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Automation Risk Analysis

Will “Trouble Clerk” be Automated?

Historical Context: Oxford Study (2013)

Ranked #315 of 702. Estimated risk: 55.0%

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AI Exposure Risk

56%

“Trouble 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%

“Trouble 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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • Solicit sales of new or additional services or products.

Technologies & Software

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

Alternative Job Titles