Loyalty Modeling Toolkit Skill

When to Use

• Designing new loyalty tiers or revamping benefits.

• Building business cases for loyalty investments.

• Stress-testing point liability, breakage, and ROI.

Framework

• Inputs – member base, transaction frequency, average order value, churn, CAC.

• Earning Model – simulate points accrual, mission completion, and bonus events.

• Redemption Model – estimate burn rates, cost per reward, and liability curves.

• Impact Drivers – model uplift in retention, cross-sell, referral, or ARPU.

• Scenario Planning – compare base vs optimized vs aggressive variants.

Templates

• Driver sheet (input assumptions, tier thresholds, rewards cost).

• Sensitivity table (goal → driver → delta → impact).

• Executive summary page for approvals.

Tips

• Keep calculators modular so benefits can be toggled quickly.

• Align with finance on liability recognition + accounting treatment.

• Pair with plan-loyalty command to ensure blueprint is financially sound.