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crm-hygiene

Audit and improve CRM data quality by identifying missing fields, inconsistent values, duplicate records, and stale data

personAuthor: jakexiaohubgithub

CRM Hygiene

Systematically identify and resolve data quality issues in your CRM to improve forecast accuracy, reporting, and automation reliability.

When to Use This Skill

  • Quarterly CRM audits
  • Before major reporting periods
  • When automation workflows fail
  • After team changes or migrations
  • Preparing for CRM integrations

Methodology Foundation

Based on Salesforce Data Quality Best Practices and RevOps Co-op Data Governance frameworks, focusing on:

  • Completeness (required fields populated)
  • Consistency (standardized values)
  • Accuracy (correct and current data)
  • Timeliness (recent updates)

What Claude Does vs What You Decide

| Claude Does | You Decide | |-------------|------------| | Defines audit criteria | Which fields are required | | Identifies data issues | Priority of fixes | | Categorizes problems by type | Who owns cleanup tasks | | Suggests remediation steps | Automation vs manual fix | | Creates cleanup reports | Enforcement policies |

What This Skill Does

  1. Audit design - Define required fields and validation rules
  2. Issue identification - Find missing, inconsistent, duplicate data
  3. Prioritization - Rank issues by business impact
  4. Remediation planning - Action steps to fix issues
  5. Governance recommendations - Prevent future issues

How to Use

For Audit Design:

Help me create a CRM hygiene audit for [CRM System].

Key objects to audit:
- [Leads, Contacts, Accounts, Opportunities]

Critical fields for each:
- Leads: [list required fields]
- Opportunities: [list required fields]

Our main issues:
- [Describe known problems]

For Data Audit:

Audit this opportunity data for hygiene issues:

[Paste export or describe data]

Required fields:
- [List fields that must be populated]

Validation rules:
- [List rules like "Stage must match Amount > $0"]

Instructions

Step 1: Define Audit Scope

Object Priority (typical):

  1. Opportunities - Revenue impact
  2. Accounts - Relationship foundation
  3. Contacts - Communication accuracy
  4. Leads - Pipeline source

Field Categories:

  • Critical - Blocks processes if missing
  • Important - Affects reporting/segmentation
  • Nice-to-Have - Enriches but not required

Step 2: Completeness Audit

Check required fields by object:

Opportunities: | Field | Criticality | Why Required | |-------|-------------|--------------| | Amount | Critical | Forecast, pipeline value | | Close Date | Critical | Forecast timing | | Stage | Critical | Pipeline reporting | | Owner | Critical | Accountability | | Account | Critical | Company linkage | | Primary Contact | Important | Communication | | Next Step | Important | Deal momentum | | Competitor | Important | Win/loss analysis | | Loss Reason | Critical (if lost) | Improvement insights |

Accounts: | Field | Criticality | Why Required | |-------|-------------|--------------| | Industry | Important | Segmentation | | Employee Count | Important | ICP fit | | Website | Important | Research, enrichment | | Billing Address | Critical | Invoicing | | Account Owner | Critical | Accountability |

Step 3: Consistency Audit

Check for standardization issues:

| Issue Type | Example | Impact | |------------|---------|--------| | Picklist variations | "US" vs "USA" vs "United States" | Reporting breaks | | Case inconsistency | "ACME" vs "Acme" vs "acme" | Duplicates | | Format variations | "(555) 123-4567" vs "5551234567" | Automation fails | | Null vs blank | NULL vs "" vs "N/A" | Filters don't work |

Step 4: Accuracy Audit

Identify likely incorrect data:

| Check | Criteria | Action | |-------|----------|--------| | Stale close dates | Past date, still open | Update or close | | Amount mismatches | $0 in late stage | Verify pricing | | Stage regression | Stage 4 → Stage 2 | Investigate | | Impossible values | 200% probability | Fix validation | | Bounced emails | Marked invalid | Remove or update |

Step 5: Duplicate Detection

Find potential duplicates:

| Match Type | Criteria | Confidence | |------------|----------|------------| | Exact email | Same email address | 99% duplicate | | Domain match | Same company domain | 80% duplicate | | Fuzzy name | Similar company name | Investigate | | Phone match | Same phone number | 90% duplicate |

Step 6: Timeliness Audit

Flag stale records:

| Object | Staleness Threshold | Action | |--------|---------------------|--------| | Open Opportunity | No activity 30 days | Review with rep | | Lead | No touch 14 days | Reassign or nurture | | Account | No contact 90 days | Re-engagement | | Contact | Bounced + 30 days | Archive |

Examples

Example 1: Opportunity Audit

Input:

Audit these opportunities:

1. Acme Corp - Stage: Proposal, Amount: $0, Close: Jan 15 (past), Owner: Empty
2. Beta Inc - Stage: Closed Won, Amount: $50K, Close: Feb 1, Loss Reason: "Price"
3. Gamma LLC - Stage: Discovery, Amount: $100K, Close: Mar 30, No activity 45 days
4. Delta Co - Stage: Negotiation, Amount: $75K, Close: Feb 28, Next Step: Empty
5. Echo Systems - Stage: Closed Lost, Amount: $200K, Loss Reason: Empty

Output:

## CRM Hygiene Audit: Opportunities

### Summary
- **Total Records**: 5
- **Critical Issues**: 4
- **Warnings**: 2
- **Clean Records**: 0

### Critical Issues (Fix Immediately)

#### 1. Acme Corp - 3 Critical Issues
| Issue | Field | Current | Required |
|-------|-------|---------|----------|
| 🔴 Missing | Owner | Empty | Assigned rep |
| 🔴 Missing | Amount | $0 | Deal value |
| 🔴 Stale | Close Date | Jan 15 (past) | Future date |

**Action**: Assign owner, verify if deal is active, update amount and close date.

#### 2. Beta Inc - Logic Error
| Issue | Field | Current | Problem |
|-------|-------|---------|---------|
| 🔴 Inconsistent | Loss Reason | "Price" | Stage is "Closed Won" |

**Action**: Either change stage to Closed Lost, or clear Loss Reason.

#### 3. Echo Systems - Missing Required
| Issue | Field | Current | Required |
|-------|-------|---------|----------|
| 🔴 Missing | Loss Reason | Empty | Required for Closed Lost |

**Action**: Rep must document why deal was lost.

#### 4. Delta Co - Missing Next Step
| Issue | Field | Current | Impact |
|-------|-------|---------|--------|
| 🟠 Missing | Next Step | Empty | No clear action |

**Action**: Rep should define next step for Negotiation stage.

### Warnings (Review This Week)

#### 5. Gamma LLC - Stale Deal
| Issue | Indicator | Value |
|-------|-----------|-------|
| 🟡 Stale | Last Activity | 45 days ago |

**Action**: Review with rep - is this deal still active? If yes, update. If no, close lost.

### Hygiene Score: 20/100 (Poor)

### Recommended Actions by Priority

1. **Today**: Fix Acme Corp (no owner = orphaned deal)
2. **Today**: Fix Beta Inc logic error (affects win rate)
3. **This Week**: Get Echo Systems loss reason
4. **This Week**: Update Gamma LLC status
5. **This Week**: Add Delta Co next step

### Process Recommendations
- Add validation rule: Amount required when Stage > Discovery
- Add validation rule: Owner required on all opportunities
- Add validation rule: Loss Reason required when Closed Lost
- Create stale deal report (no activity 30+ days)

Example 2: Duplicate Detection

Input:

Check these accounts for duplicates:

1. Acme Corporation, acme.com, San Francisco
2. ACME Corp, acme.com, SF
3. Acme Inc, acme-inc.com, San Francisco
4. Beta Technologies, beta.io, New York
5. Beta Tech, betatech.com, NYC
6. Beta Technologies Inc, beta.io, New York

Output:

## Duplicate Detection Report

### High Confidence Duplicates (Merge)

#### Duplicate Set 1: Acme Corporation
| Record | Name | Domain | Location | Confidence |
|--------|------|--------|----------|------------|
| #1 | Acme Corporation | acme.com | San Francisco | Master |
| #2 | ACME Corp | acme.com | SF | 99% - Same domain |

**Recommendation**: Merge #2 into #1
- Same domain (acme.com)
- Same location (SF = San Francisco)
- Name variation only (Corp vs Corporation)

#### Duplicate Set 2: Beta Technologies
| Record | Name | Domain | Location | Confidence |
|--------|------|--------|----------|------------|
| #4 | Beta Technologies | beta.io | New York | Master |
| #6 | Beta Technologies Inc | beta.io | New York | 99% - Same domain |

**Recommendation**: Merge #6 into #4
- Same domain (beta.io)
- Same location (New York)
- Name variation only (Inc suffix)

### Investigate (Possible Duplicates)

#### Possible Set 1: Acme variations
| Record | Name | Domain | Location | Confidence |
|--------|------|--------|----------|------------|
| #1 | Acme Corporation | acme.com | San Francisco | - |
| #3 | Acme Inc | acme-inc.com | San Francisco | 40% |

**Recommendation**: Investigate manually
- Same location, similar name
- BUT different domains (acme.com vs acme-inc.com)
- Could be: subsidiary, different company, or typo

#### Possible Set 2: Beta variations
| Record | Name | Domain | Location | Confidence |
|--------|------|--------|----------|------------|
| #4 | Beta Technologies | beta.io | New York | - |
| #5 | Beta Tech | betatech.com | NYC | 50% |

**Recommendation**: Investigate manually
- Same location (NYC = New York)
- Similar names (Beta Tech vs Beta Technologies)
- Different domains - likely different companies

### Summary
- **Definite Duplicates**: 2 sets (4 records → 2)
- **Possible Duplicates**: 2 sets (need research)
- **Unique Records**: Pending investigation

### Merge Checklist
Before merging, verify:
- [ ] All opportunities moved to master record
- [ ] All contacts linked to master
- [ ] Activity history preserved
- [ ] Custom fields compared
- [ ] Integration IDs noted (for external systems)

Skill Boundaries

What This Skill Does Well

  • Defining audit criteria systematically
  • Identifying common data quality issues
  • Prioritizing fixes by business impact
  • Creating actionable remediation plans

What This Skill Cannot Do

  • Access your actual CRM data
  • Execute cleanup automatically
  • Know your specific business rules
  • Detect all semantic errors

When to Escalate to Human

  • Merge decisions (data loss risk)
  • Business rule definitions
  • Enforcement policy decisions
  • Cross-object relationship issues

Iteration Guide

Follow-up Prompts

  • "Create a monthly hygiene report template."
  • "What validation rules would prevent these issues?"
  • "Prioritize the top 10 issues by revenue impact."
  • "Design a data entry form that enforces these rules."

Continuous Improvement Cycle

  1. Audit → Identify issues
  2. Fix → Clean data
  3. Prevent → Add validation rules
  4. Monitor → Track hygiene score weekly
  5. Iterate → Refine rules quarterly

Checklists & Templates

Weekly Hygiene Report Template

## CRM Hygiene Report - Week of [Date]

### Hygiene Score: X/100

### Critical Issues (Fix Today)
| Object | Record | Issue | Owner |
|--------|--------|-------|-------|

### Warnings (Fix This Week)
| Object | Count | Issue Type |
|--------|-------|------------|

### Trends
- Issues closed this week: X
- New issues this week: X
- Net change: +/- X

### Action Items
1.
2.
3.

Data Governance Checklist

  • [ ] Required fields defined per object
  • [ ] Validation rules implemented
  • [ ] Duplicate rules active
  • [ ] Stale record reports scheduled
  • [ ] Ownership assignments current
  • [ ] Integration mappings documented

References

  • Salesforce Data Quality Best Practices
  • RevOps Co-op Data Governance Framework
  • Marketo Database Health Guide
  • Gartner Data Quality Market Guide

Related Skills

  • pipeline-forecasting - Clean data improves forecasts
  • lead-scoring - Requires complete lead data
  • deal-risk-scoring - Depends on activity data

Skill Metadata

  • Domain: RevOps
  • Complexity: Intermediate
  • Mode: centaur
  • Time to Value: 30-60 min for audit, varies for cleanup
  • Prerequisites: CRM data export, field requirements list