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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.

  • Deliver messages and run errands.

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

  • Answer telephones, direct calls, and take messages.

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

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

  • Inventory and order materials, supplies, and services.

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

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

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

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

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

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

  • Count, weigh, measure, or organize materials.

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles