Game-theoretic Analysis of Development Practices: Challenges and Opportunities
Developers continuously invent new practices, usually grounded in hard-won experience, not theory. Game theory studies cooperation and conflict; its use will speed the development of effective processes. A survey of game theory in software engineering finds highly idealised models that are rarely based on process data. This is because software processes are hard to analyse using traditional game theory since they generate huge game models. We are the first to show how to use game abstractions, developed in artificial intelligence, to produce tractable game-theoretic models of software practices. We present Game-Theoretic Process Improvement (GTPI), built on top of empirical game-theoretic analysis. Some teams fall into the habit of preferring “quick-and-dirty” code to slow-to-write, careful code, incurring technical debt. We showcase GTPI’s ability to diagnose and improve such a development process. Using GTPI, we discover a lightweight intervention that incentivises developers to write careful code: add a single code reviewer who needs to catch only 25% of kludges. This 25% accuracy is key; it means that a reviewer does not need to examine each commit in-depth, making this process intervention cost-effective.
Tue 22 SepDisplayed time zone: (UTC) Coordinated Universal Time change
08:00 - 09:00 | Maintenance and Evolution (2)Research Papers / Journal-first Papers at Koala Chair(s): Cuiyun Gao Harbin Institute of Technology | ||
08:00 20mTalk | M3: Semantic API Migrations Research Papers Bruce Collie University of Edinburgh, Philip Ginsbach GitHub Software UK, Jackson Woodruff University of Edinburgh, Ajitha Rajan University of Edinburgh, Michael F. P. O'Boyle University of Edinburgh Pre-print Media Attached | ||
08:20 20mTalk | The Impact of Generic Data Structures: Decoding the Role of Lists in the Linux Kernel Research Papers Pre-print | ||
08:40 20mTalk | Game-theoretic Analysis of Development Practices: Challenges and Opportunities Journal-first Papers Carlos Gavidia-Calderon University College London, Federica Sarro University College London, UK, Mark Harman University College London, UK, Earl T. Barr University College London, UK Link to publication DOI Pre-print Media Attached |