The retail metrics that actually drive conversion

Five retail metrics map to an operational decision. This page lists them, and the lever each one points to.

Key metrics

1. Footfall. Directional count at the entrance. The denominator for everything else.
2. Conversion. Transactions divided by footfall. The number that drives merchandising.
3. Zone dwell. How long people spend in each category. Tells you which displays work.
4. Queue length. Real-time. Tells you when to open an extra till.
5. Walk-through rate. What percentage of people who enter actually walk to the back of the store. Tells you about store layout.

Metrics to deprioritise

Time-of-day segments with sample sizes under 50. Heat maps that look pretty but do not drive a decision. Anything that tracks an individual across a store — legally uncomfortable, and operationally rarely useful.

Interpreting the metrics

Footfall tells you about property. Conversion tells you about merchandising. Queue tells you about staffing. Dwell tells you about display. Walk-through tells you about layout. If a number does not tell you which lever to pull, you do not need it.

Getting started

1. Pick one store. Measure footfall for four weeks.
2. Join it to your POS. Compute conversion.
3. Look at the number. Ask which lever it suggests you pull.
4. Pull the lever. Measure the result.
5. If it works, roll out to the next store.