FAIR METRICS FOR CUSTOMER CHAT OPERATIONS: FROM RESPONSE TIME TO REAL CONTRIBUTION

Digital support teams often operate within dashboards. Managers can measure first-contact resolution with impressive granularity. Yet research on performance evaluation and incentive mechanisms warns that measurement is useful only when goals are clear, feedback is timely, and incentives are fair