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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

  • Answer telephones, direct calls, and take messages.

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

  • Inventory and order materials, supplies, and services.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Deliver messages and run errands.

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

  • Count, weigh, measure, or organize materials.

Technologies & Software

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

Alternative Job Titles