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Preptima

Lending & Credit

Lending systems decide who gets money, on what terms, and what happens when repayment stops. The engineering is shaped by the fact that every decision must be explainable to the applicant and defensible to a regulator.

High demand7 min readCredit Risk Analyst, Credit Decisioning Engineer, Loan Servicing Platform Engineer, Collections Strategy Analyst, Model Risk Validator, Product Manager, LendingUpdated 2026-07-27

Assumes you know: Comfort with compound interest and money arithmetic, Basic relational data modelling, Some exposure to how a ledger is structured

Overview

What this area actually covers

Lending is giving someone money now for a claim on their future income, and the systems split into three phases. Origination takes an applicant from enquiry to funded loan: capture, identity and income verification, a credit decision, an offer, an agreement, disbursement. Servicing runs the loan for its life — schedule, payment allocation, interest accrual, statements, part-payments, changes of terms. Collections handles loans that stop performing, through to recovery, write-off, or sale of the debt.

Two things get wrongly bundled in. Payments is one: a lender needs rails to disburse and collect, but clearing and settlement belong elsewhere. Fraud is the other — it asks whether this person is who they claim to be, where credit asks whether this person, genuinely themselves, will repay. Dressing a fraud decline up as a credit decline is also a regulatory problem, because what you owe the applicant differs.

Where to go next

Now practise it

2 interview questions on this topic, each with the rubric the interviewer is scoring against.

All Banking questions
lendingcredit-riskunderwritingloan-servicingcollectionsmodel-governance