LLMs in the Research Workflow [Slide deck]

In this presentation, large language models (LLMs) are introduced as a tool in the social science research workflow. LLMs can be used for a multitude of possible tasks, but in order to use them effectively, an understanding of how they work is needed - both from a technical and data quality perspective. The presentation introduces the internal logic of LLMs and what they can be used for, as well as different types of LLMs, access options, and prompting strategies. Additionally, it discusses how these decisions impact data quality and explores mitigation strategies and reporting standards for better reproducibility. Presentation available after free registration: https://elearning.gesis.org/course/section.php?id=2574

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-17
DOI
https://doi.org/10.5281/zenodo.21409887
Primary Topic
Computational and Text Analysis Methods
Type
article
Field-Weighted Citation Impact
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article

LLMs in the Research Workflow [Slide deck]

Leah von der Heyde
Zenodo (CERN European Organization for Nuclear Research)
Computational and Text Analysis Methods
article

LLMs in the Research Workflow [Slide deck]

Leah von der Heyde
article en

Abstract

In this presentation, large language models (LLMs) are introduced as a tool in the social science research workflow. LLMs can be used for a multitude of possible tasks, but in order to use them effectively, an understanding of how they work is needed - both from a technical and data quality perspective. The presentation introduces the internal logic of LLMs and what they can be used for, as well as different types of LLMs, access options, and prompting strategies. Additionally, it discusses how these decisions impact data quality and explores mitigation strategies and reporting standards for better reproducibility. Presentation available after free registration: https://elearning.gesis.org/course/section.php?id=2574

Zenodo (CERN European Organization for Nuclear Research)
GESIS - Leibniz Institute for the Social Sciences (DE)
Gender equality
Openalex Percentile: Top 3%
Computational and Text Analysis Methods
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