# Artificial Intelligence Impact On The Labour Force -- Searching For The Analytical Skills Of The Future Software Engineers

arXiv: https://arxiv.org/abs/2302.13229 · HTML: https://mlsanity.com/paper/2302.13229/

## Key facts

- Cited by 4 papers in the map (data through 14 Oct 2026).
- Builds on 5 of its 45 references that are in the map.
- First posted on arXiv 26 Feb 2023.

## Builds on (most cited first, 5 of 5)

- [Software engineering for artificial intelligence and machine learning software: A systematic literature review](https://mlsanity.com/paper/2011.03751/) (2020)
- [Ways of Applying Artificial Intelligence in Software Engineering](https://mlsanity.com/paper/1802.02033/) (2018)
- [Teaching Software Engineering for AI-Enabled Systems](https://mlsanity.com/paper/2001.06691/) (2020)
- [Blockchain-oriented Software Engineering: Challenges and New Directions](https://mlsanity.com/paper/1702.05146/) (2017)
- [Understanding What Software Engineers Are Working on -- The Work-Item Prediction Challenge](https://mlsanity.com/paper/2004.06174/) (2020)

## Built on by (most cited first, 4 of 4)

- [Vibe Coding as a Reconfiguration of Intent Mediation in Software Development: Definition, Implications, and Research Agenda](https://mlsanity.com/paper/2507.21928/) (2025)
- [AI Safety Should Prioritize the Future of Work](https://mlsanity.com/paper/2504.13959/) (2025)
- [DevBots can co-design APIs](https://mlsanity.com/paper/2312.05733/) (2023)
- ["Don't Be Afraid, Just Learn": Insights from Industry Practitioners to Prepare Software Engineers in the Age of Generative AI](https://mlsanity.com/paper/2604.06342/) (2026)

## Abstract (arXiv)

This systematic literature review aims to investigate the impact of artificial intelligence (AI) on the labour force in software engineering, with a particular focus on the skills needed for future software engineers, the impact of AI on the demand for software engineering skills, and the future of work for software engineers. The review identified 42 relevant publications through a comprehensive search strategy and analysed their findings. The results indicate that future software engineers will need to be competent in programming and have soft skills such as problem-solving and interpersonal communication. AI will have a significant impact on the software engineering workforce, with the potential to automate many jobs currently done by software engineers. The role of a software engineer is changing and will continue to change in the future, with AI-assisted software development posing challenges for the software engineering profession. The review suggests that the software engineering profession must adapt to the changing landscape to remain relevant and effective in the future.