What Is a Distributor Health Score and How Do You Build One?
A distributor health score is a single number, usually 0 to 100, that combines a distributor’s payment record, sell-through (how fast stock sells on to retailers), stock levels compared with ordering, scheme uptake and visit frequency. It gives an early warning, before a distributor stops ordering, switches brands or defaults, while the relationship is still recoverable.
- One signal alone misleads; combining five gives a far more reliable warning.
- Steady ordering with falling sell-through often means stock is piling up unsold.
- Slower payments and fewer rep visits often appear before orders actually drop.
- A score is only useful if each drop triggers a named action and owner.
Why distributor problems are found too late
Most companies judge distributors on monthly purchases and outstanding dues. Both are lagging signals. By the time orders fall or payments stop, the distributor may already be stocking a competitor or struggling for cash.
Earlier signs are usually visible: sell-through slowing, stock building up, schemes no longer claimed, reps visiting less often. They sit in different systems and different people’s heads, so nobody joins them up.
Illustrative example.
The five signals in a distributor health score
Payments: days to pay against agreed credit terms, and the trend. Sell-through: how fast stock moves on to retailers. Stock against ordering: whether the distributor keeps buying while stock on hand climbs. Scheme uptake: whether they still join and claim your promotions. Visit frequency: how often your rep actually calls, and what was recorded.
Weight each signal, score it against the distributor’s own history and its peers, and combine them.
How to build a distributor health score
Process- 01
Gather five data feeds
Pull payments, distributor sales to retailers, stock on hand, scheme claims and rep visit logs.
- 02
Score each signal
Compare each distributor with its own history and with similar distributors in the region.
- 03
Weight and combine
Start with simple weights, then tune them against distributors that actually churned or defaulted.
- 04
Set warning bands
Define healthy, watch and act bands, with a named owner for each distributor.
- 05
Act and review
Log every intervention and check weekly whether the score and orders recovered.
- 01
Gather five data feeds
Pull payments, distributor sales to retailers, stock on hand, scheme claims and rep visit logs.
- 02
Score each signal
Compare each distributor with its own history and with similar distributors in the region.
- 03
Weight and combine
Start with simple weights, then tune them against distributors that actually churned or defaulted.
- 04
Set warning bands
Define healthy, watch and act bands, with a named owner for each distributor.
- 05
Act and review
Log every intervention and check weekly whether the score and orders recovered.
Reading the score: patterns that matter
The combination tells the story. Steady orders with falling sell-through means stock is piling up, and a return claim or a sharp order drop is likely next. Good sell-through with slowing payments points to a cash squeeze, not weak demand. Falling scheme uptake and fewer visits together often signal a relationship cooling towards a competitor.
Each pattern needs a different response: a credit review, a stock rebalance, a senior visit or a targeted scheme.
From score to action
A score that only sits on a dashboard changes nothing. Set thresholds, assign an owner for every distributor that drops into the warning band, and track what was done and whether the score recovered. Over time this record shows which interventions actually work. Owllys SalesI is built around this loop: score, explain the reason, recommend an action, then learn from the outcome.
Questions people ask
How often should a distributor health score be updated?
Weekly at minimum, and daily where distributor stock and invoice data arrive automatically. Monthly scoring is usually too slow, because payment delays and stock build-ups can turn into a lost distributor within one or two cycles. Review the trend, not just the latest number.
What data do I need if distributors do not share sales data?
Start with what you already hold: your invoices to them, payments, scheme claims and rep visit logs. These four alone give a useful early score. Then agree a simple data feed for stock and retailer sales, often linked to scheme eligibility, so sharing benefits the distributor too.
Is a distributor health score the same as a credit score?
No. A credit score looks mainly at the ability to pay. A health score also covers demand, stock, engagement and relationship signals. A distributor can pay on time while sell-through collapses, which a credit score would miss until the orders stop.