You've probably seen the statistic: merchants in districts with cashback programs report 31% higher return visit rates than merchants in districts without them. It's become a talking point for districts considering cashback pilots and for vendors selling cashback platforms.

The number comes from our longitudinal survey of 1,200 merchants across 45 districts, conducted between Q2 2025 and Q1 2026. It's real. But the story behind it is more complicated than the headline suggests.

What We Actually Measured

We asked merchants to estimate their return visit rate — the percentage of customers who visit their store more than once per month. We compared responses from merchants in districts with active cashback programs (n=340) to merchants in districts without them (n=860).

The results:

The Caveats

1. Self-Reported Data

These are merchant estimates, not transaction-level measurements. Merchants in cashback districts may be more aware of return visits because the cashback platform tracks them. Merchants in non-cashback districts are guessing.

2. Selection Bias

Districts that adopt cashback programs may be different from districts that don't in ways that affect return visits independently. They may be better-managed, better-funded, or in stronger commercial corridors. The cashback program may be a symptom of district quality, not a cause of return visits.

3. Participation Matters

Within cashback districts, the 31% lift was not evenly distributed. Merchants who actively participated in the program (promoted it in-store, tracked results, engaged with the platform) reported 47% higher return visits. Merchants who enrolled but didn't actively participate reported only 12% higher return visits.

What This Actually Means for Merchants

If Your District Has a Cashback Program

The program probably works — if you work it. Passive enrollment isn't enough. The merchants seeing real results are the ones:

If Your District Doesn't Have a Cashback Program

The 31% figure is suggestive but not conclusive. Cashback programs appear to help, but they're not magic. Before advocating for one in your district, ask:

The Bigger Picture

Cashback programs are one tool for driving return visits. They're not the only tool, and they're not always the best tool. Districts with strong event programming, effective marketing, and high merchant engagement can achieve similar results without cashback.

The 31% figure is real, but it's not a guarantee. It's an average that includes merchants who worked the program hard and merchants who barely participated. Your results will depend on what you put in.

Full Methodology

The longitudinal survey was conducted via email invitation to merchants in 45 districts across 22 states. Response rate was 34%. Results were weighted by district size and region. Full methodology and data tables are available to Frontage subscribers.