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The Computational Thematic Analysis Toolkit
13 references·9 citing·44 second hop
The Computational Thematic Analysis Toolkit (2022)The Computational Thematic Analysis Toolk…Supporting Serendipity: Opportunities and Challenges for Human-AI Collaboration in Qualitative Analysis (2021)Supporting Serendipity: Oppor…The Pushshift Reddit Dataset (2020)The Pushshift Reddit DatasetEditorial Essay: The Tumult over Transparency: Decoupling Transparency from Replication in Establishing Trustworthy Qualitative Research (2019)Editorial Essay: The Tumult o…Using Machine Learning to Support Qualitative Coding in Social Science (2018)Using Machine Learning to Sup…Understanding Topic Models in Context: A Mixed-Methods Approach to the Meaningful Analysis of Large Document Collections (2018)Understanding Topic Models in…Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology (2018)Applying LDA Topic Modeling i…Computational Grounded Theory: A Methodological Framework (2017)Computational Grounded Theory…Comparing grounded theory and topic modeling: Extreme divergence or unlikely convergence? (2017)Comparing grounded theory and…Machine Translation: Mining Text for Social Theory (2016)Machine Translation: Mining T…Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding (2013)Exploiting affinities between…Using thematic analysis in psychology (2006)Using thematic analysis in ps…Transforming Qualitative Information: Thematic Analysis and Code Development (1998)Transforming Qualitative Info…Sampling for qualitative research (1996)Sampling for qualitative rese…Exploring Manifold-Based Clustering Techniques for Enhanced Inductive Thematic Analysis (2026)Exploring Manifold-Based Clus…From Transformers Come Themes: Evaluating BERTopic for Qualitative Analysis of Social Media Data (2025)From Transformers Come Themes…DeTAILS: Deep Thematic Analysis with Iterative LLM Support (2025)DeTAILS: Deep Thematic Analys…"My Very Subjective Human Interpretation": Domain Expert Perspectives on Navigating the Text Analysis Loop for Topic Models (2025)"My Very Subjective Human Int…Thematic Analysis through Artificial Intelligence (AI) (2024)Thematic Analysis through Art…Enhancing Semantic Understanding by Bridging Topic Modeling and Thematic Analysis: An Empirical Study on Self-Help Twitter Corpus and In-Depth Interviews (2024)Enhancing Semantic Understand…Thematic Analysis of Indonesian Physics Education Research Literature Using Machine Learning (2022)Thematic Analysis of Indonesi…Scholastic: Graphical Human-AI Collaboration for Inductive and Interpretive Text Analysis (2022)Scholastic: Graphical Human-A…Agency and Amplification (2022)Agency and AmplificationQualitative evaluation and research methods (1990)Qualitative Data Analysis: An Expanded Sourcebook (1994)Basics of qualitative research : techniques and procedures for developing grounded theory (1998)Older Adults' Reasons for Using Technology while Aging in Place (2015)The Discovery of Grounded Theory: Strategies for Qualitative Research. (1968)‘Unsatisfactory Saturation’: a critical exploration of the notion of saturated sample sizes in qualitative research (2012)Characterising and justifying sample size sufficiency in interview-based studies: systematic analysis of qualitative health research over a 15-year period (2018)A Review of the Quality Indicators of Rigor in Qualitative Research (2020)Content Analysis for the Social Sciences and Humanities. (1970)Content Analysis: An Introduction to its Methodology. (1984)Course in General Linguistics (2017)The Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings (2019)Homo Ludens: A Study of the Play-Element in Culture. (1951)Why Most Published Research Findings Are False (2005)Measuring Economic Policy Uncertainty* (2016)Machine Learning for Sociology (2019)Computational Social Science and Sociology (2020)Basics of Qualitative Research (1992)Constructing grounded theory : a practical guide through qualitative analysis (2006)Content analysis of e-petitions with topic modeling: How to train and evaluate LDA models? (2018)Topic Modeling and Text Analysis for Qualitative Policy Research (2019)Government digital initiatives and firm digital innovation: Evidence from China (2022)Constructing grounded theory (2014)Topic Modeling in Management Research: Rendering New Theory from Textual Data (2019)Machine Learning for Social Science: An Agnostic Approach (2021)Discourse Analysis (1983)Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013)The Content Analysis Guidebook (2017)Smart literature review: a practical topic modelling approach to exploratory literature review (2019)Rhetoric and frame analysis of ExxonMobil's climate change communications (2021)A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts (2022)Case Study Research: Design and Methods (1984)The Discovery of Grounded Theory (2017)Using tables to enhance trustworthiness in qualitative research (2020)What is the Eisenhardt Method, really? (2021)Employee experience –the missing link for engaging employees: Insights from an MNE 's AI ‐based HR ecosystem (2022)Computational Social Science (2009)CRITICAL QUESTIONS FOR BIG DATA (2012)Trending: The Promises and the Challenges of Big Social Data (2012)Too human and not human enough: A grounded theory analysis of mental health harms from emotional dependence on the social chatbot Replika (2022)Finding love in algorithms: deciphering the emotional contexts of close encounters with AI chatbots (2024)Sycophantic AI decreases prosocial intentions and promotes dependence (2026)Thematic Analysis (2017)Reflecting on reflexive thematic analysis (2019)
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References

  • 2006Using thematic analysis in psychology193,725 cited
  • 1998Transforming Qualitative Information: Thematic Analysis and Code Development13,496 cited
  • 1996Sampling for qualitative research4,289 cited
  • 2013Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding1,149 cited
  • 2020The Pushshift Reddit Dataset866 cited
  • 2018Applying LDA Topic Modeling in Communication Research: Toward a Valid and Reliable Methodology847 cited
  • 2017Computational Grounded Theory: A Methodological Framework702 cited
  • 2019Editorial Essay: The Tumult over Transparency: Decoupling Transparency from Replication in Establishing Trustworthy Qualitative Research458 cited
  • 2016Machine Translation: Mining Text for Social Theory335 cited
  • 2017Comparing grounded theory and topic modeling: Extreme divergence or unlikely convergence?232 cited
  • 2018Using Machine Learning to Support Qualitative Coding in Social Science152 cited
  • 2021Supporting Serendipity: Opportunities and Challenges for Human-AI Collaboration in Qualitative Analysis139 cited
  • 2018Understanding Topic Models in Context: A Mixed-Methods Approach to the Meaningful Analysis of Large Document Collections31 cited

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  • 2024

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Thematic Analysis through Artificial Intelligence (AI)
82 cited
  • 2022Scholastic: Graphical Human-AI Collaboration for Inductive and Interpretive Text Analysis26 cited
  • 2022Thematic Analysis of Indonesian Physics Education Research Literature Using Machine Learning16 cited
  • 2022Agency and Amplification10 cited
  • 2025"My Very Subjective Human Interpretation": Domain Expert Perspectives on Navigating the Text Analysis Loop for Topic Models8 cited
  • 2025DeTAILS: Deep Thematic Analysis with Iterative LLM Support6 cited
  • 2026Exploring Manifold-Based Clustering Techniques for Enhanced Inductive Thematic Analysis2 cited
  • 2025From Transformers Come Themes: Evaluating BERTopic for Qualitative Analysis of Social Media Data2 cited
  • 2024Enhancing Semantic Understanding by Bridging Topic Modeling and Thematic Analysis: An Empirical Study on Self-Help Twitter Corpus and In-Depth Interviews2 cited