Analytics led personalized outreach with multi channel orchestration

Customer Personas to be Defined

Sloppy Payer

  • Cheque bounce flags X days on a consistent basis
  • No suit filed, written off
  • Doesn't dispute charges

Incidental Defaulter

  • Temporary financial distress, other incidents
  • Clean past repayment
  • No suit filed, written off

Structural Defaulter

  • Refusal to pay (RTP) feedback
  • Past cure rate
  • High # EMIs outstanding
  • Suit filed, written off

Offer and tones basis Customer Situation

Action severity linked to customer profile

  • Welcome Calling
  • Payment reminder - calling
  • Collection camps
  • Field collection
  • Penal charges
  • Restructuring
  • Re-possession
  • Settlement
  • Foreclosure
  • Litigation

Channel optimization with personalized messaging

  • Propensity to Respond
  • Propensity to cancel
  • Optimizing algorithm for response, cost and collectability
  • Optimizing contact channel
  • Message format and delivery testing
  • Micro mapping customer- collector

Right time for action and change

Game theoretic approach to 'timing' of strategy change with respect to:

  • Message
  • Channel
  • Frequency
  • Time of action
  • Sequence of action