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Job outlook

Data entry keyer

Big shift ahead

Why

Highly routine digital input work rated among the most computerisable by Frey & Osborne and listed among fastest-declining roles by WEF.

HumAIn Logic estimate

Our estimate (a HumAIn Logic estimate, not a figure from the sources): technology could do most of this job's current tasks at scale around 2030-2040. Confidence: high. That doesn't mean the job disappears — most jobs change shape as tasks move around.

What you can do

Your accuracy and eye for detail are the foundation for data checking and analysis work, which is growing.

  1. Skill to build

    Learn to check and clean data

    Move from typing data in to checking it: spotting errors, fixing duplicates and keeping records tidy. Spreadsheet skills (filters, lookups, pivot tables) are the core.

    GCFGlobal free computer & Excel lessons

  2. Tool to try

    Try automation tools

    Learn how tools like Microsoft Power Automate or Zapier move data between forms and spreadsheets, so you become the person who sets up and checks the automation.

    Microsoft Learn: Power Automate

  3. Training

    Start a beginner data course

    A beginner data analytics certificate teaches spreadsheets, SQL and charts at your own pace.

    Google Data Analytics Certificate (Coursera)

  4. Role to explore

    Explore adjacent roles

    Data quality specialist, records coordinator, and operations or junior data analyst roles build on what you already do.

    O*NET OnLine career explorer

  5. Training

    Get comfortable with AI basics

    A short free course explains what AI can and can't do, so you can talk confidently about it at work.

    Google AI Essentials

Helpful for any job

Practical, encouraging next steps per profession. Links point to real training and career resources checked on 2026-10-15. Automation year ranges live in jobs.json and are HumAIn Logic estimates. Links checked 2026-10-15.

Sources for the estimate

  1. The Future of Employment: How Susceptible Are Jobs to Computerisation? — Oxford Martin School (Frey & Osborne), 2013
  2. The Future of Jobs Report 2025 — World Economic Forum, 2025
  3. Occupational Outlook Handbook — U.S. Bureau of Labor Statistics, 2025

Year ranges are HumAIn Logic editorial estimates, NOT figures published by the cited sources. None of the cited sources gives per-occupation 'full automation' dates. Method: (1) relative automation susceptibility per occupation from Frey & Osborne (2013) probabilities and task-exposure scores in Eloundou et al. (2023) and ILO (2023); (2) anchored to McKinsey (2023) 'Economic potential of generative AI', which estimates half of today's work activities could be automated between 2030 and 2060 (midpoint ~2045); (3) adjusted for physical/manual tasks (slower robotics adoption), regulation/licensing, and BLS/WEF employment outlooks. 'Near-full automation' means most of the occupation's current tasks can be done by technology at scale; it does not imply all jobs disappear, and several sources (OECD, IMF, WEF) stress augmentation and job transformation over replacement. Confidence reflects agreement among sources and technical maturity, and is low for most ranges. Source URLs were checked on 2026-10-14; IMF, WEF, OECD and BLS pages block automated fetches (HTTP 403) but are the official landing pages confirmed via web search.

Timeline: Data entry keyer

Each bar is a HumAIn Logic estimate of when technology could do most of a job's current tasks at scale. Earlier years are on the left, later years on the right. This is not a prediction that the job disappears. How we estimate.

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  1. Data entry keyer 2030-2040 : HumAIn Logic estimate 2030 to 2040. Outlook: Big shift ahead. Confidence: high.

All ranges are HumAIn Logic estimates, not figures from the cited sources. “2055+” means 2055 or later. Confidence is low for most jobs.

Sources for this estimate

Compared with other jobs

Each bar is a HumAIn Logic estimate of when technology could do most of a job's current tasks at scale. Earlier years are on the left, later years on the right. This is not a prediction that the job disappears. How we estimate.

Skip timeline
  1. Data entry keyer 2030-2040 : HumAIn Logic estimate 2030 to 2040. Outlook: Big shift ahead. Confidence: high.
  2. Telemarketer 2030-2040 : HumAIn Logic estimate 2030 to 2040. Outlook: Big shift ahead. Confidence: high.
  3. Bank teller 2032-2045 : HumAIn Logic estimate 2032 to 2045. Outlook: Big shift ahead. Confidence: medium.
  4. Bookkeeper / payroll clerk 2032-2045 : HumAIn Logic estimate 2032 to 2045. Outlook: Big shift ahead. Confidence: medium.
  5. Bookkeeping/accounting clerk 2032-2045 : HumAIn Logic estimate 2032 to 2045. Outlook: Big shift ahead. Confidence: medium.
  6. Office clerk (general) 2032-2045 : HumAIn Logic estimate 2032 to 2045. Outlook: Big shift ahead. Confidence: medium.
  7. Customer service representative 2033-2045 : HumAIn Logic estimate 2033 to 2045. Outlook: Big shift ahead. Confidence: medium.
  8. Insurance claims processor 2033-2045 : HumAIn Logic estimate 2033 to 2045. Outlook: Big shift ahead. Confidence: medium.
  9. Cashier 2035-2050 : HumAIn Logic estimate 2035 to 2050. Outlook: Big shift ahead. Confidence: medium.
  10. Paralegal 2035-2050 : HumAIn Logic estimate 2035 to 2050. Outlook: Big shift ahead. Confidence: medium.
  11. Receptionist 2035-2050 : HumAIn Logic estimate 2035 to 2050. Outlook: Big shift ahead. Confidence: medium.
  12. Translator / interpreter 2035-2050 : HumAIn Logic estimate 2035 to 2050. Outlook: Big shift ahead. Confidence: low.
  13. Warehouse worker / stocker 2038-2055 : HumAIn Logic estimate 2038 to 2055. Outlook: Changing. Confidence: low.
  14. Accountant / auditor 2040-2055 : HumAIn Logic estimate 2040 to 2055. Outlook: Changing. Confidence: low.
  15. Market research analyst 2040-2055 : HumAIn Logic estimate 2040 to 2055. Outlook: Changing. Confidence: low.
  16. Delivery / rideshare driver 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  17. Fast-food / food prep worker 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  18. Graphic designer 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  19. Truck driver (heavy, long-haul) 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  20. Writer / copywriter 2040-2060 : HumAIn Logic estimate 2040 to 2060. Outlook: Changing. Confidence: low.
  21. Custodian / janitor 2045-2065 : HumAIn Logic estimate 2045 to 2065. Outlook: Changing. Confidence: low.
  22. Financial advisor 2045-2065 : HumAIn Logic estimate 2045 to 2065. Outlook: Changing. Confidence: low.
  23. Software developer 2045-2065 : HumAIn Logic estimate 2045 to 2065. Outlook: Changing. Confidence: low.
  24. Construction laborer 2050-2070 : HumAIn Logic estimate 2050 to 2070. Outlook: Mostly steady. Confidence: low.
  25. Lawyer 2050-2070 : HumAIn Logic estimate 2050 to 2070. Outlook: Mostly steady. Confidence: low.
  26. Electrician 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  27. Home health / personal care aide 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  28. Plumber 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  29. Registered nurse 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  30. Teacher (K-12) 2055+ : HumAIn Logic estimate 2055 or later. Outlook: Mostly steady. Confidence: low.
  31. Physician (medical doctor) 2060+ : HumAIn Logic estimate 2060 or later. Outlook: Mostly steady. Confidence: low.

All ranges are HumAIn Logic estimates, not figures from the cited sources. “2055+” means 2055 or later. Confidence is low for most jobs.

This is an editorial estimate, not a prediction or career, legal or financial advice.