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7 min readJanuary 8, 2026

Your CRM Is Lying to You (Here's How to Check)

Data quality issues hide in plain sight. I'll show you the 8 metrics I check on every engagement—and the benchmarks that separate healthy orgs from ticking time bombs.

Tim Owens

Founder & CEO, BuildForce

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CRM dashboard with data quality indicators

The Uncomfortable Truth

After auditing hundreds of Salesforce orgs, I can tell you this with confidence: most CRM data is worse than you think. And the people who rely on it for decisions usually have no idea.

I'm not talking about obvious issues like duplicate records or missing email addresses. I'm talking about the subtle data quality problems that make your reports technically accurate but practically useless.

The 8 Metrics That Matter

Here are the data quality metrics I check on every engagement, along with the benchmarks that separate healthy orgs from ones headed for trouble.

1. Field Completion Rate

What it measures: The percentage of records with populated values for key fields.

Benchmark: >85% for critical fields (Industry, Revenue, Source)

Why it matters: Empty fields aren't just gaps—they're blind spots in your segmentation, routing, and reporting. A 60% completion rate on Industry means 40% of your accounts are invisible to industry-based workflows.

2. Duplicate Rate

What it measures: Percentage of records that match on key identifiers (email, company name + address, etc.)

Benchmark: <5% for contacts, <3% for accounts

Why it matters: Duplicates don't just waste storage—they split activity history, confuse assignment rules, and make pipeline reporting unreliable. If you have 10% account duplicates, your pipeline is probably overstated by 5-15%.

3. Data Decay Rate

What it measures: How quickly your data becomes stale (contacts who've changed jobs, companies that've moved, etc.)

Benchmark: <2% monthly decay for B2B contacts

Why it matters: B2B contact data decays at roughly 30% per year. If you're not actively monitoring and refreshing, a third of your database is talking to people who've moved on.

4. Integration Consistency

What it measures: Whether data matches across connected systems (CRM, marketing automation, billing, etc.)

Benchmark: >95% consistency on shared fields

Why it matters: When your CRM says one thing and your marketing platform says another, someone's making decisions on wrong data. The question is who—and how much it's costing you.

5. Record Age Distribution

What it measures: The age distribution of records by object (accounts, contacts, opportunities)

Benchmark: Healthy orgs have <30% of records older than 3 years without activity

Why it matters: Old, untouched records aren't just clutter—they skew conversion metrics, inflate audience sizes, and waste API calls in sync operations.

6. Custom Field Utilization

What it measures: How many custom fields are actually being used vs. created

Benchmark: >60% utilization rate

Why it matters: The average Salesforce org has 400+ custom fields. If 40% are unused, that's technical debt that slows page loads, confuses users, and makes maintenance harder.

7. Validation Rule Coverage

What it measures: Percentage of critical objects with validation rules enforcing data standards

Benchmark: 100% coverage on Accounts, Contacts, Opportunities

Why it matters: Without validation rules, data quality depends entirely on user discipline. That's not a strategy—it's hope.

8. Owner Accuracy

What it measures: Percentage of records assigned to active, appropriate owners

Benchmark: >95% assigned to active users with correct roles

Why it matters: Orphaned records (owned by deactivated users, wrong teams, etc.) fall through cracks in routing, reporting, and territory management.

How to Run Your Own Audit

You can check these metrics manually, but it takes about 2-3 days of SOQL queries and report building. Or you can run a BuildForce health check and get all 8 metrics (plus 134 more) in under 5 minutes.


Comment "HEALTH" on our LinkedIn post to get the free CRM Health Check Template with the exact queries for each metric.

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Tags:
crm
data-quality
salesforce

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