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

Cited by (3,308)

Items 3,201–3,300 of 3,308

1. State narratives of shale gas development: evidence from a text-as-data study of the United States and China
   Kate Hua-Ke Chi · 2026 · Environmental Politics
2. TaSC-LLM: A Large Language Model–Enabled Business Intelligence Framework for Topic Analytics in Live-Streaming E-Commerce Systems
   Geng Peng, Xiaoxi Wang, Ruoshi Zhang, Ying Liu, Jian Yao, Jingyan Li, Jie Wu · 2026 · Systems
3. Exploratory NLP Analysis of Ideathon Presentation Content: Cambodia (2023–2025) and Thailand (2025)
   Toshiharu Igarashi, Shinya Takei · 2026 · Education Sciences
4. I or We? Linked Fate, Self-Interest, and African American Opinion Toward Reparations
   Tatishe Mavovosi Nteta, Jesse Hessler Rhodes, Bel Corder · 2026 · Political Research Quarterly
5. Does Your Definition Matter? LLMs Comparison Between Prompt Sensitivity and Internal Behavior for Social Media Analysis
   Marc-Alexis Azaïs, Mickaël Coustaty, Jean‐Loup Guillaume · 2026 · Lecture notes in computer science
6. The Sustainable Mobility Innovation Ecosystem: Proposing a Theory-Based Taxonomy
   Luciana Paula Reis, Fabiano Armellini, Ricardo Henrique da Silva, Paulo Carlos Kaminski, Catherine Beaudry · 2026 · Sustainability
7. The Rise of the Skills Agenda in African Education Reforms, 1970-2021
   Stephen Gyan · 2026 · SSRN Electronic Journal
8. DCHA-UNGD: A Dataset and Benchmarks for Directed Climate--Health Attribution in UN General Debate Speeches, 1989--2024
   Hannah Béchara, Krishnamoorthy Manohara, Niheer Dasandi, Slava Mikhaylov · 2026 · ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)
9. The power of locality: National staff enhance performance in international organizations
   Steffen Eckhard, Sebastian Korb, Daniel Baumann · 2026 · The Review of International Organizations
10. The Evolution of Economic Knowledge Through Textbooks: Measuring Economic Approaches in the Twentieth Century
    Gianfranco Tusset · 2026 · History of Political Economy
11. Diagnosing Cross-Media Environmental Risk Governance Gaps: A Hierarchical Topic–Aspect–Frame Framework for Sustainable Environmental Governance
    Wei‐Chih Lin, Chuan Chang Kung, Alvin Kuan · 2026 · Sustainability
12. Operationalizing dialogic principles computationally: A theory-driven framework for analyzing sustainability discourse at scale
    Kemal Günay · 2026 · Public Relations Review
13. BERTopic-Based Policy Topic Modeling of Voluntary National Reviews for Cross-Country Analysis
    Nasim Ahmadzadeh Nobari Azar, Recep Bülent Şenses · 2026 · International Conference on Electrical, Computer and Energy Technologies (ICECET)
14. Artificial intelligence research in school leadership and management: a text mining-based computational literature review and future directions
    Turgut Karaköse, Orhun Kaptan, Gülenay Nagihan Kılıç, İbrahim Kocabaş, Ramazan Yirci · 2026 · Frontiers in Research Metrics and Analytics
15. Governing Public-Sector AI in Practice: A Large-Scale Configurational Analysis of Use, Impact, and Governance Across Europe
    Sergio Medina‐Bernabé, Manuel Pedro Rodríguez Bolívar · 2026 · SSRN Electronic Journal
16. Accident‐Related Help‐Seeking Posts From Truck Drivers: Topic Modelling, Attribution, and Response Analysis
    Qi Lin Huang, Yina Li, Jiuchang Wei · 2026 · Journal of Contingencies and Crisis Management
17. From Rider Voices to Route-Level Evidence: A Traceable LLM Framework for Transit Co-Planning
    Ruize Qin, Ali Mansouri, Dongyang Zhen · 2026 · SSRN Electronic Journal
18. Why should we not be critical? Soft power, sportswashing, and the foreclosure of critical sports journalism in Taiwan’s 2024 premier 12 coverage
    Chun-Chieh Lin · 2026 · Sport in Society
19. Mapping the intellectual landscape of geometry education in inclusive settings: A bibliometric analysis of teaching squares, cubes, areas, and volumes and the SPACE framework
    Сергій Олексійович Семеріков, Pavlo P. Nechypurenko, Тетяна Анатоліївна Вакалюк · 2026 · Social Sciences & Humanities Open
20. Visual Predictive Analytics with Orange Data Mining: Advancing Transparency and Reproducibility in Academic Research
    Mr. Shivprakash Varimani, Dr. Uma Jaidev · 2026 · SSRN Electronic Journal
21. Mechanism Countermeasure Alignment and Implementation Evidence in Municipal Road Safety Planning
    Sheng‐Hung Hsueh, Ching-Chien Huang · 2026 · SSRN Electronic Journal
22. NonMarket Risk from Institutional Communications: Evidence from Firm-Level Equity Dynamics
    Joe Parson · 2026 · SSRN Electronic Journal
23. YouTube as an ideological space: detecting themes, emotional tone, and ideological polarization in the black lives matter video comments
    Mohamed M. Mostafa, Bahtiyar Kurambayev, Cristina Navarro · 2026 · Neural Computing and Applications
24. Web Text Acquisition and Resource Set Construction in Amdo Dialect Regions
    Jia Ren, Lei Guo, Minhua Yang · 2026 · International Conference on Computer Communication and Artificial Intelligence (CCAI)
25. Algorithmic amplification of geopolitical narratives and user engagement in the 2024 U. S. presidential election
    Ahmed Hassan · 2026 · Frontiers in Political Science
26. Beyond Disciplinary Diversity: Reconceptualising Interdisciplinarity as Knowledge Recombination in Scientific Innovation
    Zhaobin Liu, Qingyu Xu · 2026 · SSRN Electronic Journal
27. Puzzling through a pandemic: theorizing the effect of public puzzling on policy decision making and public trust
    Adrienne M. Davidson, Shauna Hughey, Linda A. White · 2026 · Policy Sciences
28. From Curiosity to Capability: Expanding Pathways into Data and AI through ExLENT
    Valentina V. Kuskova, Dmitry Zaytsev, Richard Johnson, Nitesh V. Chawla, Sugana Chawla · 2026 · ASEE Annual Conference & Exposition
29. Don’t Believe the Hype: Methodological Approaches for Applying LLM-Assisted Content Analysis to Reported Speech in Journalism
    J. de Cooker · 2026 · Journalism and Media
30. Comparative analysis of transportation policy frameworks for equity and accessibility using LLM-assisted methods: Evidence from Northeast Florida
    Mahdi Aghaabbasi, Ali Anjomshoae · 2026 · Case Studies on Transport Policy
31. Inferring personality from a live interaction with an LLM: Predictions are internally consistent and show convergent validity
    Merlin Monzel, Sebastian Jung, Martin Reuter · 2026 · Research Square
32. Narrative complexity is weakly coupled with affective energy, not net valence, in relationship narratives
    Ryan SangBaek Kim · 2026 · Acta Psychologica
33. Algorithmic Thermostat: LLMs Standardize Political Expression Without Shaping Semantic Stances
    Ting chen · 2026 · Research Square
34. Where Are the Most Influential Articles in Political Science Published?
    Logan Strother · 2026 · PS Political Science & Politics
35. Introducing a New Research Design: The Multidimensional Interpretative Textual (MIT) Design. Epistemological and Methodological Foundations
    Mariachiara Figura, Paola Arcadi, Ercole Vellone · 2026 · Nursing Inquiry
36. Navigating Everyday Ethical Challenges in Evaluation: A Framework for Reflection and Action
    Kristy Hornby, Squirrel Main, Su-Ann Drew · 2026 · Evaluation Journal of Australasia
37. Misinformation without liars: How invisible data-processing choices manufacture false conclusions in automated text analysis
    Nadejda Komendantova, Petr Pesov · 2026 · Statistical Journal of the IAOS
38. ДОГОВІРНО-ПРАВОВІ МЕХАНІЗМИ РЕГУЛЮВАННЯ ШТУЧНОГО ІНТЕЛЕКТУ В МІЖНАРОДНИХ ВІДНОСИНАХ
    Dmytro Tkach, Дмитро Костянтинович Ткач · 2026 · Law Review of Kyiv University of Law
39. Temporal Evolution and Spatial Differentiation of Urban Solid Waste Policies in Chinese Cities: An LDA-Based Systems Analysis from a Life-Cycle Governance Perspective
    Xiao Bian, Pairui Lin, Maxwell Fordjour Antwi‐Afari · 2026 · Systems
40. Visualizing Semantic Similarity in Political Discourse: A Comparative Analysis of Word Embeddings in Trump’s 2016 and 2024 Campaign Speeches
    Issam Iyrot, Aysam Airout · 2026 · Research Square
41. Don’t Look up: Evaluating the Tradeoff Between Performance and Sustainability of Text Classification Using Open LLMs
    Sean-Kelly Palicki, Isaac Bravo, Clint Claessen · 2026 · Social Science Computer Review
42. Comparing BERTopic Outputs With Human-Coded Themes: The Alignment and Usefulness Rating Audit (AURA) Workflow for Qualitative Analysis
    Chau Tong, Temitope Eyinla, John Robert Bautista · 2026 · International Journal of Qualitative Methods
43. How CEO Identity Evolves Across the Corporate Life Cycle
    Mark Du · 2026 · SSRN Electronic Journal
44. Observational Equivalence of LLM and Human Annotation *
    Kentaro Nakamura, Jing Ling Tan, George Yean · 2026 · SSRN Electronic Journal
45. Who Frames Europe? Euroscepticism, Radical Right Parties and Elite Twitter Communication
    Jan Kovář · 2026 · JCMS Journal of Common Market Studies
46. Orchestrated Distant Reading: A Generative Pre-trained Transformer (GPT)-Based Modular Workflow for Traceable Life-History Analysis
    João Gabriel Rodrigues Telles Almeida, Eliezer Fernando Pérez Pérez, Adriana Alicia Quiroga Carapia, Jesús Geovani Alcázar Sánchez, Lorena Soto‐Pinto · 2026 · Cureus Journal of AI-Augmented Research
47. AI-driven passenger experience monitoring in railway operations: a Reddit-based NLP analysis of service failures, sentiment and operational priorities
    Sezai Tunca, Elçin Noyan · 2026 · Railway Sciences
48. Accessing and Assessing the Content of Alternative Media
    Philipp Müller · 2026 · Springer eBooks
49. Mapping the Margins: Building a Cross-National Observatory for Alternative News Media Research
    Frederik Møller Henriksen · 2026 · Springer eBooks
50. From Novelty to Credibility? A Longitudinal Structural Topic Model of Audience Discourse towards Lil Miquela on YouTube
    Nan Li, Luyao Yuan · 2026 · Research Square
51. Who becomes replaceable? Generative AI and the discursive stratification of work
    Hana Kim · 2026 · Research Square
52. The Changing Face of Philanthropy: Sentiment, Criticism, and Organizational Context in Two Centuries of Newspaper Coverage (1840–2024)
    Dominik S. Meier · 2026 · Nonprofit and Voluntary Sector Quarterly
53. The Media Bias Detector: A framework for annotating and analyzing the news
    Samar Haider, Amir Tohidi, Jenny S. Wang, Timothy G. Dorr, David M. Rothschild, Chris Callison-Burch, Duncan J. Watts · 2026 · Science Advances
54. Validated Route-Aware Method for Longitudinal Analysis of the Journal of the Agricultural Education Archive
    Christopher A. Clemons, Jason McKibben, James R. Lindner · 2026 · Journal of Agricultural Education
55. Assembling Topic Models: Material Political Economy and the Genealogy of an Algorithm
    Bolun Zhang · 2026 · Social Studies of Science
56. Analyzing consumer reviews on open banking apps: insights from topic modeling and sentiment analysis
    Mohamed M. Mostafa, A. Feizollah, Gevorg Sargsyan, Shekar Shetty · 2026 · Neural computing & applications (Print)
57. The effect of judges’ institutional interests on a free press
    Stephan Stohler, Matthew C Ingram · 2026 · Global Constitutionalism
58. Newspaper Coverage of Flooding in Bengaluru (2010-2022) Framing of Flood Risk and Preparedness
    Harman Singh, Trevor L. Birkenholtz, Matthew Hansen · 2026 · SSRN Electronic Journal
59. Government Climate Risk Attention and Corporate Supply Chain Transparency: The Mediating Roles of Supply Chain Finance and Corporate Reputation
    Haiqing Hu, Haiqing Hu, Xianzhu Wang · 2026 · SSRN Electronic Journal
60. Understanding Employee Sentiments
    Salini Rosaline, Muskan JAIN · 2026 · Wiley eBooks
61. Gebrauchsfertige, Open Source Large Language Models auf Hugging Face als Forschungsinfrastruktur für die standardisierte Inhaltsanalyse von Texten
    Daniel Possler, Felix Dietrich, Jule Scheper, Anica Lammers, Anna Spatzenegger · 2026 · Publizistik
62. Entry Is Not Directionality: Separating AI Adoption from Persistent Research-Trajectory Change in Korea’s Policy Era
    Kyunggeun Jeon, Hana Kim · 2026 · SSRN Electronic Journal
63. Inclusion and assistive technologies in disability rights legislation: a cross-country NLP-based comparative analysis
    Rayele Moreira, Salimah LaForce, Ariel Soares Teles, Frances Harris, Nathan W. Moon · 2026 · Universal Access in the Information Society
64. The affective paradox in populist online communities: Emotional capital and emotional liability
    Johanna Söderström, Markus Holdo, Alice Junman · 2026 · International Journal of Comparative Sociology
65. Bibliometric Analysis of Ethics in the Content of Scientific Papers on Artificial Intelligence
    Nora Gavira Durón, Ana Lorena Jiménez Preciado, Mayra F. Angeles-Sánchez · 2026 · Communications in computer and information science
66. Joint demand for AI and domain skills and corporate technological recombination
    Guiyang Xu, 建栋 冯, 亚龙 秦, 奥 张 · 2026 · SSRN Electronic Journal
67. Coerced Voluntariness: Parliamentary Narratives on Return Migration in Germany and Turkey
    Semra Turgut · 2026 · International Migration
68. Circular Economy and Sustainability Integration in Emerging Markets: A Machine Learning-Based Content Analysis of Borsa Istanbul Companies
    Ouranıa Areta Hızıroğlu, Hunaıda Avvad, Çiğdem Kurt Cihangir · 2026 · Journal of Intelligent Systems Theory and Applications
69. Policy Text Mining and Clustering Analysis of Digital Transformation in Guangdong Province's Manufacturing Industry Based on Nvivo
    Jin Peng, Xueyang Li, Peiru Dai · 2026 · Guangdong-Hong Kong-Macao Greater Bay Area International Conference on Digital Economy and Artificial Intelligence (DEAI)
70. Déjà Vu in Iridescent Bloom: Bottom-Up Place Branding in the Complex Adaptive Reception of a RESCENE Member’s Personal YouTube Channel
    Insu Choi · 2026 · Systems
71. Does Office Type Determine Gendered Campaign Messages?
    Tae Hyun Lim, Yu Jeong Hwang · 2026 · Political Communication
72. The Boundaries of Consensus: The Political Logic and Practical Efficacy of the Shanghai Cooperation Organization's Multifaceted Dispute Resolution Mechanism——A Corpus-Based Empirical Study of 2,245 Case Texts
    Qiang Yue · 2026 · Research Square
73. Evaluating the reliability of web of science citation function classification: evidence from manual annotation and large language models
    Lin Zhang, Zhihan Wan, Ming Cheng, Shunshun Shi, Zhenyu Gou · 2026 · Scientometrics
74. Nursing in the Spanish Parliamentary Agenda: A Longitudinal Text-Mining Analysis of Questions to the Government, 2011-2026
    Javier Gazquez-Garcia, Carlos Luis Sánchez-Bocanegra, Carlos Fernández-Llatas · 2026 · Research Square
75. Evaluative Framing of Mathematics in Serbian-Language Discourse: Topic Modeling and Sentiment Analysis Through a Control-Value Theory Lens
    Isidora Gatarić, Ilija Z. Milovanović · 2026 · Education Sciences
76. Algorithmic systems, human agency and the future of platform research
    Homa Hosseinmardi, Upasana Dutta, David M. Rothschild, Duncan J. Watts · 2026 · Nature Computational Science
77. Challenges for multilingual computational text analysis researchers: evidence from a survey of social scientists
    Alona Olga Dolinsky, Martijn Schoonvelde, Christian Baden, Fabienne Lind, Christian Pipal, Guy Shababo, Mariken A. C. G. van der Velden, avital zalik · 2026 · Acta Politica
78. Analysing hospital responses to patient-reported safety incidents online using large language models
    Alex Goddard, Tom W. Reader, Alex Gillespie · 2026 · Safety Science
79. Social capital and scaling in climate-oriented Agricultural Research for Development
    Deissy Martínez- Barón, Anne Gravsholt Busck, Steven Dean Prager · 2026 · Frontiers in Sustainable Food Systems
80. Supply-chain risks and resilience mechanisms relevant to military aviation: a systematic review of defense and aerospace literature
    Rui Fernando Correia Ferreira, Wesley Canedo de Souza Junior, Bruno de Almeida Vilela · 2026 · Journal of Defense Analytics and Logistics
81. Listening to Leaders: Illiberal Speech as a Symptom of Democratic Decline
    Seraphine F. Maerz, Dean Schafer, Carsten Q. Schneider · 2026 · Comparative Political Studies
82. Coordinating fragmented global AI governance: Control, Rights, and Safety as a regime complex
    Hana Kim · 2026 · Policy Sciences
83. Entrapping the Hegemon: How Benjamin Netanyahu's Threat Rhetoric Drives US Military Escalation
    Bülent Aras · 2026 · Politics & Policy
84. One sentence at a time: a quantitative history of rationality in economic thought
    Thomas Delcey, Aurélien Goutsmedt, Alexandre Truc · 2026 · European Journal of the History of Economic Thought
85. Whisper Sounds Become Mindful Relaxation: A Computational Analysis of Consumer Responses to ASMR Advertising
    Jia Heng Li, Ji Sun Maeng, Tae Hyun Baek · 2026 · Journal of Advertising Research
86. Where the Candidates Stand: Presidential Candidate Announcement Speeches and Success in Nomination Contests
    Scott D. McClurg, Zahedur Rahman Arman, Kazi Mehedi Hasan · 2026 · American Politics Research
87. Sustainability discourse in tourist reviews: Activation, framing, and associations with ratings
    Anh Thi Thuc Phan, Van Kien Pham · 2026 · Heliyon
88. Platformised sacrality: rating, reviewing, and picturing Amsterdam’s mosques on Google Maps
    Reza Shaker · 2026 · Religion
89. Vaccine framing dynamics: Media influence, social media sharing, and public sensemaking during a crisis
    Austin Y. Hubner · 2026 · Public Understanding of Science
90. Problem and Solution Framing in Senate Tweets: Scaling Expert Interpretation With Machine Learning
    Michelle M. Buehlmann, Misha Melnyk, Mitchell Dolny · 2026 · Policy Studies Journal
91. Ink to Infrastructure: Uncovering Newspaper Sentiments on India’s PMGSYRural Road Infrastructure Program
    Armen Bagdassarian · 2026 · Awareness Journals
92. Selective EU Framing on Twitter: Party Leaders Across Six Member States, 2007–2022
    Jan Kovář · 2026 · Politologický časopis - Czech Journal of Political Science
93. DPBERT: A domain-specific pre-trained model for Chinese data policy texts and its interpretability
    Tao Zhang, Zhang Ce, Wang Hangong, Ma Haiqun, Jiang Lei · 2026 · Journal of Information Science
94. Policy themes and instruments in WHO and UNICEF child food-environment guidance, 2015–2025: a computational content analysis
    Lu Xing, Xueqi Wu · 2026 · Frontiers in Nutrition
95. How AI-vulnerable is Australian higher education assessment? A computational audit of Group of Eight Arts and Humanities units, 2022–2026
    Gonzalo Villanueva · 2026 · Assessment & Evaluation in Higher Education
96. Exploring Factors Shaping Customer Satisfaction in the SOCO Application: Evidence from Google Play Store Reviews Using Latent Dirichlet Allocation
    Sabilla Avrilia M. Yasin, Rosyidah Rahmah · 2026 · International Conference on ICT for Smart Society (ICISS)
97. Geographic Differences in Place Signaling, Inquiry, and Replies: Evidence from Douyin Comments on the Jiangsu City Football League
    Fangni Li, Huitao Ren · 2026 · Behavioral Sciences
98. Get a learner’s permit before you speed on the highway: farewell and a call for a priori model evaluation metrics and guardrails for computational communication research
    Lijiang Shen · 2026 · Communication Methods and Measures
99. Deliberating international politics: Listening and consensus-orientation in the United Nations Security Council
    Gisela Hirschmann, Monika Heupel, Evgenija Kroeker · 2026 · The Review of International Organizations
100. Engineering strategies to improving health and safety practices in the Ethiopian construction engineering projects
     Minasseh Daniel Sellato, Kemlall Ramsaroop Ramdass, Tumelo Seadira · 2026 · Discover Civil Engineering