Credit Risk & Lending Operations

Credit Risk & Lending Operations

The process of managing exposure to potential losses caused by customer non-payment through risk assessment, policy enforcement, and continuous monitoring to ensure credit decisions align with business risk tolerance

Credit Risk Framework

A structured system for identifying, assessing, reducing, and monitoring credit risk. Components: Identify Risks, Assess Creditworthiness, Reduce Risk, Monitor and Report

Preventable Risks

Internal credit risks caused by controllable factors like poor documentation, weak credit checks, or inconsistent collection procedures

Strategic Business Risks

Deliberate risks taken to grow the business, such as entering new markets or offering credit to emerging sectors

External Risks

Credit risks outside direct control, like market shifts, economic downturns, or industry-specific challenges

Creditworthiness Assessment

The evaluation of a borrower's ability to repay using financial analysis, credit scoring, and market intelligence

Risk Mitigation

Reducing credit exposure by adjusting credit limits, requesting collateral, and diversifying the customer base

Real-Time Monitoring

Tracking payment habits, aging reports, and risk signals to stay ahead of potential defaults

Early Warning Alerts

Automated notifications set up to flag unusual trends or threshold breaches in portfolio performance

Credit Risk KPIs

Quantitative measures that enable organizations to assess credit risk exposure, monitor trends, and make informed decisions to mitigate potential losses

Underwriting

The process of assessing the creditworthiness of borrowers and agreeing to fund loans, determining whether the institution will accept the risk at a determined price in the form of premiums or interest rates

Loan Underwriting

Appraising an applicant's credit history, financial records, and the value of any collateral offered. Assesses income, liabilities, savings, credit history, credit score, and more

Automated Underwriting

A tech-driven underwriting process that provides a computer-generated loan decision, improving processing time and reducing error. Uses basic application info to retrieve bureau data and instantly arrive at a loan decision

Underwriting Policy

The rulebook governing credit decisions — the set of criteria that determines who gets approved, at what credit limit, and under what conditions

Underwriting Signals

Examination of applicant financials compared to historical data. If applicants with a similar risk profile default X% of the time, the interest rate is priced assuming X% probability of default

Loan Origination System (LOS)

The platform that processes loan applications from submission through approval and funding. Rapidly evolving to service all aspects of the loan process including amortization schedules, online payment portals, and delinquency notifications. Common ones: MeridianLink, Temenos, Finestra

Decision Engine

Tools like FICO Blaze Advisor or Experian PowerCurve that operationalize underwriting policy. The rules documented by the PM get coded into these systems

Typical Credit Underwriting Process

1. Loan Application 2. Initial Review 3. Credit Check 4. Income Verification 5. Asset Verification 6. Underwriting Analysis 7. Risk Assessment 8. Decision Making 9. Loan Terms and Conditions 10. Loan Approval 11. Closing 12. Post-Closing Monitoring

Credit Check

The lender retrieves the borrower's credit report from one or more credit bureaus to assess payment history, outstanding debts, and credit usage

Income Verification

Lender verifies borrower income by requesting pay stubs, tax returns, bank statements, or employment verification

Risk Assessment (Underwriting)

The lender assesses risk associated with extending credit, considering credit score, debt burden, loan amount, loan-to-value ratio, and market conditions

Post-Closing Monitoring

Lender conducts ongoing monitoring to ensure compliance with loan terms, monitor payment performance, and address concerns over the loan's duration

Underwriting Challenges

Complexity of borrower profiles (gig economy), alternative data sources, threat of fraud and identity theft, complexity of laws and regulations

Financial Analysis

Examining financial statements and relevant data to assess financial health. Main goals: assess default risk, determine lending terms, evaluate collateral, and monitor loan compliance

Leverage Analysis

Measuring a borrower's use of debt and ability to meet financial obligations using ratios like debt-to-equity (D/E), Debt/EBITDA, and interest coverage ratio (EBIT/interest)

Debt-to-Equity Ratio

Borrower's total debt divided by total equity. Evaluates capital structure and debt obligations

Liquidity Analysis

Measuring the borrower's ability to meet short-term financial obligations using current ratio and quick ratio. Good current ratio is between 120-200%

Current Ratio

Current assets divided by current liabilities. Measures ability to pay short-term obligations

Cash Flow Analysis

Examining borrower's cash inflows and outflows to determine ability to generate and manage cash. Metrics: OCF, FCF, FCFF, FCFE

Coverage Analysis

Assessing the borrower's ability to meet debt payments and interest expenses. Interest Coverage Ratio (ICR) = EBIT divided by interest expenses. ICR below 1 signals high default risk

Horizontal Analysis

Comparing financial performance over time to identify growth rates and trends. Year-over-year comparisons and historical trend analysis

Debt-to-Income Ratio (DTI)

Monthly debt obligations divided by gross monthly income. High DTI = higher default risk. Common underwriting input

Probability of Default

Used to assess the likelihood of a borrower defaulting on their obligations within a specified timeframe

Loss Given Default (LGD)

How much the lender loses when someone defaults, after any recovery. Relevant for sizing credit loss reserves

First Payment Default (FPD)

Borrower defaults before making a single payment. The clearest signal of underwriting failure. Monitored daily

Delinquency Rate

Percentage of borrowers 30, 60, or 90 days past due. Leading indicator before charge-offs. Monitored weekly

Net Charge-Off Rate (NCO)

Charge-offs minus recoveries as a percentage of outstanding balance. The headline risk metric. Monitored monthly

Charge-Off Rate

The percentage of outstanding balances written off as uncollectable

Approval Rate

Percentage of applicants who get approved. Tighter underwriting = lower approval rate = less growth but fewer defaults

Take Rate / Booking Rate

Of people who are approved, how many actually draw on the line. Low take rate = marketing or product issue, not a risk problem

Credit Utilization Ratio

Amount of credit used out of total available (e.g., balance of $1,000 on a $3,000 limit = 33.33%). Higher utilization = worse for credit score. Experts recommend keeping below 30%

Acquisition Strategy

The process of identifying and reaching new borrowers efficiently. Common channels: direct mail, paid search, pre-qualification offers, credit bureau trigger leads, affiliate marketing, in-app display ads, social media, in-person activations

Customer Acquisition Optimization

Implementing methods to make acquiring new customers more efficient and cost-effective. For lenders, this means streamlining credit decisioning to focus on the right prospects and reduce friction

Acquisition Challenges

67% of consumers abandon applications with complications.

Growth Opportunities

Levers for expanding the Elastic portfolio: underwriting policy expansion, new state expansion, credit line increases, acquisition channel optimization

Underwriting Policy Expansion

Identifying whether you can safely approve borrowers currently being declined by loosening specific criteria in a controlled, documented way — a key growth lever

New State Expansion

Entering new states requires regulatory analysis, bank partner approval, and product documentation. Elastic is currently available in 39 states and Washington DC

Credit Line Increase Program

Getting existing customers to higher credit limits drives more draw activity and more fee revenue. Existing Elastic customers may be eligible for up to $6,000

Growth vs. Risk Tension

The central tradeoff in consumer lending: loosening underwriting increases approvals and revenue but increases defaults. Tightening reduces defaults but limits growth. The PM's job is to help find and maintain the right point on that curve

Champion/Challenger Testing

A controlled experiment where two underwriting policies run simultaneously on different segments. The champion is the current policy, the challenger is the proposed change. Used to compare performance before fully committing to a policy update

Vintage Analysis

Measuring portfolio performance in different time periods after the loan was granted. Vintage = the month or quarter an account was opened. Used to identify if accounts opened in a particular period are riskier, determine performance windows for scorecards, monitor portfolio risk, and forecast risks

Scorecard Analysis

Evaluating how well a credit score or custom model predicts default. Uses metrics like Gini coefficient and KS statistic

Loss Forecasting

Projecting future charge-offs based on current delinquency trends and historical loss curves

Regression to the Mean

The statistical tendency for extreme values to normalize over time. Relevant when interpreting short-term spikes in delinquency — don't overreact to a single bad month

Days Sales Outstanding (DSO)

A performance metric measuring the average number of days it takes to collect payment after a credit sale. Used in real-time monitoring

Bad Debt Ratio

The proportion of receivables written off as uncollectable. A key credit risk KPI

Collections Effectiveness Index

Measures how effectively a company collects on its outstanding receivables

Non-Prime Borrower

A consumer with a FICO score generally below 660-670 with limited access to traditional credit products. Higher default risk so lenders charge higher fees and rates to compensate. Elastic's target customer

Credit Bureau

Organizations that collect and report consumer credit data. The three major US bureaus are Experian, Equifax, and TransUnion. Lenders pull from one or more to get a borrower's credit report and score

Hard Pull

A credit inquiry that affects the borrower's credit score and is visible to other lenders. Elastic performs a hard pull on application

Soft Pull

A credit inquiry that does not affect the borrower's credit score. Used for pre-qualification offers

KYC (Know Your Customer)

The identity verification process required by law before opening a financial account. Required when someone applies for Elastic

ACH (Automated Clearing House)

The system used to deposit loan proceeds into customers' bank accounts and collect repayments by withdrawing funds when the customer has authorized it

FCRA (Fair Credit Reporting Act)

Governs how credit bureaus collect and report data and how lenders can use it. Directly relevant to underwriting — pulling credit reports requires FCRA compliance

Reg B / ECOA (Equal Credit Opportunity Act)

Prohibits discrimination in credit decisions based on race, sex, national origin, and other protected classes. Relevant to underwriting policy — UW criteria cannot have disparate impact on protected classes

UDAAP

Unfair, Deceptive, or Abusive Acts or Practices. The CFPB's broad enforcement standard. Triggered when a product's fees or terms could be considered deceptive or abusive to consumers

TILA (Truth in Lending Act)

Federal law requiring lenders to clearly disclose APR and all fees before a consumer signs. Governs Elastic's fee disclosures

Military Lending Act (MLA)

Limits how much lenders can charge military members. Elastic's eligibility criteria specify that covered borrowers under the MLA cannot apply

CFPB (Consumer Financial Protection Bureau)

The federal regulator that oversees consumer lending. Actively monitors non-prime lenders. Compliance with CFPB standards is woven into every Elastic product decision

Sponsor Bank Model

Elevate partners with Republic Bank & Trust, which is federally chartered and can export its home state's interest rates nationally. Elevate provides the tech, underwriting models, and marketing. Republic Bank originates the loans and holds the regulatory liability. Every product change requires bank approval

True Lender Doctrine

The legal debate over whether the fintech or the bank partner is the "true lender" in a sponsor bank model. Relevant to Elastic because state usury laws could apply if Elevate were deemed the true lender rather than Republic Bank

State Usury Laws

State-level caps on interest rates. Elastic can't be offered in all 50 states because some states cap rates in ways that make Elastic's effective APR illegal to offer directly — hence the sponsor bank structure

Revolving Line of Credit

A type of credit account that allows the borrower to repeatedly borrow up to a certain limit. Making payments reduces the balance and frees up credit to be used again. Elastic is an open-end revolving line of credit

Installment Credit

Fixed amount borrowed and repaid in fixed payments over a set term. RISE (Elevate's other product) is an installment loan. Closed-end once repaid

Secured vs. Unsecured Loans

Secured debt is collateralized by assets that can be seized if the borrower defaults. Unsecured loans are not backed by collateral — generally have higher interest rates. Elastic is unsecured

Risk-Based Pricing

Charging different rates or fees based on assessed risk level. Higher risk borrower = higher fee. Governs the broader non-prime lending industry

Ability to Repay

The principle and in many cases regulatory requirement that a lender must assess whether a borrower can actually afford to repay before extending credit. A compliance touchpoint for the PM role