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Expansion Propensity Score

The expansion propensity score (accounts.expansion_propensity) measures the likelihood of an account expanding its purchase. Higher = more likely to expand. Uses 8 weighted variables.

8-Variable Model

VariableDefault WeightInputScoring Logic
Whitespace20%whitespace_pctDirect pass-through (0-100)
Usage Depth15%usage_depthDirect pass-through (0-100)
NPS Health10%nps_score9+ = 100, 8 = 70, 7 = 40, under 7 = 10
Champion Status10%champion_activeActive = 100, None = 10
Cross-sell Signals10%Signal count3+ = 100, 2 = 66, 1 = 33, 0 = 0
Budget Available10%budget_availableYes = 80, No = 20
Tech Spend Propensity15%Starbridge tech_spend_propensityDirect pass-through, 50 if no data
Strategic Theme Match10%Starbridge strategic alignmentMatch = 80 (+ 20 if grant available), No match = 10

Intent Rules (INT-001 to INT-012)

The Intent category drives expansion signal detection:
RuleNameWeightDescription
INT-001Cross-sell signal volume8Active expansion signals on the account
INT-002Budget availability confirmed7Budget confirmed with trend adjustment
INT-003Grant funding opportunity7Starbridge grant funding creates time-bound windows
INT-004Product whitespace6Catalog gap percentage
INT-005Competitive displacement window8Competitor contract expiring soon
INT-006MQL volume indicator6Multiple MQLs from the account
INT-007RFP activity detected9Active RFP is strongest intent signal
INT-008Budget growth trend6YoY budget trajectory from Starbridge
INT-009Strategic theme match6District priorities align with product
INT-010Hiring intent signal5Starbridge detects relevant hiring
INT-011Board discussion relevance5Product mentions in board discussions
INT-012Demo or trial requested8Direct buying intent from demo requests

Velocity Rules (VEL-001 to VEL-011)

Velocity indicates how fast expansion deals progress:
RuleNameWeightDescription
VEL-001Deal stage velocity8Days in stage relative to median
VEL-002Close date slippage7Push count (0 = 100, 3+ = 5)
VEL-003Meeting cadence7Meetings per 30 days
VEL-004Engagement response time6Activity density in last 14 days
VEL-005Pipeline stage progression7Stage advancement and backward movement
VEL-006Score momentum (7d)57-day score change
VEL-007Renewal proximity urgency7Days to renewal
VEL-008Next step clarity6Proportion of deals with next steps
VEL-009Contracting momentum6Contract activity progress
VEL-010Score momentum (30d)530-day score change
VEL-011Opportunity probability trend6Current deal probability