How to Run a Supplier Scorecard

A supplier scorecard turns "this supplier is unreliable" from a feeling into a number, built from your own receiving data. Here is what to measure, how to calculate on-time-in-full (OTIF), and how to run the review without building a system nobody keeps updated.

By Tibeau De Grauwe, FounderUpdated September 2026

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What to measure

On-time-in-full (OTIF) is the core metric for most scorecards: the percentage of purchase orders that arrived on or before the promised date, with the full quantity ordered. A shipment that arrives on time but short counts as a miss; so does one that arrives complete but late. Both matter, which is why OTIF combines them rather than tracking timeliness and completeness as separate, easier-to-fudge numbers.

Quality rate is the percentage of received quantity that passed inspection or was not later returned as defective. This requires recording quality issues at receiving or return, not just accepting whatever arrives as automatically good.

Price stability tracks whether a supplier's pricing has held to what was quoted or contracted, or drifted upward between orders without explanation — useful for negotiation leverage as much as for the scorecard itself.

Lead time consistency (not just average lead time, but how much it varies order to order) matters as much as the average: a supplier that is reliably 10 days is easier to plan around than one that averages 7 days but ranges from 3 to 15.

  • OTIF: on-time AND in-full, not either alone
  • Quality rate: received quantity that passed inspection
  • Price stability: actual vs. quoted price over time
  • Lead time consistency: variance, not just the average

How to calculate OTIF

OTIF = (number of orders delivered both on time and in full ÷ total number of orders) × 100, over a chosen period.

A single order counts as a miss if it fails either condition: it arrived complete but three days late, or it arrived on the promised date but two units short — both are OTIF failures, even though each individually might look like a minor issue in isolation.

This requires recording, per purchase order, the promised delivery date, the actual delivery date, the ordered quantity, and the received quantity — data most receiving workflows already capture, if the promised date is recorded at the time the order is placed rather than reconstructed later from memory.

Building the scorecard from data you already have

The scorecard does not need a separate system if purchase orders and receiving are already tracked in your inventory or purchasing software — OTIF, quality rate, and price variance can all be calculated from the same purchase order and receipt records used for day-to-day stock, rather than a parallel spreadsheet maintained by hand.

Keep it to a handful of metrics per supplier, reviewed on a fixed cadence (quarterly is common), rather than a large dashboard that requires more upkeep than the insight is worth. A scorecard nobody updates is worse than no scorecard, since a stale number gets trusted as if it were current.

Score consistently across suppliers using the same period and the same calculation, so comparisons mean something — a supplier scored over their best quarter compared against another scored over their worst quarter is not a fair scorecard, even if both numbers are individually accurate.

Making the scorecard actually change decisions

The scorecard only earns its keep if it feeds a real decision: which supplier gets the next order when more than one could fill it, whether a chronically late or short supplier gets a direct conversation about their numbers, or whether persistent misses justify qualifying a second source for a critical item.

Share the relevant numbers with the supplier, not just internally. Most suppliers respond better to a specific, data-backed conversation ("your OTIF has been 78% over the last two quarters, driven mostly by short shipments") than a vague complaint about reliability, and it gives them something concrete to fix.

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Frequently asked questions

What is a supplier scorecard?
A supplier scorecard is a set of metrics, typically on-time-in-full delivery, quality rate, price stability, and lead time consistency, used to measure and compare supplier performance from actual purchasing and receiving data rather than impression.
How do you calculate OTIF (on-time-in-full)?
OTIF = (orders delivered both on time and in full ÷ total orders) × 100. An order counts as a miss if it fails either condition — arriving late even if complete, or arriving short even if on time — both count against the score.
What metrics should a supplier scorecard include?
At minimum, on-time-in-full (OTIF) delivery rate and quality rate (received quantity that passed inspection). Price stability and lead time consistency are commonly added as a second tier once the core two are being tracked reliably.
How often should a supplier scorecard be reviewed?
Quarterly is common — frequent enough to catch a declining supplier before it becomes a crisis, infrequent enough that the review does not become unsustainable overhead nobody keeps up with.
Do I need special software to build a supplier scorecard?
Not necessarily — if purchase orders and receiving are already tracked with promised dates, actual dates, ordered quantities, and received quantities, OTIF and quality rate can be calculated directly from that existing data rather than a separate system.

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