preprint · Zenodo (CERN European Organization for Nuclear Research) · 2026

Organizational Effects of Document-to-Codebase Transformation

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Abstract

This paper examines what happens when legacy Excel artifacts are treated not as static lesbut as repositories of executable business logic and are transformed into a structural intermediate representation (IR) and an executable codebase. Its unit of analysis is the document-to-codetransformation architecture itself, interpreted together with repository-level automation literature and o cial product documentation. In addition, a limited internal operationalexample is used to inspect how structured repository representations are consumed in a live LLMwork ow.The central claim is threefold. First, document codi cation turns a document-managementproblem into a software-engineering problem. Second, that shift externalizes tacit operationalknowledge into structural addresses, dependency edges, regeneration procedures, and durablechange history. Third, once the asset becomes a repository object rather than a raw document, repository-oriented automation tools gain materially stronger leverage for search, multile change planning, impact analysis, veri cation, and documentation. More speci cally, thevalue of Excel codi cation lies in producing a structured repository surface, and that structureimproves LLM work quality by improving retrieval relevance, grounding traceability, and outputstability. The paper analyzes that leverage along ve dimensions: structural addressability, dependency visibility, executable reproducibility, change traceability, and executable veri cation.

Cite this paper

APA 7

Kim, D. (2026). Organizational Effects of Document-to-Codebase Transformation. Zenodo (CERN European Organization for Nuclear Research). https://doi.org/10.5281/zenodo.19207305

MLA 9

Kim, D. “Organizational Effects of Document-to-Codebase Transformation.” Zenodo (CERN European Organization for Nuclear Research), 2026, https://doi.org/10.5281/zenodo.19207305.

Chicago

Kim, D. 2026. “Organizational Effects of Document-to-Codebase Transformation.” Zenodo (CERN European Organization for Nuclear Research). https://doi.org/10.5281/zenodo.19207305.

Harvard

Kim, D. (2026) ‘Organizational Effects of Document-to-Codebase Transformation’, Zenodo (CERN European Organization for Nuclear Research). Available at: https://doi.org/10.5281/zenodo.19207305.

BibTeX

@misc{kim2026organizational,
  title = {{Organizational Effects of Document-to-Codebase Transformation}},
  author = {Kim, D},
  journal = {Zenodo (CERN European Organization for Nuclear Research)},
  year = {2026},
  doi = {10.5281/zenodo.19207305}
}

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