What Is Credit Risk Analysis and Why It Matters?

Monday, 20 July 2026

Credit risk analysis is the process of working out how likely a customer, borrower or any other counterparty is to fail to meet their financial obligations, and how much a business would lose if that happened. It weighs the customer or borrower’s character and capacity to repay against hard financial evidence, so a decision to extend credit rests on analysis rather than hope.

This article walks through what credit risk analysis involves in the order a professional works through it, from why it matters to how the risk is measured and managed.

Why does credit risk analysis matter?

Every time a bank lends, a supplier invoices on terms or an investor buys a bond, they are trusting someone else to pay them back. Credit risk analysis matters because that trust needs testing before money changes hands, not after. The scale of the stakes is visible in the banking system, where the Reserve Bank of Australia (RBA) reports that the share of loans more than 90 days behind or otherwise unlikely to be repaid in full sat at about 1.2 per cent of credit in June 2025, low by historical standards but rising modestly as some borrowers came under pressure. A lender treats a loan as troubled once repayments fall more than 90 days behind or it no longer expects to recover the full amount, and every one of those loans began as a lending decision that analysis was meant to get right. The same logic reaches well beyond banks, to any business deciding whether to supply a new customer on credit. Knowing why the analysis matters sets up the more useful question of what an analyst actually looks at.

What questions does a credit analyst actually ask?

At heart, a credit analyst is asking two things: does the borrower have the means to repay, and will they choose to. The first is capacity, tested through income, cash flow and existing debts. The second is character, read through payment history and track record. Around these sit capital, collateral and the wider conditions the borrower operates in, which together form the factors most analysts weigh.

The most important of these is repayment capacity, not the security behind the loan. The Australian Prudential Regulation Authority (APRA) makes this explicit for banks, requiring that credit risk be assessed primarily on the strength of a borrower’s repayment capacity and that lenders not place undue reliance on collateral as a substitute for a proper assessment. Collateral matters when things go wrong, but a loan repaid only by selling the security is a loan that should have been questioned earlier. Character, capital and economic conditions fill out the picture, so the judgement rests on the borrower as a whole rather than a single number. That judgement, though, is only as good as the evidence behind it.

Where does the evidence come from?

Sound credit judgement is built on evidence, and most of that evidence sits in a borrower’s financial statements. Reading the income statement, balance sheet and cash flow statement tells an analyst whether a business generates enough cash to service its debts and how much it already owes, which is why the ability to work through a set of accounts, covered in AG’s Analysing Financial Statements course, underpins credit analysis. Ratios such as interest coverage and the ratio of debt to equity turn those statements into a view of how much room a borrower has before repayments become a strain. For individuals, lenders lean on the credit report and credit score, and the Australian Government’s Moneysmart service explains that a higher score means a lender will consider the borrower less risky. Businesses extending trade credit do a lighter version of the same work, and business.gov.aunotes that offering credit can lift sales but carries the risk that a customer pays late or not at all, which is why credit checks and trade references matter before terms are agreed. Once the evidence is gathered, the analyst still has to turn it into something a decision can be based on.

How do you turn judgement into a number?

Lenders convert their assessment into a small set of numbers so that risk can be compared and priced. The first is the probability of default (PD), the chance the borrower will fail to pay over a given period. The second is the loss given default (LGD), the share of the exposure the lender expects to lose if that happens, after any collateral is recovered. Multiplying these by the exposure at default (EAD), the amount outstanding when a borrower stops paying, gives an expected loss, which is the figure a lender uses to price a loan and set aside provisions against it. Credit ratings and credit scores are compressed versions of the same idea, sorting borrowers into bands from very strong to very weak. Turning a rounded judgement into an expected loss is what lets a lender treat one loan as part of a whole portfolio, which is where credit risk is ultimately managed.

How is credit risk managed in Australia?

Individual credit or lending decisions add up to a portfolio and managing a portfolio of loans is a regulated discipline in Australia. APRA requires every authorised deposit-taking institution (ADI), banks, credit unions and building societies, to run a credit risk management framework with a stated risk appetite, clear limits and regular provisioning against expected losses. Its practice guidance notes that this covers all lending, from households to small businesses to large corporates, and that effective credit risk management is fundamental to a lender’s long term soundness.

Diversification does the rest of the work, spreading exposures so that no single customer, borrower or sector can threaten the solvency of the supplier or lender. This framework is a large part of why Australian loan losses have stayed low even as some borrowers struggled, and why the RBA can describe the banking system as well placed to absorb losses. For a professional, the takeaway is that credit risk analysis is not guesswork but a structured, repeatable discipline.

Building credit risk analysis into a professional skill

Credit risk analysis is a defined skill that can be learned and sharpened, and it rewards structured training. AcademyGlobal (AG) runs a Corporate Credit and Risk Analysis course that builds the ability to assess a borrower’s or counterparty’s creditworthiness, work through business risk, financial risk and structural risk, and reach a credit decision that stands up to scrutiny. Because so much of credit analysis rests on reading accounts, it pairs naturally with AG’s Analysing Financial Statements course, while professionals who want broader commercial grounding can look to AG’s MBA Essentials program, which covers finance alongside strategy and risk management. The wider range of AG’s short courses spans finance, risk, leadership and procurement.

If assessing creditworthiness is part of your role, whether in lending, finance or supplier due diligence, take a look at AG’s Corporate Credit and Risk Analysis course and choose a session that suits you. It is the difference between forming a hunch about a borrower and reaching a decision you can defend.

Frequently asked questions

What is the difference between credit risk and credit risk analysis?

Credit risk is the chance that a borrower or counterparty will not pay what they owe. Credit risk analysis is the work of assessing that chance and the likely loss, so a lender or business can decide whether and how to extend credit.

What are the main factors in a credit assessment?

Most assessments weigh the borrower’s capacity to repay, their character or track record, their capital, any collateral and the wider economic conditions. Repayment capacity carries the most weight, because collateral only helps once a loan has already gone wrong.

What is a probability of default?

The probability of default (PD) is an estimate of how likely a borrower is to fail to meet their obligations over a set period. Combined with the expected loss if default occurs, it lets a lender price and provision for the risk.

Do you need to be a banker to use credit risk analysis?

No. Anyone who extends credit uses a version of it, including suppliers offering payment terms and finance teams assessing customers. The same principles of testing capacity and weighing evidence apply whether the exposure is a large loan or a trade account.

References

Australian Government (2025) business.gov.au: Payment terms, available at: https://business.gov.au/finance/payments-and-invoicing/payment-terms

Australian Prudential Regulation Authority (2025) Prudential Standard APS 220 Credit Risk Management, available at: https://handbook.apra.gov.au/standard/aps-220

Australian Prudential Regulation Authority (2025) Prudential Practice Guide APG 220 Credit Risk Management, available at: https://handbook.apra.gov.au/ppg/apg-220

Australian Securities and Investments Commission (2025) Moneysmart: Credit scores and credit reports, available at: https://moneysmart.gov.au/managing-debt/credit-scores-and-credit-reports

Reserve Bank of Australia (2025) Financial Stability Review, October 2025: Resilience of the Australian Financial System, available at: https://www.rba.gov.au/publications/fsr/2025/oct/resilience-of-the-australian-financial-system.html