Metro area, California
Visalia, CA
171,140 people work in this area, at mean pay of $58,390 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. Estimate.
a year: 62 million hours at what they cost. Not a forecast of savings.
- 27%
- 15%
- 58%
of the paid hours are within reach now in tasks people already bring to Claude. Another 15% is within reach in tasks not yet seen there.
Across the US: 22% within reach now and 37% by the end of 2028, on the long-run pace at four in five.
Share of the paid hours within reach, now to 2030
What each choice means: , , , , . Every pace starts from .
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, 17%. Today's estimate: 19%.
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.
Where the hours are
Jobs by hours within reach now. The 40 largest jobs hold 61% of the people.
| People | Pay here | |||
|---|---|---|---|---|
| Office Clerks, General | 2,440 | 54% | 2.8 million | $46K |
| Bookkeeping, Accounting, and Auditing Clerks | 1,390 | 78% | 2.2 million | $51K |
| Farmworkers and Laborers, Crop, Nursery, and Greenhouse | 21,420 | 4% | 1.8 million | $35K |
| Registered Nurses | 2,990 | 28% | 1.7 million | $125K |
| Retail Salespersons | 3,920 | 19% | 1.6 million | $36K |
| Cashiers | 4,110 | 19% | 1.6 million | $35K |
| Elementary School Teachers, Except Special Education | 2,440 | 30% | 1.5 million | $98K |
| Medical Secretaries and Administrative Assistants | 900 | 81% | 1.5 million | $48K |
| Stockers and Order Fillers | 3,780 | 19% | 1.5 million | $42K |
| Customer Service Representatives | 930 | 64% | 1.2 million | $45K |
| Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | 1,390 | 43% | 1.2 million | $52K |
| First-Line Supervisors of Food Preparation and Serving Workers | 1,440 | 40% | 1.2 million | $45K |
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. 346 smaller jobs (62,280 people) count in every total but are not listed. Task data covers 94% 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.
- Compute, record, and proofread data and other information, such as records or reports.Office Clerks, General611,156 hours100% of the task within reach
- Keep periodic balance sheets of amounts and numbers of transactions.Cashiers604,315 hours100% of the task within reach
- Provide information and advice to the public regarding the selection, purchase, and care of products.Farmworkers and Laborers, Crop, Nursery, and Greenhouse593,454 hours100% of the task within reach
- Record numbers of units handled or moved, using daily production sheets or work tickets.Laborers and Freight, Stock, and Material Movers, Hand566,857 hours100% of the task within reach
- Record information about crops, such as pesticide use, yields, or costs.Farmworkers and Laborers, Crop, Nursery, and Greenhouse559,593 hours100% 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 Nurses500,966 hours60% of the task within reach
- Maintain knowledge of current sales and promotions, policies regarding payment and exchanges, and security practices.Retail Salespersons474,988 hours50% of the task within reach
- Attend professional meetings, educational conferences, or teacher training workshops to improve professional competence.Substitute Teachers, Short-Term456,857 hours100% of the task within reach
- Operate computers programmed with accounting software to record, store, and analyze information.Bookkeeping, Accounting, and Auditing Clerks452,039 hours100% of the task within reach
- Compile and maintain non-monetary reports and records.Cashiers430,603 hours100% of the task within reach
Other areas in California
Within reach now and by the end of 2028, long-run pace, four in five.
- Los Angeles-Long Beach-Anaheim, CA6,271,560 people22% now, 37% by 2028
- San Francisco-Oakland-Fremont, CA2,373,920 people21% now, 41% by 2028
- Riverside-San Bernardino-Ontario, CA1,716,760 people20% now, 30% by 2028
- San Diego-Chula Vista-Carlsbad, CA1,538,060 people22% now, 37% by 2028
- San Jose-Sunnyvale-Santa Clara, CA1,134,970 people21% now, 44% by 2028
- Sacramento-Roseville-Folsom, CA1,080,590 people22% now, 37% by 2028
- Fresno, CA476,890 people20% now, 30% by 2028
- Bakersfield-Delano, CA338,230 people19% 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