CRM LEAD SCORING OPTIMIZATION CHECKLIST 2026

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--- DATA FOUNDATION & INPUT AUDIT ---
[ ] Source Data Inventory
[ ] Data Integrity Checkpoints (Duplicate Record Check, Email Format Validation, Missing Required Field Audit, Standardization of Industry/Country Fields)
[ ] Last Data Audit Completion Date
[ ] Percentage of Error-Free Records
[ ] Data Audit Report
[ ] Identified Data Discrepancies

--- LEAD ATTRIBUTE DEFINITION ---
[ ] Firmographic Attributes
[ ] Demographic Data Points (Job Title, Geographic Region, Seniority Level, Department)
[ ] Lead Source Categorization (Inbound Organic, Paid Advertising, Outbound Prospecting, Referral/Partner)
[ ] Minimum Data Completeness Threshold
[ ] Attribute Weighting Logic Notes

--- SCORING LOGIC & WEIGHTING CONFIGURATION ---
[ ] Lead Scoring Methodology Name
[ ] Scoring Logic Documentation
[ ] Maximum Possible Score Per Lead
[ ] Scoring Model Type (Explicit (Demographic/Firmographic), Implicit (Behavioral/Engagement), Hybrid (Combined))
[ ] Weighted Variables Included (Email Engagement, Website Visits, Job Title Authority, Industry Relevance, Budget Capability)
[ ] Scoring Weightage Calculation Spreadsheet

--- BEHAVIORAL TRIGGER SETUP ---
[ ] Identified High-Intent Actions (Email Open/Click, Form Submission, Webinar Attendance, Pricing Page Visit, Demo Request, Content Download)
[ ] Point Value per Trigger
[ ] Trigger Source Identification
[ ] Automation Channel (Email Marketing Tool, Website Tracking Pixel, Social Media Integration, Direct CRM Interaction)
[ ] Implementation Deadline

--- LEAD DECAY & NEGATIVE SCORING RULES ---
[ ] Inactivity Threshold Period
[ ] Points Deduction per Inactivity Cycle
[ ] Negative Trigger Criteria (Unsubscribed from Email, Bounced Email Address, No Website Visits (30+ Days), Incompatible Job Title, Competitor Domain Detected)
[ ] Disqualification Logic Documentation
[ ] Last Scoring Model Review Date

--- SALES & MARKETING ALIGNMENT (SLA) ---
[ ] MQL Threshold Definition
[ ] Lead Handoff Workflow (Automated Assignment, Round Robin, Territory Based, Manual Review)
[ ] Required Handover Data Points (Contact Phone Number, Company Size, Industry Type, Budget Estimate, Pain Point Description)
[ ] SLA Review Frequency
[ ] Stakeholder Approval

--- AUTOMATION & WORKFLOW VERIFICATION ---
[ ] Verified Automated Triggers (Email Engagement Triggers, Form Submission Triggers, Website Visit Triggers, Content Download Triggers)
[ ] Workflow Sync Status (Fully Functional, Pending Testing, Requires Debugging)
[ ] Automation Error Log Reference
[ ] Last Workflow Test Date
[ ] Testing Notes & Discrepancies
[ ] QA Specialist Approval

--- PERFORMANCE MONITORING & FEEDBACK LOOPS ---
[ ] Last Score Audit Date
[ ] Scoring Model Accuracy Rating (Excellent, Good, Needs Improvement, Critical Failure)
[ ] Lead-to-SQL Conversion Rate (%)
[ ] Identified Scoring Discrepancies (Over-scoring inactive leads, Under-scoring high-intent leads, Data sync latency, Inaccurate attribute weighting)
[ ] Recommended Adjustments for Next Review Cycle
[ ] Marketing/Sales Lead Approval

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