◆ Accounting

What a credit analyst
really does.

20 tasks, each one witnessed by the sources that watched the job — and behind every one, a prompt you can use tonight.

20evidenced tasks
8systems it runs on
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Assess borrower’s ability to repay
Assess Kelsey's ability to repay the proposed $750,000 loan by analysi…2 sources agree

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The work, task by task

20 tasks
Hands on the work14
Confer with clients and credit agencies+
Call Mark at Granite Supplies and Equifax case 98214, confirm outstanding trade references, reconcile discrepancies with the application, record agreed payment terms and update the client credit file and recommended limit by end of day Friday.
escojd2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Evaluate credit risk+
Run a five-year credit profile on Acme Supplies using their last three years’ financials, compute DSCR and leverage ratios, assign a recommended internal rating with reasons, and send the recommendation to Credit Manager by end of day Tuesday.
escojdonetwiki4 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Resolve credit issues+
Investigate the overdue account for Nova Manufacturing, reconcile disputed invoices, propose a repayment schedule that meets policy and cash needs, document negotiations in the account file and get approval from Head of Credit before Friday COB.
jdwiki2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Analyse financial risk+
Assess the borrower’s three-year cash flow and debt schedule, flag any covenant breaches or unusual one-offs, assign a probability of default and a suggested credit limit with rationale for underwriting review by Thursday COB.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Financial statements+
Prepare a concise set of working papers that reconcile the income statement, balance sheet and cash flow for ABC Manufacturing, explain material year-on-year variances over 10 percent, and recommend an adjusted credit rating for the file.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Maintain customer files with financial statements+
Update the customer file for Acme Manufacturing with the latest audited financial statements, verify ratios and covenants are recorded, flag any missing schedules, and save the reconciled file to the credit archive by close of business Wednesday.
wiki
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Acquire additional information from other departments or institutions+
Request the missing receivables ageing and bank confirmation for Summit Retail from Accounts Receivable and Treasury, explain the deadline of Friday for the quarter close, ask them to send secure PDFs and a contact for follow-up, and copy me on all replies.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Analyse the credit history of potential customers+
Run a credit history review for Nova Logistics, pull their five-year trade payment record and public filings, calculate days sales outstanding and default indicators, write a two-page risk commentary and set the applicant's recommended score.
esco
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Watch and assess3
Grow the practice2
Keep it safe1

What the work runs on

named inside the evidenced tasks
14 tasksMicrosoft Excelbuilds ratio calculations and templates from financial statements for stress tests and scenario analysisOpen its task library →
6 tasksMicrosoft Outlookschedules calls and logs communications in the credit file and correspondence history
4 tasksSASstatistical and analytic capability for building credit-score models and ratio analysis
3 tasksMicrosoft Wordholds narrative summaries and signed engagement letters attached to the fileOpen its task library →
2 tasksStructured query language SQLextracts client financial history from the credit database for analysis
2 tasksMicrosoft SQL Serverstores the authoritative client credit records and supports versioned archiving and query of history
1 taskMicrosoft PowerPointcreates a concise briefing slide deck for management and sales with charts and key calls to action
1 taskSAPrecord and update customer master data with approved credit limits and workflow for countersignature
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The same task, four heights

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ExecuteDo today's task, with fewer mistakesyou are here → ImproveMake it easy for the next person to acceptin the atlas → DecideWork out the right move when it is unclearin the atlas → BecomeLearn the pattern so it stops coming backin the atlas →

Can AI actually do this job?

the honest answer

It can

where it genuinely helps
  • Explain the theory behind the work
  • Draft, tidy and structure your writing
  • Rehearse a hard conversation before you have it
  • Build a study plan that fits your gaps

It cannot

where it stops, completely
  • Be in the room where a credit analyst actually works
  • Carry the responsibility when the call is wrong — that weight stays yours
  • Notice what no one wrote down: the hesitation, the thing left unsaid
  • Live with the outcome

Where the evidence lives

open any of it yourself
O*NETThe US Department of Labor's own record of this job2 of these tasks ESCOThe European skills and occupations register11 of these tasks Job descriptionsReal postings, in the wild9 of these tasks WikipediaHow the world describes this work7 of these tasks UK NOS PPL.C216LSet, monitor and take action with retail customers' credit accounts LEnational standard

Close to this work

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Questions people actually ask

You spend most of your day reading financial statements, running ratios in Excel, and updating customer files in the loan system (often SAP or Microsoft SQL Server). Mornings often start with checking Outlook for client requests and new credit applications to review.

Afternoons are for deeper tasks: calling clients for missing documents, pulling credit bureau reports, running SAS or SQL queries for portfolio risk trends, and writing a recommendation or PowerPoint for a credit committee.

Start with Microsoft Excel: build common financial ratios (debt service coverage, current ratio, interest coverage) and learn pivot tables. Excel is used daily to analyze statements and set credit limits.

Next, learn SQL basics to pull data from Microsoft SQL Server and practice SAS if the employer uses it for risk modeling. Familiarity with Outlook and Word for reports and PowerPoint for committee presentations is also expected.

Use AI to speed paperwork: summarize long financial statements, draft client emails, or generate initial ratio calculations. But always verify numbers against source documents and your Excel models; AI can hallucinate figures or misinterpret regulations.

Never use AI to make final credit decisions or to produce compliance-sensitive outputs without human review. Keep audit trails: save original reports from SQL/SAP and your validated Excel models.

A credit analyst focuses on analysing financial statements, ratios, credit history, and industry data to assess risk—using Excel, SQL, SAS, and credit bureau reports. You prepare recommendations and set credit limits.

A loan officer sells loans and collects applications; an underwriter makes the final approval in many firms. In smaller shops one person may do all three jobs, but the analyst role is heavier on quantitative analysis and trend monitoring.

Learn accounting basics (income statement, balance sheet, cash flow) and three to five financial ratios. Practice building simple credit models in Excel and learn how to pull and clean data with basic SQL.

Get comfortable reading an industry report and comparing geographic or sector data. Employers expect accuracy, attention to detail, and clear writing in Word or PowerPoint for recommendations.

You will generate and monitor financial ratios (DSCR, leverage ratios, current ratio) and track delinquency rates and aging reports for collections. Use Excel and SAS to produce trend reports for management and sales.

Expect to run portfolio risk queries in Microsoft SQL Server, compare industry/geographic data, and update management with PowerPoint slides showing exposures and projected sales impact.

Accuracy with numbers, curiosity to chase missing data, and the discipline to document sources in customer files matter most—regulators and auditors will check your work. You must reconcile figures between statements, Excel models, and systems like SAP or SQL.

Good phone and email skills are important for collecting documents and resolving credit issues. Also, being able to explain your recommendation clearly in a short Word memo or a one-slide PowerPoint helps credit committees decide.