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Data quality

Lead-pack data quality and freshness

Definitions for public data classes, quality bands, freshness, blanks, suppression expectations, and how to evaluate MarketRoster delivery format before buying.

Public field classes

Typical delivery includes business identity, website URL, industry classification, city and state, public contact fields where available, plus source and research-date notes. Exact columns vary by source availability.

  • Business name and geography
  • Website URL when present
  • Public contact fields when present
  • Source category and research date

Quality bands

When quality bands appear in the catalog projection, they summarize coarse actionability or completeness for a pack—not a score for any individual business. Bands are reviewed language for buyers, not a guarantee of replies.

  • limited — thinner coverage or freshness
  • moderate — usable for bounded outreach
  • strong — denser usable fields in the current snapshot

Freshness and blanks

Research dates describe when facts were last reviewed for packaging. Missing values remain blank. Guessed emails, invented phone numbers, or fabricated website problems are not part of the product.

  • Prefer blanks over invention
  • Deduplicate and suppress before outreach
  • Re-check public facts before high-stakes contact

Delivery evaluation

Pack pages show the delivery format and field expectations. Use that to confirm CRM mapping before you buy volume—not as evidence of purchase intent for any real business.

  • Map fields before buying volume
  • Confirm blank handling
  • Align claim language to opportunity proxy

Corrections

Report pack-level quality concerns to hello@marketroster.com. Include the pack slug, field name, and what looked wrong. Do not send personal data about third parties unless required for a lawful correction request.

Related next steps

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