Incentive programs should be measured by whether they produce the outcomes they were designed to generate, not by how much capital they attract.

Participation Metrics:

Claim rates measure whether eligible participants are engaging with the program at all. Low claim rates suggest the incentive is either poorly communicated, insufficiently attractive, or reaching the wrong audience. Reward reinvestment, participants who claim rewards and restake or redeploy them rather than selling, signals genuine alignment rather than extractive farming.

Outcome Metrics:

Every incentive program should have a defined target KPI. Liquidity mining should measurably increase depth and reduce spreads. Staking programs should reduce effective circulating supply. Referral incentives should drive verifiable new user acquisition. If the program is consuming emissions without moving the target KPI, the design needs reassessment.

Causality, not correlation:

The critical test is whether the incentive program has a demonstrable causal link to the desired outcome. TVL may increase during a liquidity mining campaign, but if that TVL disappears within days of the program ending, the incentive attracted mercenary capital rather than durable participation. Measure retention after the program tapers or concludes, not just activity during peak incentive periods.

Cost Efficiency:

Compare the dollar cost of emissions or rewards against the incremental value generated. If a staking program emits $500K in token incentives to lock $2M in TVL that disappears after the program ends, the cost-per-retained-dollar is effectively infinite. Sustainable programs generate outcomes that persist beyond the incentive period.