Projects
Active projects
11 ongoing projects across our three research threads.
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society
Agile Adoption · Automotive vs. Big Tech
Agile adoption in the German automotive industry compared with Big Tech.
Master's thesis (status unclear)
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society
AI in the Syllabus
How GenAI policy shows up in university syllabi (240 UofT courses and counting).
Early · data collection
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empathy
Asymmetric Calibration of Social Support
7,959 Reddit dyads reveal how support-givers and seekers miscalibrate. ACII 2026.
Advanced draft v12
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agents
CDMK · Coordination Artifacts as Meta-Knowledge
Multi-agent coordination artifacts as a form of organizational meta-knowledge.
Major revision (JMIS, v5)
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empathy
Empathy × Expertise at Scale
Extended replication of Haas (2015) across 8.3M medical Q&A pairs.
Revising
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empathy
Empathy Appropriateness
A signal-cost framework for when and how LLMs should express empathy.
Phase 2 data collection
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empathy
HAICE · Contrastive Norm Learning
A contrastive approach to learning empathy norms for AI evaluation.
Framework draft
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society
Parenting, Personality & Adolescent Mental Health
Parenting styles × personality × adolescent mental health in 221 Toronto dyads.
Draft complete · needs formatting
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empathy
Teaching Empathy in AI Design
ELM-based pedagogy for teaching empathy in AI design (EduCHI 2026).
Submitted · awaiting feedback
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agents
The Big Seven · LLM Agent Partner Selection
A personality framework for how LLM agents choose partners in open ecosystems.
Drafting
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society
Who Still Uses Reddit?
Sustainability of healthcare Q&A communities (r/AskDocs) in the LLM era.
Framework complete · no data yet