Collections Analytics

About This Course

Collections Analytics improves recoveries and reduces credit losses by optimizing collections strategies with data. The role tracks delinquency movement using KPIs such as roll rates, cure rates, recovery rates, bounce rates, contactability, promise-to-pay conversion, and resolution timelines across DPD buckets. Analysts segment accounts by risk, vintage, geography, ticket size, and behavior to decide the best treatment strategy—digital nudges, call center, field visits, settlements, or legal routes. They measure agent and vendor productivity, support account allocation across channels, and help plan capacity (staffing vs expected workload). Impact measurement is important: analysts compare outcomes across treatments and may run tests to identify which interventions increase cures without increasing cost or complaints. Data reconciliation is often required because outcomes come from multiple systems. Insights also feed back into underwriting and product teams (repayment design, early-warning triggers, policy feedback). The role suits candidates who like operational analytics with measurable impact, and can grow into collections strategy lead, recovery leadership, or broader risk operations roles.

Key Responsibilities

• Analyze collections performance data
• Monitor delinquency and recovery trends
• Segment customers based on repayment behavior
• Develop collection strategies using analytics
• Track collection KPIs and dashboards
• Forecast recovery rates and portfolio risk
• Optimize collection processes
• Identify high-risk accounts
• Support early warning systems
• Prepare MIS and analytical reports
• Collaborate with collections and risk teams
• Improve recovery efficiency
• Ensure compliance with collection policies
• Perform root cause analysis for defaults
• Recommend data-driven collection improvements.

Growth Path

Tools Used

Perfect For

Fresh Graduates | B.Com Graduates | BBA Students | MBA Finance Students | M.Com Graduates | Banking & Finance Aspirants | Credit & Collections Professionals | Risk Analysts | Operations Executives | Data Analytics Enthusiasts | Financial Services Professionals | Career Switchers | Anyone Interested in BFSI Analytics

Fee Structure