A structured framework of metrics organized into health dimensions that provides a complete, periodic assessment of affiliate program performance. A scorecard approach differs from ad hoc metric review by: covering all health dimensions systematically (not just revenue); setting explicit healthy benchmarks and warning thresholds for each metric; enabling trend tracking over time (is the program improving or deteriorating on each dimension?); creating accountability for specific metric owners. Common scorecard dimensions and component metrics: Publisher portfolio health: active publisher rate; publisher concentration risk (top 3 as % of GMV); new publisher contribution percentage. Revenue quality: new customer rate (incrementality proxy); program EPC; affiliate AOV vs. site AOV. Program economics: effective commission rate; commission reversal rate; attributed ROAS and estimated incremental ROAS. Growth pipeline: month-over-month GMV trend; publisher content freshness; new publisher outreach activity. Review cadence: monthly scorecard review for trending; quarterly deep-dive for publisher mix analysis and strategic adjustments; annual program audit for structural decisions (network selection, commission restructuring, tier system design). Value: a structured scorecard prevents the most common affiliate program management failure mode — managing by attributed revenue alone while missing deterioration in publisher quality, incrementality, or concentration risk.
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