How to Design and Track Loyalty Program Costs the Right Way

February 24, 2026 | 3 minute read

Honest ROI requires a clear understanding of your full loyalty program economics, not just the visible costs. If program costs are not clearly defined, ROI becomes a debate instead of a reliable metric. Redemption cost is often the largest and most complex input because it must be estimated, as issued rewards do not equal redeemed rewards. If you do not yet have a clean loyalty P&L, start with a minimum viable denominator, typically redemption cost, and expand over time with a transparent, documented plan.

Start with the denominator definition

“Loyalty program cost” should mean: the costs required to operate the program and deliver rewards/benefits over a defined time horizon.

Avoid the double-subtraction trap and be explicit about the metric you are presenting

Be explicit about what metric you’re presenting:

  • Incremental profit before program costs (sometimes called “gross incremental profit”): the profit uplift attributable to loyalty before subtracting loyalty program costs.

  • Net incremental profit: incremental profit before program costs minus program costs.

  • ROI (net over cost): ROI = (net incremental profit) ÷ (program cost)

  • Benefit–cost ratio: (incremental profit before program costs) ÷ (program cost)

  • Correct Loyalty Program ROI Formula: (net incremental profit) ÷ (cost) = (incremental before costs − cost) ÷ (cost)

  • Incorrect (double subtract): (net incremental profit − cost) ÷ (cost)

The double-subtraction trap happens when someone uses net incremental profit as the numerator and then subtracts program costs again (implicitly treating the numerator as if it were “before costs”).

In other words:

  • Correct Loyalty Program ROI Formula: (net incremental profit) ÷ (cost) = (incremental before costs − cost) ÷ (cost)
  • Incorrect (double subtract): (net incremental profit − cost) ÷ (cost)

Cost taxonomy

 

Cost Taxonomy

 

The “minimum viable denominator” 

If you don’t have a clean loyalty P&L, a finance-safe first step is:

  • Start with redemption cost in the denominator.

  • State clearly: “This is ROI vs variable reward cost (gross margin context).”

  • Expand in stages as you mature cost tagging and governance.



Mini-example: Ignoring redemption assumptions can create fake ROI

If you assume issued points will cost $1.0M to redeem but true redemption cost is$1.4M (because behavior changed), your ROI can flip sign months later. This isn’t just an accounting nuance, errors accumulate over time.

 

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Len Llaguno

Written by Len Llaguno

Founder and managing partner of KYROS Insights. I'm an analytics nerd and recovering actuary. I use machine learning to help loyalty programs predict member behavior so they can identify their future best customers, and recognize and reward them today.

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