitatio Press, vol. 10(1), pages 97-107.
  17. Christopher Gandrud & Mark Hallerberg, 2015. "What is a Financial Crisis? Efficiently Measuring Real-Time Perceptions of Financial Market Stress with an Application to Financial Crisis Budget Cycles," CESifo Working Paper Series 5632, CESifo.
  18. Anila Arif & Kashif Shafique & Khuram Ahmad Khan & Shahida Haji, 2021. "Analysis of Water Policy & Sustainable Development in Pakistan," International Journal of Agriculture & Sustainable Development, 50sea, vol. 3(4), pages 87-93, November.
  19. Brian D. Feinstein & Jennifer Nou, 2023. "Strategic subdelegation," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 20(4), pages 746-817, December.
  20. Lin, Annie E. & Young, Jimmy A. & Guarino, Jeannine E., 2022. "Mother-Daughter sexual abuse: An exploratory study of the experiences of survivors of MDSA using Reddit," Children and Youth Services Review, Elsevier, vol. 138(C).
  21. van Loon, Austin, 2022. "Three Families of Automated Text Analysis," SocArXiv htnej, Center for Open Science.
  22. Zack W. Almquist & Benjamin E. Bagozzi, 2019. "Using Radical Environmentalist Texts to Uncover Network Structure and Network Features," Sociological Methods & Research, , vol. 48(4), pages 905-960, November.
  23. Grajzl, Peter & Murrell, Peter, 2021. "A machine-learning history of English caselaw and legal ideas prior to the Industrial Revolution I: generating and interpreting the estimates," Journal of Institutional Economics, Cambridge University Press, vol. 17(1), pages 1-19, February.
  24. Thewissen, James & Shrestha, Prabal & Torsin, Wouter & Pastwa, Anna M., 2022. "Unpacking the black box of ICO white papers: A topic modeling approach," Journal of Corporate Finance, Elsevier, vol. 75(C).
  25. Giovanna Maria Dora Dore, 2023. "A Natural Language Processing Analysis of Newspapers Coverage of Hong Kong Protests Between 1998 and 2020," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 169(1), pages 143-166, September.
  26. Christina Bannier & Thomas Pauls & Andreas Walter, 2019. "Content analysis of business communication: introducing a German dictionary," Journal of Business Economics, Springer, vol. 89(1), pages 79-123, February.
  27. Anna Ruelens, 2022. "Analyzing user-generated content using natural language processing: a case study of public satisfaction with healthcare systems," Journal of Computational Social Science, Springer, vol. 5(1), pages 731-749, May.
  28. Dehler-Holland, Joris & Okoh, Marvin & Keles, Dogan, 2022. "Assessing technology legitimacy with topic models and sentiment analysis – The case of wind power in Germany," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
  29. Ben Cormier & Mark S. Manger, 2022. "Power, ideas, and World Bank conditionality," The Review of International Organizations, Springer, vol. 17(3), pages 397-425, July.
  30. Laura Devaney & Pat Brereton & Diarmuid Torney & Martha Coleman & Constantine Boussalis & Travis G. Coan, 2020. "Environmental literacy and deliberative democracy: a content analysis of written submissions to the Irish Citizens’ Assembly on climate change," Climatic Change, Springer, vol. 162(4), pages 1965-1984, October.
  31. Justyna Klejdysz & Robin L. Lumsdaine, 2023. "Shifts in ECB Communication: A Textual Analysis of the Press Conference," International Journal of Central Banking, International Journal of Central Banking, vol. 19(2), pages 473-542, June.
  32. Natalie A. Carlson, 2023. "Differentiation in microenterprises," Strategic Management Journal, Wiley Blackwell, vol. 44(5), pages 1141-1167, May.
  33. Swati Agarwal & Sayantani Sarkar, 2022. "Topical analysis of migration coverage during lockdown in India by mainstream print media," PLOS ONE, Public Library of Science, vol. 17(2), pages 1-19, February.
  34. T. Philipp Dybowski & Bernd Kempa, 2019. "The ECB’s monetary pillar after the financial crisis," CQE Working Papers 8519, Center for Quantitative Economics (CQE), University of Muenster.
  35. Ahn, Sang-Jin & Yoon, Ho Young & Lee, Young-Joo, 2021. "Text mining as a tool for real-time technology assessment: Application to the cross-national comparative study on artificial organ technology," Technology in Society, Elsevier, vol. 66(C).
  36. Fabienne Kiener & Ann-Sophie Gnehm & Simon Clematide & Uschi Backes-Gellner, 2019. "IT skills in vocational training curricula and labour market outcomes," Economics of Education Working Paper Series 0159, University of Zurich, Department of Business Administration (IBW), revised Sep 2022.
  37. Fabio Gatti, 2024. "Quantifying Trade from Renaissance Merchant Letters," Diskussionsschriften dp2403, Universitaet Bern, Departement Volkswirtschaft.
  38. Ozan Aksoy, 2021. "Preaching to Social Media: Turkey’s Friday Khutbas and Their Effects on Twitter," DoQSS Working Papers 21-17, Quantitative Social Science - UCL Social Research Institute, University College London.
  39. Koning, Stephanie M., 2019. "Displacement contexts and violent landscapes: How conflict and displacement structure women's lives and ongoing threats at the Thai-Myanmar border," Social Science & Medicine, Elsevier, vol. 240(C).
  40. Rebecca Cordell & Kristian Skrede Gleditsch & Florian G Kern & Laura Saavedra-Lux, 2020. "Measuring institutional variation across American Indian constitutions using automated content analysis," Journal of Peace Research, Peace Research Institute Oslo, vol. 57(6), pages 777-788, November.
  41. Mark Quigley & Jeremy D. Silver, 2022. "Science advocacy in political rhetoric and actions," Environment Systems and Decisions, Springer, vol. 42(3), pages 462-476, September.
  42. Rybinski, Krzysztof, 2021. "Ranking professional forecasters by the predictive power of their narratives," International Journal of Forecasting, Elsevier, vol. 37(1), pages 186-204.
  43. Yuting Chen & Don Bredin & Valerio Potì & Roman Matkovskyy, 2022. "COVID risk narratives: a computational linguistic approach to the econometric identification of narrative risk during a pandemic," Digital Finance, Springer, vol. 4(1), pages 17-61, March.
  44. Gabriele Camera, Rod Garratt, Cyril Monnet, 2024. "Truth by Consensus: A Theoretical and Empirical Investigation," Diskussionsschriften dp2404, Universitaet Bern, Departement Volkswirtschaft.
  45. Li, Jianping & Li, Guowen & Liu, Mingxi & Zhu, Xiaoqian & Wei, Lu, 2022. "A novel text-based framework for forecasting agricultural futures using massive online news headlines," International Journal of Forecasting, Elsevier, vol. 38(1), pages 35-50.
  46. Fink, Simon & Ruffing, Eva, 2020. "Learning in iterated consultation procedures – The example of the German electricity grid demand planning," Utilities Policy, Elsevier, vol. 65(C).
  47. Ms. Ghada Fayad & Chengyu Huang & Yoko Shibuya & Peng Zhao, 2020. "How Do Member Countries Receive IMF Policy Advice: Results from a State-of-the-art Sentiment Index," IMF Working Papers 2020/007, International Monetary Fund.
  48. Daniel Karell & Andrew Linke & Edward Holland & Edward Hendrickson, 2023. "“Born for a Storm†: Hard-Right Social Media and Civil Unrest," American Sociological Review, , vol. 88(2), pages 322-349, April.
  49. Eyal Eckhaus & Zachary Sheaffer, 2018. "Managerial hubris detection: the case of Enron," Risk Management, Palgrave Macmillan, vol. 20(4), pages 304-325, November.
  50. Dukalskis, Alexander & Gerschewski, Johannes, 2020. "Adapting or Freezing? Ideological Reactions of Communist Regimes to a Post-Communist World," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 55(3), pages 511-532.
  51. Carlos Mendez & Fernando Mendez & Vasiliki Triga & Juan Miguel Carrascosa, 2020. "EU Cohesion Policy under the Media Spotlight: Exploring Territorial and Temporal Patterns in News Coverage and Tone," Journal of Common Market Studies, Wiley Blackwell, vol. 58(4), pages 1034-1055, July.
  52. Merz, Nicolas & Regel, Sven & Lewandowski, Jirka, 2016. "The Manifesto Corpus: A new resource for research on political parties and quantitative text analysis," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 3(2 (April-), pages 1-8.
  53. Madu, Christian N. & Kuei, Chu-hua & Ozumba, Benjamin C. & Nnadi, Valentine E. & Madu, Ifeanyi E. & Ezeasor, Ikenna C., 2018. "Using the DPSIR framework and data analytics to analyze oil spillages in the Niger delta area," Land Use Policy, Elsevier, vol. 78(C), pages 78-90.
  54. Tavishi Priyam & Tao Ruan & Qin Lv, 2023. "Demographic-Based Public Perception Analysis of Electric Vehicles on Online Social Networks," Sustainability, MDPI, vol. 16(1), pages 1-16, December.
  55. H. Andrew Schwartz & Lyle H. Ungar, 2015. "Data-Driven Content Analysis of Social Media," The ANNALS of the American Academy of Political and Social Science, , vol. 659(1), pages 78-94, May.
  56. Edward Kerby & Alexander Moradi & Hanjo Odendaal, 2022. "African time travellers: what can we learn from 500 years of written accounts?," Oxford Economic and Social History Working Papers _201, University of Oxford, Department of Economics.
  57. Valentina A. Bali & Devin Higgins, 2023. "More than Meets the Eye? Using Text Analytic Techniques to Unpack School Mission Statements," SAGE Open, , vol. 13(4), pages 21582440231, December.
  58. Anselm Küsters, 2022. "Applying Lessons from the Past? Exploring Historical Analogies in ECB Speeches through Text Mining, 1997–2019," International Journal of Central Banking, International Journal of Central Banking, vol. 18(1), pages 277-329, March.
  59. Li, Guowen & Jing, Zhongbo & Li, Jingyu & Feng, Yuyao, 2023. "Drivers of risk correlation among financial institutions: A study based on a textual risk disclosure perspective," Economic Modelling, Elsevier, vol. 128(C).
  60. Rybinski, Krzysztof, 2020. "The forecasting power of the multi-language narrative of sell-side research: A machine learning evaluation," Finance Research Letters, Elsevier, vol. 34(C).
  61. Gloria Gennaro & Elliott Ash, 2022. "Emotion and Reason in Political Language," The Economic Journal, Royal Economic Society, vol. 132(643), pages 1037-1059.
  62. Keith Carlson & Michael A. Livermore & Daniel N. Rockmore, 2020. "The Problem of Data Bias in the Pool of Published U.S. Appellate Court Opinions," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 17(2), pages 224-261, June.
  63. Rauh, Christian, 2015. "Communicating supranational governance? The salience of EU affairs in the German Bundestag, 1991–2013," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 16(1), pages 116-138.
  64. Tim Schatto-Eckrodt & Robin Janzik & Felix Reer & Svenja Boberg & Thorsten Quandt, 2020. "A Computational Approach to Analyzing the Twitter Debate on Gaming Disorder," Media and Communication, Cogitatio Press, vol. 8(3), pages 205-218.
  65. Seraphine F. Maerz & Carsten Q. Schneider, 2020. "Comparing public communication in democracies and autocracies: automated text analyses of speeches by heads of government," Quality & Quantity: International Journal of Methodology, Springer, vol. 54(2), pages 517-545, April.
  66. Andrea Ceron & Luigi Curini & Stefano M. Iacus, 2019. "ISIS at Its Apogee: The Arabic Discourse on Twitter and What We Can Learn From That About ISIS Support and Foreign Fighters," SAGE Open, , vol. 9(1), pages 21582440187, March.
  67. Pongsak Luangaram & Warapong Wongwachara, 2017. "More Than Words: A Textual Analysis of Monetary Policy Communication," PIER Discussion Papers 54, Puey Ungphakorn Institute for Economic Research.
  68. Nikoleta E. Glynatsi & Vincent A. Knight, 2021. "A bibliometric study of research topics, collaboration, and centrality in the iterated prisoner’s dilemma," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-12, December.
  69. Hunger, Sophia & Paxton, Fred, 2022. "What’s in a Buzzword? A Systematic Review of the State of Populism Research in Political Science," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 10(3), pages 617-633.
  70. David Ardia & Keven Bluteau & Mohammad‐Abbas Meghani, 2024. "Thirty years of academic finance," Journal of Economic Surveys, Wiley Blackwell, vol. 38(3), pages 1008-1042, July.
  71. H Andrew Schwartz & Johannes C Eichstaedt & Margaret L Kern & Lukasz Dziurzynski & Stephanie M Ramones & Megha Agrawal & Achal Shah & Michal Kosinski & David Stillwell & Martin E P Seligman & Lyle H U, 2013. "Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach," PLOS ONE, Public Library of Science, vol. 8(9), pages 1-16, September.
  72. Pratima (Tima) Bansal & Jury Gualandris & Nahyun Kim, 2020. "Theorizing Supply Chains with Qualitative Big Data and Topic Modeling," Journal of Supply Chain Management, Institute for Supply Management, vol. 56(2), pages 7-18, April.
  73. Michalopoulos, Stelios & ,, 2019. "Folklore," CEPR Discussion Papers 13425, C.E.P.R. Discussion Papers.
  74. Rambaccussing, Dooruj & Kwiatkowski, Andrzej, 2020. "Forecasting with news sentiment: Evidence with UK newspapers," International Journal of Forecasting, Elsevier, vol. 36(4), pages 1501-1516.
  75. Jaeho Choi & Anoop Menon & Haris Tabakovic, 2021. "Using machine learning to revisit the diversification–performance relationship," Strategic Management Journal, Wiley Blackwell, vol. 42(9), pages 1632-1661, September.
  76. Gunnar Friede, 2019. "Why don't we see more action? A metasynthesis of the investor impediments to integrate environmental, social, and governance factors," Business Strategy and the Environment, Wiley Blackwell, vol. 28(6), pages 1260-1282, September.
  77. Heinemann, Friedrich & Kemper, Jan, 2022. "Inflation of objectives instead of focus on inflation? Evidence on the ECB objective function from a textual analysis," ZEW Expert Briefs 22-07, ZEW - Leibniz Centre for European Economic Research.
  78. Purwoko Haryadi Santoso & Edi Istiyono & Haryanto & Wahyu Hidayatulloh, 2022. "Thematic Analysis of Indonesian Physics Education Research Literature Using Machine Learning," Data, MDPI, vol. 7(11), pages 1-41, October.
  79. Gadat, Sébastien & Villeneuve, Stéphane, 2023. "Parsimonious Wasserstein Text-mining," TSE Working Papers 23-1471, Toulouse School of Economics (TSE).
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  81. Andrew Todd & James Bowden & Yashar Moshfeghi, 2024. "Text‐based sentiment analysis in finance: Synthesising the existing literature and exploring future directions," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 31(1), March.
  82. Hung, Shih-Chang & Chang, Shu-Chen, 2023. "Framing the virus: The political, economic, biomedical and social understandings of the COVID-19 in Taiwan," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
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  88. Greene, Zac & Ceron, Andrea & Schumacher, Gijs & Fazekas, Zoltan, 2016. "The Nuts and Bolts of Automated Text Analysis. Comparing Different Document Pre-Processing Techniques in Four Countries," OSF Preprints ghxj8, Center for Open Science.
  89. Joshua Mitts, 2020. "Short and Distort," The Journal of Legal Studies, University of Chicago Press, vol. 49(2), pages 287-334.
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  92. Richard Hanania, 2021. "The Humanitarian Turn at the UNSC: Explaining the development of international norms through machine learning algorithms," Journal of Peace Research, Peace Research Institute Oslo, vol. 58(4), pages 655-670, July.
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  99. Kayser, Victoria, 2017. "Comparing public and scientific discourse in the context of innovation systems," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 348-357.
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  101. Carlos Arcila-Calderón & David Blanco-Herrero & Maximiliano Frías-Vázquez & Francisco Seoane-Pérez, 2021. "Refugees Welcome? Online Hate Speech and Sentiments in Twitter in Spain during the Reception of the Boat Aquarius," Sustainability, MDPI, vol. 13(5), pages 1-16, March.
  102. Nikolas Schöll & Aina Gallego & Gaël Le Mens, 2021. "Politician-Citizen Interactions and Dynamic Representation: Evidence from Twitter," Working Papers 1238, Barcelona School of Economics.
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  105. Ballandonne, Matthieu & Cersosimo, Igor, 2022. "Towards a “Text as Data” Approach in the History of Economics: An Application to Adam Smith’s Classics," OSF Preprints mg3zb, Center for Open Science.
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  108. Eero Vaara & Laura Fritsch, 2022. "Strategy as language and communication: Theoretical and methodological advances and avenues for the future in strategy process and practice research," Strategic Management Journal, Wiley Blackwell, vol. 43(6), pages 1170-1181, June.
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  110. Ralf Dewenter & Uwe Dulleck & Tobias Thomas, 2020. "Does the 4th estate deliver? The Political Coverage Index and its application to media capture," Constitutional Political Economy, Springer, vol. 31(3), pages 292-328, September.
  111. Kanyao Han & Rezvaneh Rezapour & Katia Nakamura & Dikshya Devkota & Daniel C. Miller & Jana Diesner, 2023. "An expert‐in‐the‐loop method for domain‐specific document categorization based on small training data," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 74(6), pages 669-684, June.
  112. Latifi, Albina & Naboka-Krell, Viktoriia & Tillmann, Peter & Winker, Peter, 2023. "Fiscal Policy in the Bundestag: Textual Analysis and Macroeconomic Effects," VfS Annual Conference 2023 (Regensburg): Growth and the "sociale Frage" 277624, Verein für Socialpolitik / German Economic Association.
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  114. Sara Kahn-Nisser, 2019. "When the targets are members and donors: Analyzing inter-governmental organizations’ human rights shaming," The Review of International Organizations, Springer, vol. 14(3), pages 431-451, September.
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  116. Hirsch, Patrick & Feld, Lars P. & Köhler, Ekkehard A. & Thomas, Tobias, 2024. "“Whatever It Takes!” How tonality of TV-news affected government bond yield spreads during the European debt crisis," European Journal of Political Economy, Elsevier, vol. 82(C).
  117. Bertie Vidgen & Taha Yasseri, 2020. "What, when and where of petitions submitted to the UK government during a time of chaos," Policy Sciences, Springer;Society of Policy Sciences, vol. 53(3), pages 535-557, September.
  118. Damani K. White-Lewis & KerryAnn O’Meara & Kiernan Mathews & Nicholas Havey, 2023. "Leaving the Institution or Leaving the Academy? Analyzing the Factors that Faculty Weigh in Actual Departure Decisions," Research in Higher Education, Springer;Association for Institutional Research, vol. 64(3), pages 473-494, May.
  119. Lehotský, Lukáš & Černoch, Filip & Osička, Jan & Ocelík, Petr, 2019. "When climate change is missing: Media discourse on coal mining in the Czech Republic," Energy Policy, Elsevier, vol. 129(C), pages 774-786.
  120. Aksoy, Ozan, 2021. "Preaching to Social Media: Turkey’s Friday Khutbas and Their Effects on Twitter," SocArXiv ngdrv, Center for Open Science.
  121. Martha Jeong & Julia Minson & Michael Yeomans & Francesca Gino, 2019. "Communicating with Warmth in Distributive Negotiations Is Surprisingly Counterproductive," Management Science, INFORMS, vol. 65(12), pages 5813-5837, December.
  122. Caspi, Aviv & Stiglitz, Edward H., 2020. "Measuring discourse by algorithm," International Review of Law and Economics, Elsevier, vol. 62(C).
  123. Elliott Ash & Germain Gauthier & Philine Widmer, 2021. "RELATIO: Text Semantics Capture Political and Economic Narratives," Papers 2108.01720, arXiv.org, revised Apr 2022.
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