42.4% of shade opinions in buyer discussion are positive, versus 72.5% in reviews. Relvo’s comparison shows why the evidence sets need context.

Skin or eye reactions appear in 22.6% of recorded makeup exits with a stated reason in Relvo’s research. These are self-reports, not clinical findings.

Recommendations and questions make up 54.4% of recorded cosmetics decisions in buyer discussion. Relvo examines what that means for makeup brands.

97.8% of sampled recovery-conduct opinions are negative in Relvo’s research. Reported experiences require case review; they are not verified incident rates.

95.8% of sampled privacy opinions are negative in Relvo’s digital-credit research. This is a sentiment measure, not evidence of a breach rate.

Trust or legitimacy is the most common coded reason in 29.1% of recorded borrower warnings. Relvo’s evidence measures concerns, not verified misconduct.

81.4% of sampled support opinions are negative; grievance-resolution opinions are 96% negative in a separate set. Relvo measures reported experience.

93.1% of sampled fee opinions are negative in Relvo’s research. These measure borrower sentiment, not the incidence of hidden charges across lenders.

Speed is the most common named reason in 20.1% of recorded borrowing events in Relvo’s research. Most events have an unspecified or other reason.

37% of refused borrower profiles with a stated response ask for a reason; 25% retry the same app. Relvo’s figures describe reported actions, not a funnel.