State
Alabama
2,113,660 people work in Alabama, at mean pay of $57,500 a year (BLS, May 2025), in every industry. What follows is how much of their working time the best AI models could finish, when, and in which jobs and tasks. Estimates.
of the paid hours. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
a year: 1.2 billion hours at what they cost. Not a forecast of savings.
- 34%
- 21%
- 45%
of the paid hours are within reach now in tasks people already bring to Claude. Another 22% is within reach in tasks not yet seen there.
Across the US: 30% within reach now and 36% by the end of 2028, on the long-run pace at four in five. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
Share of the paid hours within reach, now to 2030
Change assumptionsHide assumptionsLong-run pace, four in five
What each choice means: , , , , . Every pace starts from .
What handing the work over would take
For the 1,968,142 people in jobs so far, 93% of the area's people; the others are in the totals above and join this split as the review reaches their jobs. Shares of their working time within reach now, at the pace and reliability chosen above. Estimates. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
about 748 million hours a year. The material can be handed to a model and the result handed back.
about 420 million hours a year. The model has to be connected to the system the work lives in.
about 260 million hours a year. Short enough by length. This site leaves conversation with people, so it is not in the totals.
What their work is made of
- 23%
- 11%
- 7%
- 15%
- 44%
Each task's time split among five kinds of doing, judged one task at a time; only documents and systems can count as within reach.
What changes for the people
For the 1,968,142 people in jobs reviewed task by task so far, by the end of 2028 on the long-run pace at four in five: the shares of their working time, from each job page's own map, weighted by how many people here do that job. It says which parts of the work change, never whether anyone keeps a job. Estimates.
Conversation, in-person and hands-on work.
Desk work within reach in tasks where a mistake costs something or a licensed person signs.
Desk work within reach that is small if wrong, with lighter checks.
What most people here would learn first
How many of them have each skill among the first two things to learn on their job's page. Every state, and the US
- The hands-on craft1,009,417 (51%)
- Reviewing work you did not do yourself692,209 (35%)
- Judgment where errors are severe595,178 (30%)
- The conversations535,312 (27%)
- Briefing a model and checking its drafts521,422 (26%)
- Signing off under your license214,807 (11%)
- Running AI inside the business systems175,630 (9%)
- Dealing with people outside the organization85,960 (4%)
- Handling protected records9,610 (under 1%)
How far this has come
With GPT-4, measured in March 2023, 0% of this area's paid hours were within reach at . With Claude 3.7 Sonnet, measured in February 2025, 2%. With Claude Mythos Preview (early), measured in April 2026, 18%. Today's estimate: 28%.
A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.
Robots and the physical work
Anthropic rates 50% of the working time of the people in this area as physical work. For 38% of the working time, a robot has been shown doing most of the task somewhere: 26% in a purpose-built cell, 11% in a structured facility, 1% in any setting. 0.51 of 3.
- Not physical 50%
- No robot shown 12%
- In a purpose-built cell 26%
- In a structured facility 11%
- In any setting 1%
Anthropic's rating, not this site's estimate: Claude Opus 5, searching the web, rated each physical O*NET task by the kind of setting in which a robot it could cite (deployed, sold or demonstrated) does most of the task, weighted by its own estimate of each task's share of the time (What work can robots do?, September 30, 2026, data CC BY 4.0; every job ranked). A robot shown somewhere is not a robot in your building: cost, setup and safety decide that. The share within reach on this page still counts no body work. Weighted by the people in each occupation; each job's page names the robot behind each rated task.
Where the hours are
Jobs by hours within reach now. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index. The 40 largest jobs hold 49% of the people.
| People | Pay here | |||
|---|---|---|---|---|
| Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | 45,050 | 59% | 55 million | $42K |
| Customer Service Representatives | 33,290 | 64% | 45 million | $38K |
| Registered Nurses | 54,340 | 37% | 42 million | $77K |
| Bookkeeping, Accounting, and Auditing Clerks | 19,890 | 88% | 36 million | $45K |
| Retail Salespersons | 60,880 | 23% | 29 million | $30K |
| Medical Secretaries and Administrative Assistants | 16,580 | 84% | 29 million | $37K |
| General and Operations Managers | 30,170 | 45% | 28 million | $112K |
| First-Line Supervisors of Retail Sales Workers | 25,020 | 49% | 26 million | $45K |
| Accountants and Auditors | 24,300 | 45% | 23 million | $75K |
| First-Line Supervisors of Office and Administrative Support Workers | 20,140 | 54% | 23 million | $60K |
| First-Line Supervisors of Production and Operating Workers | 20,670 | 48% | 21 million | $73K |
| Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products | 20,470 | 46% | 20 million | $64K |
People: BLS counts for this area, May 2025. Pay here: the median paid for the job in this area, else its mean, else the national median. 659 smaller jobs (1,046,470 people) count in every total but are not listed. Task data covers 98% of the area's people; the rest are in BLS "all other" groups with no task list, or in counts BLS does not publish.
The tasks with the most hours within reach by the end of 2028
Across the whole area, on the chosen pace and reliability.
- Coordinate conferences, meetings, or special events, such as luncheons or graduation ceremonies.Secretaries and Administrative Assistants, Except Legal, Medical, and Executive11 million hours60% of the task within reach
- Perform administrative or managerial functions, such as taking responsibility for a unit's staff, budget, planning, or long-range goals.Registered Nurses9.1 million hours60% of the task within reach
- Use computers for various applications, such as database management or word processing.Secretaries and Administrative Assistants, Except Legal, Medical, and Executive9 million hours100% of the task within reach
- Obtain and examine all relevant information to assess validity of complaints and to determine possible causes, such as extreme weather conditions that could increase utility bills.Customer Service Representatives7.5 million hours100% of the task within reach
- Maintain knowledge of current sales and promotions, policies regarding payment and exchanges, and security practices.Retail Salespersons7.4 million hours50% of the task within reach
- Set up and manage paper or electronic filing systems, recording information, updating paperwork, or maintaining documents, such as attendance records, correspondence, or other material.Secretaries and Administrative Assistants, Except Legal, Medical, and Executive7.3 million hours70% of the task within reach
- Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.Customer Service Representatives6.9 million hours100% of the task within reach
- Keep periodic balance sheets of amounts and numbers of transactions.Cashiers6.8 million hours100% of the task within reach
- Prepare, examine, or analyze accounting records, financial statements, or other financial reports to assess accuracy, completeness, and conformance to reporting and procedural standards.Accountants and Auditors6.6 million hours100% of the task within reach
- Perform bookkeeping duties, such as credits or collections, preparing and sending financial statements or bills, and keeping financial records.Medical Secretaries and Administrative Assistants6.6 million hours100% of the task within reach
The regional report on Alabama
This page lists the largest jobs. The scan reads the whole workforce: every occupation BLS publishes here that the site has task data for, 98% of the people, at their local headcount and pay. The preview is free. The full report ($249, or included in Pro) is the report for a workforce board, a college or an economic development team: every occupation and the tasks behind its hours, what handing the work over would take, what changes for the people in each job and what they would learn, with the workbook and the slides to cite. Dated, with the method. For workforce boards and colleges
See what it holds first: the full report for Worcester, MA, Excel and slides.
Metro and nonmetro areas in Alabama
Within reach now and by the end of 2028, long-run pace, four in five. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
- Birmingham, AL520,290 people30% now, 35% by 2028
- Huntsville, AL266,650 people31% now, 41% by 2028
- Mobile, AL172,550 people29% now, 33% by 2028
- Montgomery, AL165,550 people29% now, 35% by 2028
- Northeast Alabama nonmetropolitan area152,620 people24% now, 27% by 2028
- Tuscaloosa, AL108,460 people26% now, 30% by 2028
- Daphne-Fairhope-Foley, AL87,120 people27% now, 30% by 2028
- Southeast Alabama nonmetropolitan area83,750 people26% now, 29% by 2028
- Auburn-Opelika, AL72,710 people27% now, 32% by 2028
- Northwest Alabama nonmetropolitan area67,570 people25% now, 27% by 2028
- Southwest Alabama nonmetropolitan area64,550 people26% now, 29% by 2028
- Decatur, AL61,240 people26% now, 30% by 2028
- Dothan, AL60,720 people27% now, 30% by 2028
- Florence-Muscle Shoals, AL56,100 people27% now, 30% by 2028
- Anniston-Oxford, AL43,570 people26% now, 29% by 2028
- Gadsden, AL33,220 people26% now, 29% by 2028
How it is built: BLS counts the people in each job in this area; each job's tasks and their lengths give its share within reach at a date; the area's share is those shares weighted by people. Value is pay times 1.43 for benefits and payroll costs. Seen in Claude use splits today's share by whether Anthropic saw people bring each task to Claude in 2025; other AI tools are not counted. How it works
Questions about this area
- How much of the work in Alabama is within reach of AI now?
- An estimated 28% of the paid hours in Alabama are within reach of AI models now and 34% by the end of 2028, on METR's long-run pace at four in five (32% to 34% across the three paces the site shows). Within reach means a model could finish work that long at that reliability. It is not a forecast of jobs lost or of savings.
- Which jobs in Alabama carry the most hours within reach?
- By hours within reach now (projected from METR's April 2026 measurement and Epoch's November 2026 index): Secretaries and Administrative Assistants, Except Legal, Medical, and Executive (45,050 people, 59% of their time, about 55 million hours a year); Customer Service Representatives (33,290 people, 64% of their time, about 45 million hours a year); and Registered Nurses (54,340 people, 37% of their time, about 42 million hours a year).
- Which tasks in Alabama carry the most hours within reach by the end of 2028?
- Coordinate conferences, meetings, or special events, such as luncheons or graduation ceremonies (Secretaries and Administrative Assistants, Except Legal, Medical, and Executive, about 11 million hours a year); Perform administrative or managerial functions, such as taking responsibility for a unit's staff, budget, planning, or long-range goals (Registered Nurses, about 9.1 million hours a year); and Use computers for various applications, such as database management or word processing (Secretaries and Administrative Assistants, Except Legal, Medical, and Executive, about 9 million hours a year).
- What would people working in Alabama learn first?
- Among the 1,968,142 people in jobs reviewed task by task, the skills most often among the first two things to learn on their job's page are the hands-on craft (1,009,417 people); reviewing work you did not do yourself (692,209 people); and judgment where errors are severe (595,178 people). By the end of 2028 on the long-run pace at four in five, about 66% of their working time stays with people, 26% becomes checking a model's work and 7% can be handed over with lighter checks. It says which parts of the work change, never whether anyone keeps a job.
- How is this estimated?
- BLS counts the people in each occupation in Alabama (May 2025); each occupation's share of working time within reach comes from its O*NET tasks, each with an estimated length checked against GDPval, and METR's measurements of how long a task the best AI models can finish, carried forward to the date from the latest, Claude Mythos Preview (early) in April 2026. The area's share is those shares weighted by people. Task data covers 98% of its people, and 93% are in occupations reviewed task by task. Data checked November 10, 2026.
Embed these figures on your site
A small card with the share of working time within reach now and at the end of 2027, 2028 and 2030, the date and a link back. Free under CC BY 4.0; the card carries the credit.