Reliability
Reliability should be earned through execution, not profile claims.
Construction labor supply only becomes trusted when the platform records what actually happened: attendance, punctuality, cancellations, replacements, and ratings after accepted work.
Data points that matter
Attendance completion, on-time arrival, no-show history, cancellation history, replacement handling, and requester ratings should contribute to a supplier reliability view.
Public badges, private weights
The product can show clear badges such as reliable, developing, or needs review, while keeping scoring weights controlled to prevent gaming.