Research Projects
Recruiting and active studies
Recruiting
Conversation Flow-Based Learning for Community Intelligence Extraction
Fine-tuning transformers on hierarchical Reddit threads to extract collective personality, burnout, and critical-issues profiles from a single model — no per-assessment retraining.
Status: Recruiting
Eligibility: Open to collaborators interested in NLP, computational social science, or organizational assessment
Commitment: Async; reading drafts / discussing methodology
Recruiting
Correlated Color Temperature, Spectrum, and Flow States
A study of how controlled warm and cool room lighting affects focus, flow, and alertness during everyday mental work.
Status: Recruiting
Eligibility: Adults 18+ who regularly do focused mental work and can attend three daytime visits; additional screening criteria apply.
Commitment: Three approximately 90-minute daytime visits on different days
Recruiting
Effects of Fatigue on Multitasking Behavior and Performance Using Wearable Sensing
A study of how multitasking and task length affect mental effort, performance, and physiological responses during Tetris gameplay.
Status: Recruiting
Eligibility: Adults 18+ who can use a keyboard or controller, view a screen, and wear a wrist sensor; additional screening criteria apply.
Commitment: One approximately 90-minute visit