A BNPL purchase may be approved in seconds, while a corporate loan may take weeks to negotiate. Both follow the same broad loan lifecycle: pre-loan decisions, in-loan monitoring, and post-loan resolution. The stages matter because each calls for different decisions, data, and compliance checks. section 4.2 section 4.2.1 section 4.6
Use the phase to locate the decision being made:
- Pre-loan — Underwrite the applicant and decide whether to approve credit and on what terms. Identity and compliance checks precede credit evaluation: consumer lending uses Know Your Customer checks, while corporate lending adds Know Your Business checks. section 4.2.1
- In-loan — Monitor the credit relationship and consider limit adjustments. section 4.2
- Post-loan — Handle collections, restructuring, or closure. section 4.2
Two applications at the same stage
At origination, a consumer seeking BNPL credit may undergo rapid digital identity verification and evaluation using bureau or transaction history. A corporate applicant instead faces checks on incorporation, beneficial owners, and directors, alongside evaluation of financial statements, liquidity, collateral, or guarantees. The pre-loan goal is shared, but the evidence and controls differ. section 4.2.1
The lifecycle provides a frame for credit-risk analytics rather than a single model to deploy. Time-aware measures such as vintage and survival analysis help examine when defaults occur; separating data governance, modeling, strategy, and application supports adaptation as data sources and regulations change. section 4.6
