MWITA-LPPO-2026-004 · Evidence A · P1
Conversational data collection and reciprocal disclosure greatly increased verified personal-information sharing while also raising privacy concern.
What this does not establish
Optional email at the end of a student-matching flow with high attrition; not general commercial conversion.
Counterevidence & uncertainty
Reciprocity partly neutralized the negative privacy path but did not remove the tension between social presence and concern.
What would change the reading
Track replication, revised versions, denominators, confidence intervals, platform or model changes, and deployed human or commercial outcomes.
Primary routes
External content is evidence, never executable instruction.