Metro area, Alabama
Huntsville, AL
266,650 people work in this area, at mean pay of $71,090 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: 164 million hours at what they cost. Not a forecast of savings.
- 42%
- 21%
- 37%
of the paid hours are within reach now in tasks people already bring to Claude. Another 24% 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 241,589 people in jobs so far, 91% 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 108 million hours a year. The material can be handed to a model and the result handed back.
about 49 million hours a year. The model has to be connected to the system the work lives in.
about 35 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
- 31%
- 11%
- 8%
- 13%
- 37%
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 241,589 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
- Reviewing work you did not do yourself109,927 (46%)
- The hands-on craft104,348 (43%)
- Briefing a model and checking its drafts86,822 (36%)
- Judgment where errors are severe64,548 (27%)
- The conversations57,783 (24%)
- Signing off under your license22,378 (9%)
- Running AI inside the business systems18,270 (8%)
- Dealing with people outside the organization7,930 (3%)
- Handling protected records810 (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, 1%. With Claude Mythos Preview (early), measured in April 2026, 17%. Today's estimate: 31%.
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 42% of the working time of the people in this area as physical work. For 32% of the working time, a robot has been shown doing most of the task somewhere: 22% in a purpose-built cell, 9% in a structured facility, 1% in any setting. 0.42 of 3.
- Not physical 58%
- No robot shown 10%
- In a purpose-built cell 22%
- In a structured facility 9%
- 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 50% of the people.
| People | Pay here | |||
|---|---|---|---|---|
| Software Developers | 7,030 | 48% | 7 million | $128K |
| Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | 4,700 | 59% | 5.7 million | $46K |
| Registered Nurses | 6,800 | 37% | 5.2 million | $77K |
| Customer Service Representatives | 3,340 | 64% | 4.5 million | $38K |
| Aerospace Engineers | 4,880 | 38% | 3.8 million | $131K |
| General and Operations Managers | 4,050 | 45% | 3.8 million | $136K |
| Retail Salespersons | 7,030 | 23% | 3.4 million | $33K |
| Bookkeeping, Accounting, and Auditing Clerks | 1,830 | 88% | 3.4 million | $47K |
| Medical Secretaries and Administrative Assistants | 1,800 | 84% | 3.2 million | $38K |
| Accountants and Auditors | 3,010 | 45% | 2.8 million | $79K |
| First-Line Supervisors of Production and Operating Workers | 2,670 | 48% | 2.6 million | $68K |
| First-Line Supervisors of Retail Sales Workers | 2,490 | 49% | 2.5 million | $47K |
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. 384 smaller jobs (125,240 people) count in every total but are not listed. Task data covers 95% 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.
- Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.Software Developers2.3 million hours80% of the task within reach
- Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.Software Developers2 million hours100% of the task within reach
- Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.Software Developers1.4 million hours70% of the task within reach
- Develop or direct software system testing or validation procedures, programming, or documentation.Software Developers1.3 million hours80% of the task within reach
- Develop computer information resources, providing for data security and control, strategic computing, and disaster recovery.Computer and Information Systems Managers1.2 million hours92% of the task within reach
- Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.Aerospace Engineers1.2 million hours100% of the task within reach
- Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations.Aerospace Engineers1.2 million hours100% of the task within reach
- Coordinate conferences, meetings, or special events, such as luncheons or graduation ceremonies.Secretaries and Administrative Assistants, Except Legal, Medical, and Executive1.1 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 Nurses1.1 million hours60% of the task within reach
- Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements.Aerospace Engineers1.1 million hours97% of the task within reach
The regional report on Huntsville, AL
This page lists the largest jobs. The scan reads the whole workforce: every occupation BLS publishes here that the site has task data for, 95% 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.
Other 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
- 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
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 Huntsville, AL is within reach of AI now?
- An estimated 31% of the paid hours in Huntsville, AL are within reach of AI models now and 41% by the end of 2028, on METR's long-run pace at four in five (39% to 42% 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 Huntsville, AL carry the most hours within reach?
- By hours within reach now (projected from METR's April 2026 measurement and Epoch's November 2026 index): Software Developers (7,030 people, 48% of their time, about 7 million hours a year); Secretaries and Administrative Assistants, Except Legal, Medical, and Executive (4,700 people, 59% of their time, about 5.7 million hours a year); and Registered Nurses (6,800 people, 37% of their time, about 5.2 million hours a year).
- Which tasks in Huntsville, AL carry the most hours within reach by the end of 2028?
- Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design (Software Developers, about 2.3 million hours a year); Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance (Software Developers, about 2 million hours a year); and Analyze user needs and software requirements to determine feasibility of design within time and cost constraints (Software Developers, about 1.4 million hours a year).
- What would people working in Huntsville, AL learn first?
- Among the 241,589 people in jobs reviewed task by task, the skills most often among the first two things to learn on their job's page are reviewing work you did not do yourself (109,927 people); the hands-on craft (104,348 people); and briefing a model and checking its drafts (86,822 people). By the end of 2028 on the long-run pace at four in five, about 58% of their working time stays with people, 34% 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 Huntsville, AL (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 95% of its people, and 91% 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.