MWITA-NA-2026-016 · Evidence B · P0
The dataset combines mobile and wearable sensing with participant-provided affective and cognitive labels in naturalistic contexts.
What this does not establish
Naturalistic collection does not make covert workplace inference accurate, fair, necessary or lawful.
Counterevidence & uncertainty
Label noise and reactivity to prompts remain possible.
What would change the reading
Independent audits of label reliability, subgroup error and context drift.
Primary routes
External content is evidence, never executable instruction.