Projects
Code, Process, and Code Quality Metrics in ASF projects
Code quality matters, and here is why.
Exploring Apache Incubator Project Trajectories with APEX
Tool to visualize ASF projects and their sustainability scores over their incubation period
Mentors matter: Association of mentors with project success in the Apache Software Foundation Incubator
Learn what we found about mentors
Forecasting OSS Sustainability
How we built a DL model to forecast sustainability
OSSPREY: AI-Driven Forecasting and Intervention for OSS Project Sustainability
AI-driven monitoring, forecasting, and intervention guidance for OSS health.
EvidenceBot: A Privacy-Preserving, Customizable RAG-Based Tool for Enhancing Large Language Model Interactions
Local RAG toolkit for private queries, parameter tuning, and evaluation workflows.
Open-Source LLMs for Technical Q&A: Lessons from StackExchange
Benchmarking RAG-tuned open models on StackExchange-style software engineering questions.
Responsible AI in Open Ecosystems: Reconciling Innovation with Risk Assessment and Disclosure
Examines responsible AI governance in open ecosystems and how evaluation practices shape risk disclosures.
Scaling Hermeneutics: A Guide to Qualitative Coding with LLMs for Reflexive Content Analysis
Hybrid workflow that adapts qualitative coding for LLM assistance while preserving reflexive analysis.
Combining Text-Based Institutional Network and Cost–Benefit Methods to Advance Policy Design Analysis: An Illustrative Application to Nonprofit Open-Source Software Incubation
Integrated institutional network and cost–benefit text analysis to compare OSS incubation policies.
Advancing Text Analysis for Nonprofit Research: Using Semantic Role Labeling to Automate Institutional Grammar Coding of Nonprofit Laws and Policies
Semantic role labeling pipeline that automates Institutional Grammar coding for nonprofit policy research.