What's the right cadence and structure for CRM data quality SLAs: who owns it, what's measured weekly, and what triggers a remediation sprint?

CRM Data Quality SLAs: Ownership, Weekly Metrics, and Remediation Triggers

RevOps owns CRM data quality — full stop. The SLA framework has three layers: governance (who owns what), a weekly scorecard (what's measured), and a remediation trigger (when to escalate). Target thresholds: <2% duplicate rate, >90% required-field completion, <5% records stale 90+ days, and <3% email bounce rate.

---

THE DETAIL

#### 1. Ownership Model

RevOps owns this because RevOps sits at the intersection of every function that depends on CRM data — sales, marketing, customer success, and finance. Nobody else has the cross-functional visibility to define standards, enforce them, and measure impact.

But ownership isn't monolithic. Hygiene fails when no one owns it. Assign responsibility by record type, team, or system. Revenue Operations should manage cross-functional QA and process governance, while individual owners (e.g., SDR managers) are accountable for frontline data discipline.

Practically, this means:

• RevOps Analyst — weekly scorecard, deduplication runs, enrichment via ZoomInfo or Clearbit
• SDR Manager — contact and lead record accuracy (the "last mile" of entry quality)
• AE — opportunity field completeness (MEDDPICC fields, close dates, next steps)
• CRM Admin — validation rules, field enforcement, integration drift

#### 2. What to Measure Weekly

Three fundamental metrics form the backbone of clean CRM data: data completeness (how many required fields are filled), data accuracy (how often information aligns with reality), and duplication rates (how many duplicate records exist). Set clear benchmarks — maintain less than 2% duplicates and achieve over 95% accuracy.

Weekly scorecard additions:

• Required-field fill rate by segment (Contact, Account, Opportunity) — target >90%
• Stale record count: how many records haven't been updated in 90+ days
• Email bounce rate on active sequences — target <3%
• Opportunities missing next step or close date — target <5% of open pipeline

#### 3. Remediation Sprint Triggers

CRM data decays by roughly 34% per year (Validity research). Companies lose up to 12% of revenue due to poor data quality (Experian). And only 3% of companies meet basic data quality standards (Harvard Business Review).

Pull the alarm and run a 2-week remediation sprint when any ONE of these fires:

• Duplicate rate >5% (double the SLA threshold)
• Required-field completion drops below 75% for any core object
• Incomplete CRM fields, missing deal updates, or simple human errors that are drastically reducing sales forecasting accuracy — operationally defined as forecast variance >15% two weeks in a row
• Email bounce rate >8% (domain blacklist risk)
• CRM users projecting a 34% decline in data quality by year-end if no remediation investments are made

Sprint structure: RevOps leads a time-boxed 2-week blitz — bulk merges via Insycle or Salesforce Duplicate Jobs, enrichment refresh from ZoomInfo, and a retroactive field audit on all Opportunities created in the past 90 days.

For most B2B teams, monthly spot checks and quarterly deep audits work alongside this weekly scorecard.

---

VISUAL — Data Quality SLA Scorecard

---