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Automation Risk Analysis

Will “Adjustment Clerk” be Automated?

Historical Context: Oxford Study (2013)

Ranked #315 of 702. Estimated risk: 55.0%

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AI Exposure Risk

56%

“Adjustment Clerk” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

38%

“Adjustment Clerk” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 38% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Customer Service Representatives, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Interact with customers to provide basic or scripted information in response to routine inquiries about products and services. May handle and resolve general complaints. Excludes individuals whose duties are primarily installation, sales, repair, and technical support.

Avg. Annual Salary $45,380
Avg. Hourly Wage $21.82
Available Jobs (US) 2,725,930
Job Title & Hierarchy Code (SOC) Customer Service Representatives #43-4051
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Customer Service Representatives”

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Core Skills & Abilities

  • Review insurance policy terms to determine whether a particular loss is covered by insurance.

  • Resolve customers' service or billing complaints by performing activities such as exchanging merchandise, refunding money, or adjusting bills.

  • Solicit sales of new or additional services or products.

  • Refer unresolved customer grievances to designated departments for further investigation.

  • Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.

  • Determine charges for services requested, collect deposits or payments, or arrange for billing.

  • Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well as actions taken.

  • Obtain and examine all relevant information to assess validity of complaints and to determine possible causes, such as extreme weather conditions that could increase utility bills.

  • Confer with customers by telephone or in person to provide information about products or services, take or enter orders, cancel accounts, or obtain details of complaints.

  • Contact customers to respond to inquiries or to notify them of claim investigation results or any planned adjustments.

  • Check to ensure that appropriate changes were made to resolve customers' problems.

  • Compare disputed merchandise with original requisitions and information from invoices and prepare invoices for returned goods.

  • Recommend improvements in products, packaging, shipping, service, or billing methods and procedures to prevent future problems.

Technologies & Software

  • Kimi (Moonshot AI)
  • Microsoft Access
  • Open Text Fax Server, RightFax Edition
  • Zoom
  • Microsoft OneNote
  • Apple Keynote
  • IBM Power Systems software
  • Otter.ai
  • Adobe Illustrator
  • Tax software
  • MEDITECH software
  • Nova (Amazon)
  • FileMaker Pro
  • Fund accounting software
  • Human resource management software HRMS
  • Intuit QuickBooks
  • Blackbaud The Raiser's Edge
  • AS/400 Database
  • Oracle Taleo
  • Voice over internet protocol VoIP system software
  • Customer relationship management CRM software
  • ChatGPT (OpenAI)
  • Sage MAS 200 ERP
  • Microsoft Office software
  • Gemini (Google)
  • IBM Cognos Impromptu
  • Padlet
  • Sales force automation software
  • Customer service knowledge generation software
  • SAP Business Objects
  • Avidian Technologies Prophet
  • Google Meet
  • YouTube
  • Lynk Everest
  • Stamps.com software
  • Google Docs
  • Microsoft Dynamics
  • Microsoft Word
  • Customer complaint ticketing management software
  • Perplexity AI
  • Oracle PeopleSoft
  • Astute Solutions PowerCenter
  • Oracle JD Edwards EnterpriseOne
  • LinkedIn
  • Mistral (Mistral AI)
  • Data entry software
  • Delphi Technology
  • Parature eTicket
  • Oracle Database
  • FaceTime
  • Gemini for Workspace
  • Telemation e-CRM
  • Nearpod
  • Microsoft Excel
  • Austin Logistics CallSelect
  • NortonLifeLock cybersecurity software
  • Facebook
  • eStara Softphone
  • Microsoft Teams
  • Hosted Support ezSupport Pro
  • IBM Notes
  • Adobe Creative Cloud software
  • Virtual private networking VPN software
  • IBM Domino
  • Healthcare common procedure coding system HCPCS
  • Microsoft Internet Explorer
  • DeepSeek
  • Database software
  • j2 Global Communications onebox
  • Skype
  • Grammarly AI
  • Main Street Softworks Monetra
  • ShoreTel
  • Customer service and support software
  • Handheld computer device software
  • Unified messaging software
  • Medical condition coding software
  • Citrix cloud computing software
  • Microsoft Exchange
  • Adobe Photoshop
  • Google Sites
  • Salesforce software
  • Oracle E-Business Suite Financials
  • Austin Logistics CallTech
  • UiPath (RPA + AI)
  • Dropbox
  • Salesforce.com Salesforce CRM
  • Multi-channel contact center software
  • Yardi software
  • Applied Systems Vision
  • Poll Everywhere
  • Notion AI
  • Microsoft Outlook
  • McAfee
  • NetSuite ERP
  • Timpani Email
  • LogMeIn GoToMeeting
  • Microsoft Publisher
  • Timpani Contact Center
  • ADP Workforce Now
  • Social media sites
  • Microsoft PowerPoint
  • Medical procedure coding software
  • Austin Logistics Valeo
  • Apple macOS
  • Microsoft Windows
  • SugarSync
  • Microsoft Dynamics GP
  • GroupMe
  • DSC Pacer Interactive Voice Response System
  • Adobe Acrobat
  • Airtable
  • Kronos Workforce Timekeeper
  • Active Data Online WebChat
  • Timpani Chat
  • LexisNexis
  • Claude (Anthropic)
  • Microsoft SharePoint
  • Napkin AI
  • SAP software
  • iShip
  • Sage 50 Accounting
  • Slack
  • Microsoft Copilot
  • Qwen (Alibaba)
  • Zapier AI
  • Llama (Meta)
  • Google Drive
  • Customer account management software
  • Parature eRealtime
  • Grok (xAI)
  • SAP Crystal Reports
  • Scanners
  • Automatic call distribution ACD system
  • Predictive dialers
  • Dialed number identification systems DNIS
  • Voice broadcasting systems
  • Autodialing systems
  • Desktop computers
  • Personal digital assistants PDA
  • On hold players
  • Calling line identification equipment
  • Wireless telephone systems
  • Wireless telephone headsets
  • Multi-line telephone systems
  • Global positioning system GPS receivers
  • Cash registers

Alternative Job Titles