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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

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

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

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

  • Answer telephones, direct calls, and take messages.

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

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

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

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

  • 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.

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

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

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

  • Deliver messages and run errands.

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

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

  • Count, weigh, measure, or organize materials.

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

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

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

Technologies & Software

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

Alternative Job Titles