Private Label & OEM1 min read

Coating Supplier Scores: Normalization Can Change the Meaning of a Weighted Total

Before combining supplier metrics, define how each is converted to a score. A weighted total can change when normalization changes, even if the underlying supplier observations remain the same.

Updated · NANOLAB Knowledge

The key distinction

Cost, response time and appearance ratings have different units and scales. The scoring transformation should reflect the decision rather than merely making every column fit a zero-to-ten format.

Practical checks

  1. Preserve the raw observations.
  2. Document each scoring transformation and weight.
  3. Check how reasonable alternatives affect the decision.

Example

Illustrative example: a narrow price difference is stretched across the full scoring range while a large support difference is compressed. The final ranking may reflect the scaling choice more than the intended purchasing priorities.

Scope and limits

Do not adjust normalization after seeing which supplier wins. Mandatory technical requirements should remain explicit gates rather than being hidden inside a compensating average.

Related guidance

Discuss bulk supply and private-label requirements with NANOLAB. Use the current product documentation for formulation-specific instructions.