---
title: "Code generation and the work of software (research idea)"
description: "Code generation, program synthesis, vulnerability detection and software development appear on 75 recent papers, mostly in AI journals, and 35 of them touch productivity, quality or security. Coding assistants are the most widely adopted generative AI tool at work. What happened to developer output, code quality and the junior developer's job?"
url: https://scholar4ai.com/ideas/code-generation-and-software-work
markdown_url: https://scholar4ai.com/ideas/code-generation-and-software-work.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
date: "2026-10-23"
updated: "2026-10-23"
status: "seed"
tags: ["ai", "labor", "technology"]
keywords: ["code generation", "software development", "vulnerability detection", "code quality"]
---

# Code generation and the work of software

Code generation, program synthesis, vulnerability detection and software development appear on 75 recent papers, mostly in AI journals, and 35 of them touch productivity, quality or security. Coding assistants are the most widely adopted generative AI tool at work. What happened to developer output, code quality and the junior developer's job?

## What prompted this

Since October 2025, 75 papers carry a code-generation, program-synthesis, coding-assistant, software-development, code-quality or vulnerability-detection keyword (60 in AI journals, 8 in management): "code generation" on 18, "program synthesis" on 6, "smart contract vulnerability detection" on 5, "software development" on 4, "code quality" on 3. Thirty-five of them also carry a productivity, developer, quality, security, bug or labour keyword, but almost none uses data on real teams.

## Questions

- In firms that adopted coding assistants, did output per developer rise, and did defect rates, security vulnerabilities and code churn rise with it?
- Did hiring of junior developers fall relative to senior ones, and did pay for review and architecture skills rise?
- Do open-source projects show more contributions and more low-quality pull requests since 2023?

## Data that could help

Firm engineering metrics around assistant roll-outs, open-source repository histories, job postings for software roles by seniority, and developer surveys.

## Next step

Measure pull request volume, acceptance rates and post-merge bug fixes in a large sample of open-source repositories before and after 2023.

## Related research activity

*The keywords this note follows, in the tracked finance, accounting, economics, management, operations research and AI journals as of 2026-10-26*

| Keyword | Papers, last 30 days | Rank | Papers per month, Oct 23 – Oct 26* | Papers, last 36 months |
|---|---:|---:|---|---:|
| code generation | 0 | – | 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 2, 1, 1, 2, 5, 2, 1, 5, 1, 0, 2, 2, 0, 0 | 32 |
| software development | 0 | – | 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0 | 7 |
| vulnerability detection | 0 | – | 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0 | 5 |
| code quality | 0 | – | 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0 | 5 |

## Cite this page

Scholar4AI. (2026). Code generation and the work of software. Journal Research Rankings. Retrieved October 23, 2026, from https://scholar4ai.com/ideas/code-generation-and-software-work

```bibtex
@misc{scholar4ai-ideas-code-generation-and-software-work,
  author = {{Scholar4AI}},
  title = {Code generation and the work of software},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/ideas/code-generation-and-software-work}},
  urldate = {2026-10-23},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).