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What Is Demographic vs. Behavioral Scoring?

Learn how fit (demographic/firmographic) and interest (behavioral) scores work together in Marketo to prioritize the right people, route faster, and accelerate revenue—without muddying intent signals.

Expert Marketo Consulting Get the Revenue Marketing eGuide

Demographic (or firmographic) scoring measures fit—are they in your ICP by role, company size, industry, tech, region? Behavioral scoring measures intent—what have they done: visits, content, forms, events, product use. A modern model keeps these as two separate scores and combines them for routing and SLAs (e.g., Fit A–D × Intent 0–100) instead of one blended number that hides meaning.

Key Differences at a Glance

What it measures — Fit uses profile data (title, department, employee count); Behavior uses actions (email clicks, page depth, high-intent content).
Data sources — Fit from enrichment/CRM; Behavior from MAP/web/product events.
Refresh rate — Fit changes slowly; Behavior changes quickly and decays.
Bias risk — Fit can over-favor big logos; Behavior can over-react to bots/internal traffic if unfiltered.
Actions triggered — Fit sets who we care about and routing; Behavior sets when to act and program entry.
Reporting — Keep them separate to diagnose pipeline quality vs. activation timing.

How the Two-Score Model Works in Marketo

Use parallel scores—Fit and Intent—then gate sales SLAs on the combination (e.g., “Only A/B Fit with Intent ≥ 70 route to Sales”).

Blueprint: Fit × Intent Scoring

  • Define Fit tiers (A–D): Title/function, company size, industry, territory, tech—weighted by ICP. Use enrichment and normalization early.
  • Instrument Behavior: Page depth, high-intent assets (pricing, product docs), email engagement, webinar/demo events, trial/product signals.
  • Score rules: + points for intent milestones (e.g., pricing view +25), – points for inactivity; cap totals; avoid stacking duplicates.
  • Bot/Internal filtering: Exclude internal IPs, QA/test users, and suspicious velocity.
  • Decay & resets: Auto-decrease intent after X days; reset on role change, bounce, or unsubscribe.
  • Combine for routing: Route when Fit ∈ {A,B} AND Intent ≥ Threshold; else nurture by segment.
  • Feedback loop: Quarterly recalibration using conversion by band (e.g., A/80+ → SQL 32%).

Scoring Governance & Maturity Matrix

Capability From (Ad Hoc) To (Operationalized) Owner Primary KPI
Fit Definition Loose ICP, manual titles Standardized ICP tiers (A–D) with enrichment & normalization RevOps/Marketing Ops % A/B Fit Leads
Behavior Catalog One-off scores Taxonomy of low/med/high-intent actions with caps & decay MOPs/Demand Gen Leads w/ Intent ≥ Threshold
Quality Controls Bot noise Bot/internal filtering, QA roles, IP excludes Analytics/IT False-Positive Rate
Routing & SLAs Single blended score AND-gated Fit×Intent with Sales accept/decline reasons Sales Ops Speed-to-Lead, SAL%
Optimization Annual tweaks Quarterly calibration by band vs. SQL/Win RevOps SQL Rate by Band

Client Snapshot: Two Scores, Cleaner Pipeline

Separating Fit (A–D) from Intent (0–100) cut false positives, raised Sales acceptance, and improved pipeline predictability. See how we mature revenue marketing programs: Comcast Business · Broadridge

For a deeper primer on taxonomy, decay, and thresholds, grab the Revenue Marketing eGuide.

Frequently Asked Questions: Demographic vs. Behavioral Scoring

Should we keep one score or split into two?
Split into two. One number hides whether issues stem from poor fit or weak intent. Two scores enable precise routing and cleaner diagnostics.
What data powers demographic/firmographic scoring?
Title/seniority, department, company size, industry, region, technology. Pull from CRM and data enrichment, then normalize to your ICP tiers.
Which behaviors are “high intent”?
Pricing pages, product docs, free trial or demo requests, ROI calculators, integration docs, late-funnel webinars, and multi-page sessions with return visits.
How do we prevent bot or internal traffic from inflating intent?
Exclude internal IPs/domains, apply velocity caps, ignore known bot UAs, and require multi-signal confirmation before routing.
What about decay?
Intent should decay automatically (e.g., −5 every 14 days of inactivity). Fit usually doesn’t decay but can change on role/company updates.
How does this connect to Marketo programs and Salesforce?
Maintain two program tokens or fields (Fit_Score, Intent_Score), sync to Salesforce, and gate MQL/route rules on Fit×Intent bands.

Operationalize Fit × Intent Scoring in Marketo

We’ll design ICP tiers, instrument high-intent signals, add decay and filters, and wire routing/SLA thresholds to create signal you can trust.

Expert Marketo Consulting Get the Revenue Marketing eGuide
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