Relevance
Does the observation help answer the commercial question?
More records aren’t better if they create more noise.
Optimize for usable intelligence—not database size. Quality means that the data can support the agreed commercial decision within its limits.
Seven questions before activation.
Recency
Does timing still support the intended action?
Completeness
Are the fields needed for this decision available?
Fit
Does the audience meet the agreed customer and offer criteria?
Geography
Can the business serve the area at a useful level of precision?
Activation readiness
Do permissions, identifiers, and destination rules support the handoff?
Consistency
Do definitions and formats remain comparable across records and refreshes?
Evaluate the audience against the brief
Relevance, recency, completeness, fit, geography, activation readiness, and consistency should be assessed together. A complete record can still be irrelevant; a recent signal can still sit outside the service territory.
Use checks that match the problem
Potential processes include normalization, deduplication, field validation, suppression, filtering, recency controls, audience criteria, and quality review. Which checks are possible depends on the available fields and program scope.
Keep exceptions visible
Distinguish missing, stale, conflicting, and unresolved information. Do not fill gaps with unsupported certainty. Decide whether a record should be excluded, held for review, or retained only for aggregate analysis.
Measure quality where it matters
Agree acceptance criteria and review a sample before activation. Record the denominator and period for any measured quality rate; no universal validation rate, match rate, or guaranteed completeness is claimed here.
Continue exploring
Data Schema
From records to revenue context.
A useful record explains what is known, what is inferred, where it applies, and which action it may support.
Explore Data Schema →Signal ConfidenceOne signal is a clue. Multiple signals create context.
Confidence describes how well the available evidence supports a specific relevance hypothesis. It is not certainty that someone will purchase.
Explore Signal Confidence →Audience ActivationPut intelligence into your existing workflow.
Keep your acquisition systems and add a more informed audience or territory input.
Explore Audience Activation →Your market. An informed next move.
Define your offer, geography, available data, and intended channels. We’ll scope the intelligence and activation options for your program.
Build a Higher-Quality Audience ↗Signals indicate potential commercial relevance—not certainty that an individual will purchase. Coverage, permitted destinations, and refresh availability vary by program.