Open datasets · Zenodo
Replication package for: It's the Ecosystem, Not the AI — Empirical Evidence that COCOMO II Estimation Failure Predates AI Coding Assistants
Published 2026-04-21
Where it sits
left: what it builds on · right: what builds on it · pale: exampleContributed by Apoorv Saxena
How studies reach it
No published study reaches it yet.
Disciplines it reaches
No study reaches it yet.
Solid: published studies. Light: examples.
Computed from the records on this site: what each study, template and specialist names as used, which study extends which, and who contributed what. 0 studies in total.
About this dataset
Replication package for "It's the Ecosystem, Not the AI: Empirical Evidence that COCOMO II Estimation Failure Predates AI Coding Assistants" (Yang & Saxena, 2026), submitted to Empirical Software Engineering. Contents - notebooks/ : end-to-end Jupyter analysis notebook that reproduces every table and figure in the paper. - data/raw/ : cached public GitHub API responses (pull requests, commit activity, code frequency, repository metadata) for 47 repositories spanning 2004-Q2 to 2026-Q1, plus an LLM inference pricing history. - data/processed/ : bot-filtered quarterly panel, COCOMO II comparison …
Use it in a run
Download the files into your project's data/ folder and start a template. The data stay on your machine; the published research records the DOI, so the authors are credited.
e2er run "<your research question>"Automatic download by DOI is planned.
Cite
@dataset{saxena2026,
title = {Replication package for: It's the Ecosystem, Not the AI — Empirical Evidence that COCOMO II Estimation Failure Predates AI Coding Assistants},
author = {Saxena, Apoorv},
year = {2026},
publisher = {Zenodo},
doi = {10.5281/zenodo.19673632},
url = {https://doi.org/10.5281/zenodo.19673632}
} Research that uses it
No published research on E2ER uses this dataset yet.
Description
Data model- Discipline
- Information systems
- Method family
- Empirical (quantitative)Replication
- Design
- not specified
- Research stage
- Data acquisition
- Contributors
- Apoorv Saxena (Data curation)
- Usage
- not used in published research yet
- Source
- Zenodo
- Record
- dataset:zenodo/19673632 · JSON
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