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Automation Risk Analysis

Will “Code and Test Clerk” be Automated?

Historical Context: Oxford Study (2013)

Ranked #629 of 702. Estimated risk: 96.0%

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AI Exposure Risk

55%

“Code and Test 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 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

34%

“Code and Test 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 34% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Office Clerks, General, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform duties too varied and diverse to be classified in any specific office clerical occupation, requiring knowledge of office systems and procedures. Clerical duties may be assigned in accordance with the office procedures of individual establishments and may include a combination of answering telephones, bookkeeping, typing or word processing, office machine operation, and filing.

Avg. Annual Salary $45,470
Avg. Hourly Wage $21.86
Available Jobs (US) 2,510,550
Job Title & Hierarchy Code (SOC) Office Clerks, General #43-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Office Clerks, General”

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Core Skills & Abilities

  • Communicate with customers, employees, and other individuals to answer questions, disseminate or explain information, take orders, and address complaints.

  • Complete work schedules, manage calendars, and arrange appointments.

  • Type, format, proofread, and edit correspondence and other documents, from notes or dictating machines, using computers or typewriters.

  • Deliver messages and run errands.

  • Answer telephones, direct calls, and take messages.

  • Count, weigh, measure, or organize materials.

  • Monitor and direct the work of lower-level clerks.

  • Open, sort, and route incoming mail, answer correspondence, and prepare outgoing mail.

  • Compute, record, and proofread data and other information, such as records or reports.

  • Process and prepare documents, such as business or government forms and expense reports.

  • Complete and mail bills, contracts, policies, invoices, or checks.

  • Troubleshoot problems involving office equipment, such as computer hardware and software.

  • Collect, count, and disburse money, do basic bookkeeping, and complete banking transactions.

  • Maintain and update filing, inventory, mailing, and database systems, either manually or using a computer.

  • Train other staff members to perform work activities, such as using computer applications.

  • Inventory and order materials, supplies, and services.

  • Prepare meeting agendas, attend meetings, and record and transcribe minutes.

  • Review files, records, and other documents to obtain information to respond to requests.

  • Operate office machines, such as photocopiers and scanners, facsimile machines, voice mail systems, and personal computers.

  • Compile, copy, sort, and file records of office activities, business transactions, and other activities.

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  • Microsoft SharePoint
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  • IBM Check Processing Control System CPSC
  • Microsoft Windows
  • Google Docs
  • MEDITECH software
  • 3M Post-it App
  • Perplexity AI
  • Word processing software
  • Notion AI
  • Sage 50 Accounting
  • Oracle PeopleSoft Financials
  • Grammarly AI
  • Mistral (Mistral AI)
  • Electronic Data Interchange EDI systems
  • LexisNexis
  • Adobe InDesign
  • Filing system software
  • Social media sites
  • Facebook
  • Yardi software
  • Appointment scheduling software
  • Grok (xAI)
  • ADP Workforce Now
  • Data entry software
  • Alpha Software Alpha Five
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  • Google Sites
  • Microsoft Outlook
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  • Salesforce.com Salesforce CRM
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  • Web browser software
  • Transcription system software
  • Adobe Acrobat
  • Microsoft Access
  • Microsoft PowerPoint
  • Microsoft Excel
  • Medical condition coding software
  • Microsoft Office software
  • Otter.ai
  • Blackboard software
  • UiPath (RPA + AI)
  • Bookkeeping software
  • Dropbox
  • Database software
  • Medical procedure coding software
  • IBM Notes
  • Oracle JD Edwards EnterpriseOne
  • SAP software
  • SmugMug Flickr
  • Gemini for Workspace
  • Qwen (Alibaba)
  • Spreadsheet software
  • DeepSeek
  • Blackbaud The Raiser's Edge
  • Zapier AI
  • Records management software
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  • Evernote
  • FileMaker Pro
  • Henry Schein Dentrix
  • GroupMe
  • Intuit QuickBooks
  • Kimi (Moonshot AI)
  • Switchboards
  • Personal computers
  • Typewriters
  • Multi-line telephone systems
  • 10-key calculators
  • Dictation equipment
  • Desktop computers
  • Laptop computers
  • Data input scanners
  • Electric typewriters
  • Letter folding machines
  • Laser facsimile machines
  • Photocopying equipment
  • Photocopiers
  • Digital duplicating machines
  • Scanners
  • Voice mail systems
  • Postage machines
  • Computer terminals
  • Computer laser printers

Alternative Job Titles