Research Methodology

A supplier compliance benchmark should be reproducible before it is impressive.

This methodology defines how Emissa intends to calculate operational supplier-compliance metrics before publishing aggregate market findings. Definitions are designed to be auditable from structured workflow records rather than inferred from surveys alone.

Metric definitions

Evidence readiness rate

Approved, current evidence items mapped to active requirements divided by active evidence-required requirements.

Supplier response time

Elapsed time from a documented request being issued to a complete response reaching the defined review state.

Certificate currency

Required certificates classified as current, expiring within the configured window or expired at the measurement date.

CAPA closure time

Elapsed time from corrective-action creation to verified closure, excluding cancelled records.

Reusable answer coverage

Recurring request fields that can be populated from currently approved structured answers or evidence divided by total requested fields.

Data reuse rate

Approved evidence or structured supplier data used by more than one distinct compliance workflow during the measurement period.

Dataset inclusion rules

Only production records with a defined organization, workflow state and measurement timestamp should enter a benchmark dataset. Demo workspaces, test suppliers, synthetic records, deleted records and incomplete migrations should be excluded. Metrics should be calculated using the same definition across all included organizations.

Aggregation and privacy

Published benchmarks should use anonymized aggregate cohorts. A cohort should not be published when its size is too small to protect participating organizations or when one organization contributes a disproportionate share of the records. Customer names, supplier names, document contents and individual transaction details should never appear in public benchmark output without explicit permission.

Versioning and comparability

Every published report should identify the measurement period, metric-definition version, inclusion rules and meaningful methodology changes. If a definition changes, prior periods should either be recalculated or clearly marked as not directly comparable.

What the methodology does not claim

Operational benchmarks do not determine legal compliance, regulatory applicability or the quality of a company’s underlying legal analysis. They measure the execution characteristics of a supplier compliance program: evidence coverage, workflow timeliness, ownership, remediation and data reuse.

Measure the same operating metrics inside Emissa.

Structured requirements, evidence, owners, suppliers and corrective actions create the records needed for reliable compliance operations analytics.

Review the product workflow