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Using Large Language Models for Qualitative Analysis can Introduce Serious Bias
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Using Large Language Models for Qualitative Analysis can Introduce Serious Bias (2023)Using Large Language Models for Qualitati…ChatGPT outperforms crowd workers for text-annotation tasks (2023)ChatGPT outperforms crowd wor…From Ends to Means: The Promise of Computational Text Analysis for Theoretically Driven Sociological Research (2022)From Ends to Means: The Promi…Flexible Coding of In-depth Interviews: A Twenty-first-century Approach (2018)Flexible Coding of In-depth I…Aspiration (2018)AspirationCulture and Public Action (2004)Culture and Public ActionMachine-Assisted Topic Analysis of Large-Scale Health Experience Data: Identifying Sociodemographic Differences and Evaluating Bias in Large Language Models (2026)Machine-Assisted Topic Analys…Integrating Large Language Models into Qualitative Methods in Health Services Research: A Proof-of-Concept Study (Preprint) (2026)Integrating Large Language Mo…Automating data extraction in meta-research: A multi-model benchmark in network psychometrics papers (2026)Automating data extraction in…QualiPilot – an offline AI tool for qualitative content analysis (2025)QualiPilot – an offline AI to…LLM-Assisted Automated Deductive Coding of Dialogue Data: Leveraging Dialogue-Specific Characteristics to Enhance Contextual Understanding (2025)LLM-Assisted Automated Deduct…LATA: A Pilot Study on LLM-Assisted Thematic Analysis of Online Social Network Data Generation Experiences (2025)LATA: A Pilot Study on LLM-As…Cheap Learning: Maximizing Performance of Language Models for Social Data Science Using Minimal Data (2025)Cheap Learning: Maximizing Pe…Can Large Language Models Serve as Data Analysts? 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References

  • 2004Culture and Public Action1,626 cited
  • 2018Flexible Coding of In-depth Interviews: A Twenty-first-century Approach1,622 cited
  • 2023ChatGPT outperforms crowd workers for text-annotation tasks1,193 cited
  • 2018Aspiration198 cited
  • 2022From Ends to Means: The Promise of Computational Text Analysis for Theoretically Driven Sociological Research37 cited

Cited by

  • 2024AI as super-controversy: Eliciting AI and society controversies with an extended expert community in the UK37 cited
  • 2025Can Large Language Models Serve as Data Analysts? A Multi-Agent Assisted Approach for Qualitative Data Analysis21 cited
  • 2025LATA: A Pilot Study on LLM-Assisted Thematic Analysis of Online Social Network Data Generation Experiences20 cited
  • 2025LLM-Assisted Automated Deductive Coding of Dialogue Data: Leveraging Dialogue-Specific Characteristics to Enhance Contextual Understanding9 cited
  • 2025A hybrid mixed methods design of qualitative enhancement and reciprocal feedback loop for augmented text classification3 cited
  • 2026Integrating Large Language Models into Qualitative Methods in Health Services Research: A Proof-of-Concept Study (Preprint)2 cited
  • 2026Automating data extraction in meta-research: A multi-model benchmark in network psychometrics papers1 cited
  • 2025Cheap Learning: Maximizing Performance of Language Models for Social Data Science Using Minimal Data

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1 cited
  • 2025QualiPilot – an offline AI tool for qualitative content analysis1 cited
  • 2026Machine-Assisted Topic Analysis of Large-Scale Health Experience Data: Identifying Sociodemographic Differences and Evaluating Bias in Large Language Models1 cited