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Automation Risk Analysis

Will “Collections Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #613 of 702. Estimated risk: 95.0%

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AI Exposure Risk

50%

“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 50% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

24%

“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 Bill and Account Collectors, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Locate and notify customers of delinquent accounts by mail, telephone, or personal visit to solicit payment. Duties include receiving payment and posting amount to customer's account, preparing statements to credit department if customer fails to respond, initiating repossession proceedings or service disconnection, and keeping records of collection and status of accounts.

Avg. Annual Salary $48,370
Avg. Hourly Wage $23.25
Available Jobs (US) 165,020
Job Title & Hierarchy Code (SOC) Bill and Account Collectors #43-3011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Bill and Account Collectors”

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Core Skills & Abilities

  • Contact insurance companies to check on status of claims payments and write appeal letters for denial on claims.

  • Record information about financial status of customers and status of collection efforts.

  • Advise customers of necessary actions and strategies for debt repayment.

  • Receive payments and post amounts paid to customer accounts.

  • Answer customer questions regarding problems with their accounts.

  • Locate and monitor overdue accounts, using computers and a variety of automated systems.

  • Arrange for debt repayment or establish repayment schedules, based on customers' financial situations.

  • Confer with customers by telephone or in person to determine reasons for overdue payments and to review the terms of sales, service, or credit contracts.

  • Sort and file correspondence and perform miscellaneous clerical duties, such as answering correspondence and writing reports.

  • Notify credit departments, order merchandise repossession or service disconnection, and turn over account records to attorneys when customers fail to respond to collection attempts.

  • Locate and notify customers of delinquent accounts by mail, telephone, or personal visits to solicit payment.

  • Trace delinquent customers to new addresses by inquiring at post offices, telephone companies, credit bureaus, or through the questioning of neighbors.

  • Perform various administrative functions for assigned accounts, such as recording address changes and purging the records of deceased customers.

  • Persuade customers to pay amounts due on credit accounts, damage claims, or nonpayable checks, or to return merchandise.

  • Negotiate credit extensions when necessary.

Technologies & Software

  • Llama (Meta)
  • MEDITECH software
  • Collection Data Systems CollectOne-Tiger
  • Microsoft Outlook
  • LexisNexis Banko
  • Kimi (Moonshot AI)
  • Relational database software
  • Debt account management and collection software
  • Microsoft Office software
  • Gemini for Workspace
  • Mistral (Mistral AI)
  • Diagnostic and procedural coding software
  • Grok (xAI)
  • Microsoft Dynamics GP
  • Gemini (Google)
  • System Innovators
  • ADP Drive DMS for Accounting
  • Spreadsheet software
  • Oracle JD Edwards EnterpriseOne
  • Optical character recognition OCR software
  • Document management system software
  • ChatGPT (OpenAI)
  • Internet browser software
  • Columbia Ultimate Archive
  • Columbia Ultimate Remit
  • Medical procedure coding software
  • ADS Advantage
  • HMS
  • DeepSeek
  • LexisNexis
  • Medical condition coding software
  • UiPath (RPA + AI)
  • Adtec Agency Manager
  • Otter.ai
  • Data-Tel Ceasar
  • Ontario Systems FACS
  • Grammarly AI
  • Notion AI
  • Columbia Ultimate RPCS
  • Nova (Amazon)
  • Perplexity AI
  • Web browser software
  • Accounting software
  • Healthcare common procedure coding system HCPCS
  • TCI XML Credit Interface
  • Qwen (Alibaba)
  • SAP software
  • Microsoft PowerPoint
  • NetSuite ERP
  • Napkin AI
  • Intuit QuickBooks
  • CU Connect processing software
  • Claude (Anthropic)
  • Sage 50 Accounting
  • Microsoft Excel
  • Zapier AI
  • Quantrax Intelec
  • W3 Data BatchAppend411
  • Microsoft Copilot
  • Microsoft Dynamics
  • Microsoft Word
  • Austin Logistics CallSelect
  • Word processing software
  • Autodialers
  • Predictive dialers
  • Personal digital assistants PDA
  • Laptop computers
  • Scanners
  • Amplified telephones