Propensity & ScoringADA AsiaProduction

Multi-Horizon Account Propensity

Monthly-granularity refactor of the Account Propensity model, enabling month-level account prioritization alongside quarterly scores.

Akash Sharma

Akash Sharma

Primary Owner

2023 – 20241 min read

The Problem

Quarterly propensity scoring didn't align with monthly pipeline planning cycles used by sales and marketing operations teams.

What Was Built

Refactored Account Propensity Model (P09) to score conversion likelihood at monthly granularity, producing month-level priority buckets that complement the quarterly 3-month propensity scores.

Business Impact

Enabled monthly-resolution account prioritization, bridging quarterly ML scoring with monthly operational planning cycles.

Share

Tech Stack

PythonXGBoostscikit-learnBigQuery

Domain Tags

Propensity ModelingAccount ScoringMonthly Granularity

Details

Role
Primary Owner
Status
Production
Tier
Tier 2
Period
2023 – 2024
Employment
ADA Asia
More Work

Related Propensity & Scoring Projects

Propensity & Scoring
Production

Account Propensity Model

Dual propensity scoring system assigning Base Fit (long-term ICP fit) and 3-Month (short-term conversion likelihood) scores to every account.

PythonXGBoostscikit-learn+3
View Case Study →
Propensity & Scoring
Production

Lead Propensity Model

Scores each lead's conversion likelihood across four quarter horizons (CQ/NQ/NQ+1/NQ+2) using engagement patterns and journey sequences.

PythonXGBoostscikit-learn+1
View Case Study →
Propensity & Scoring
Production

Opportunity Propensity Model

Predicts each opportunity's close likelihood per quarter, replacing static CRM probability fields with dynamically scored multi-quarter estimates.

PythonXGBoostscikit-learn+1
View Case Study →