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Automation Risk Analysis

Will “Credit and Collections Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #677 of 702. Estimated risk: 98.0%

Directly assessed by researchers as likely automatable
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AI Exposure Risk

59%

“Credit and Collections Analyst” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

24%

“Credit and Collections Analyst” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 24% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Credit Analysts, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Analyze credit data and financial statements of individuals or firms to determine the degree of risk involved in extending credit or lending money. Prepare reports with credit information for use in decisionmaking.

Avg. Annual Salary $98,040
Avg. Hourly Wage $47.14
Available Jobs (US) 67,370
Job Title & Hierarchy Code (SOC) Credit Analysts #13-2041
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Credit Analysts”

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Core Skills & Abilities

  • Prepare reports that include the degree of risk involved in extending credit or lending money.

  • Generate financial ratios, using computer programs, to evaluate customers' financial status.

  • Analyze credit data and financial statements to determine the degree of risk involved in extending credit or lending money.

  • Review individual or commercial customer files to identify and select delinquent accounts for collection.

  • Evaluate customer records and recommend payment plans, based on earnings, savings data, payment history, and purchase activity.

  • Confer with credit association and other business representatives to exchange credit information.

  • Complete loan applications, including credit analyses and summaries of loan requests, and submit to loan committees for approval.

  • Contact customers to collect payments on delinquent accounts.

  • Compare liquidity, profitability, and credit histories of establishments being evaluated with those of similar establishments in the same industries and geographic locations.

  • Consult with customers to resolve complaints and verify financial and credit transactions.

  • Analyze financial data, such as income growth, quality of management, and market share to determine expected profitability of loans.

Technologies & Software

  • DeepSeek
  • Kimi (Moonshot AI)
  • Credit and risk analysis software
  • Moody's KMV Risk Advisor
  • Microsoft PowerPoint
  • Moody's KMV Decisions
  • Tableau AI
  • Napkin AI
  • Moody's KMV CreditEdge
  • Experian Credinomics
  • Qwen (Alibaba)
  • Equifax Application Engine
  • CGI-AMS CACS Enterprise
  • Oracle JD Edwards EnterpriseOne
  • Nova (Amazon)
  • Dun and Bradstreet Global DecisionMaker
  • Microsoft Word
  • Experian FraudShield
  • Fair Isaac Application Risk Model Software
  • CGI-AMS Strata
  • Structured query language SQL
  • Grok (xAI)
  • Microsoft Outlook
  • Moody's KMV Financial Analyst
  • Experian Transact SM
  • DataRobot
  • Microsoft Dynamics
  • ChatGPT (OpenAI)
  • Credit adjudication and lending management system CALMS
  • Claude (Anthropic)
  • Experian Quest
  • Fair Isaac Capstone Decision Manager
  • Experian Retention Triggers
  • Fair Isaac Falcon ID
  • Equifax Advanced Decisioning
  • SAS
  • CGI-AMS BureauLink Enterprise
  • Microsoft SQL Server
  • Microsoft Office software
  • Alteryx AI
  • Oracle Business Intelligence Enterprise Edition
  • Microsoft Visual Basic for Applications VBA
  • Mistral (Mistral AI)
  • Equifax InterConnect
  • Experian Detect
  • Microsoft Copilot
  • SAP software
  • Credit fraud detection software
  • Meta Business AI
  • Python
  • Microsoft Visual Basic
  • Llama (Meta)
  • eCredit Enterprise
  • Perplexity AI
  • Moody's KMV Risk Analyst
  • Gemini (Google)
  • Microsoft Excel
  • Planful AI
  • Experian Strategy Management
  • Gemini for Workspace
  • Personal computers
  • 10-key calculators
  • Notebook computers
  • Scanners
  • Desktop computers