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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Vibe Coding in Practice: Motivations, Challenges, and a Future Outlook - a Grey Literature Review

Authors: Fawzy, Ahmed; Tahir, Amjed; Blincoe, Kelly;

Vibe Coding in Practice: Motivations, Challenges, and a Future Outlook - a Grey Literature Review

Abstract

This dataset accompanies the paper “Vibe Coding in Practice: Motivations, Challenges, and a Future Outlook – a Grey Literature Review.” It contains systematic extractions from 154 grey literature sources, including 101 included sources and 518 coded behavioral units. The dataset now provides six sheets in the main workbook and an additional thematic-analysis workbook, enabling full transparency and reproducibility. The main file, Vibe Coding in Practice GLR DataSet.xlsx, includes: (1) GL_Screening_Data_Extraction (row-level quotes, interpretations, themes, and metadata); (2) GL_QA Scores & Evidence (quality assessment scores with justifications); (3) GL_QA Scoring Guide (the rubric used for QA scoring); (4) Stats (summary counts of sources and behavioral units); (5) Search Settings (search engine, query configurations, hit counts, and screening depth); (6) Behavioral_Units (compact raw evidence table containing Source ID, RQ, quote, interpretation, and final theme). A second file, AllThemes_Analysis.xlsx, provides theme-level summaries used in the paper, including definitions, frequencies, percentages, cross-RQ comparisons, and chart-ready data for all final themes across motivations, experiences, QA behaviors, and code-quality perceptions. Together, these files allow complete reproduction of the GLR process and support follow-up research on vibe-coding motivations, experiences, QA practices, and perceived code quality.

Related Organizations
Keywords

Vibe coding, AI-assisted programming, AI-generated code

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
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Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average