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Automation Risk Analysis

Will “Factorer” 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%

“Factorer” 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%

“Factorer” 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

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

  • 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.

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

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

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

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

  • 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.

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

Technologies & Software

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