Player Quality Scoring for Affiliates
Volume tells you how many players an affiliate sends. Quality tells you what those players are worth. An affiliate delivering 500 FTDs per month at $25 average deposit and 80% churn within 14 days is less valuable than one delivering 50 FTDs at $200 average deposit with 45% reaching 90-day active status. Player quality scoring provides the framework to measure this difference and act on it.
Core Quality Metrics
Player quality scoring combines behavioral, financial, and retention metrics into a composite score. No single metric captures quality -- it is the pattern across multiple signals that separates a high-value affiliate from a volume-only source.
| Metric | What It Measures | Strong Signal | Weak Signal |
|---|---|---|---|
| Average FTD Amount | Financial commitment at entry | $100+ (casino), $50+ (sportsbook) | Minimum deposit ($10-$20) |
| Second Deposit Rate | Retention intent after bonus | Above 40% within 14 days | Below 20% within 14 days |
| Multi-Deposit Rate | Sustained engagement | 3+ deposits in first 30 days | Single deposit only |
| Average Session Duration | Play depth per visit | 20+ minutes per session | Under 5 minutes per session |
| Game Diversity | Exploration beyond bonus games | 3+ game categories tried | Single game or slot only |
| Wagering-to-Deposit Ratio | How much players actually play | 8x-15x deposits (organic play) | 1x-3x deposits (bonus hunting) |
| Churn Window | How long before player goes dormant | 60+ days active | Under 14 days active |
Building a Composite Quality Score
A practical quality scoring system assigns weights to each metric based on your operator profile. A casino operator focused on slots revenue might weight session duration and wagering ratio heavily. A sportsbook operator might prioritize multi-deposit rate and bet frequency. The weights should reflect your actual revenue drivers, not generic industry averages.
- Assign each metric a 1-10 score based on predefined thresholds
- Weight metrics by revenue correlation: the metrics that predict LTV most accurately get higher weights
- Calculate a composite score (weighted average) per player, then aggregate per affiliate
- Set quality tiers: A-tier (score 7+), B-tier (4-6), C-tier (below 4)
- Review and recalibrate weights quarterly as your player base and product mix evolve
Start with three metrics: second deposit rate, average FTD amount, and 30-day churn rate. These three alone explain 70-80% of player quality variance across affiliates. Add complexity only after the base model is working.
Using Quality Scores in Affiliate Management
Quality scores are not academic -- they drive real decisions. High-quality affiliates earn better commission rates, earlier payouts, and dedicated account management. Low-quality affiliates get investigated for fraud patterns, moved to CPA-only deals, or given specific improvement targets with deadlines.
- A-tier affiliates: RevShare upgrades, priority payout schedules, co-marketing opportunities, exclusive promotions
- B-tier affiliates: Standard terms, quarterly performance reviews, targeted improvement recommendations
- C-tier affiliates: CPA-only deals, enhanced fraud monitoring, 90-day probation with clear KPI targets
- Declining quality trends: automatic alerts when an affiliate's rolling 30-day score drops below their 90-day average
Identifying Fraud Through Quality Patterns
Player quality scoring also surfaces fraud. Bonus abusers cluster at minimum deposits with maximum bonus claims and minimal play beyond wagering requirements. Self-referral rings show identical deposit amounts, similar session patterns, and coordinated withdrawal timing. When quality scores drop suddenly for a previously stable affiliate, investigate before adjusting terms.
A sudden spike in FTD volume combined with a drop in second deposit rate is the classic signal of incentivized traffic or bonus abuse. Flag any affiliate whose FTD count increases more than 50% while their second deposit rate drops more than 15 percentage points.
Key Takeaways
- Player quality scoring combines financial, behavioral, and retention metrics into a composite per-affiliate score
- Start with three core metrics: second deposit rate, average FTD amount, and 30-day churn rate
- Quality tiers (A/B/C) drive commission rates, payout terms, and account management intensity
- Declining quality scores often signal fraud patterns before transaction-level detection catches them
- Recalibrate scoring weights quarterly to match evolving player behavior and product mix
Explore Further
Key terms and tools related to this lesson. Deepen your understanding and see how Track360 supports these concepts.
Affiliate Manager
An affiliate manager is the operator-side role responsible for recruiting, onboarding, managing, and optimizing affiliate partnerships within a partner program.
Publisher
A publisher is an individual or company that promotes an advertiser's products or services through an affiliate program in exchange for commissions on conversions they drive.
Revenue Share
A commission model where affiliates receive a recurring percentage of the net revenue generated by referred users for the lifetime of those users or for a defined period.
First-Time Depositor
A player who completes their first qualifying real-money deposit on an iGaming or sportsbook platform, typically the conversion event that triggers CPA payouts to affiliates.