Metro area, Maryland
Baltimore-Columbia-Towson, MD
1,356,680 people work in this area, at mean pay of $76,370 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: 606 million hours at what they cost. Not a forecast of savings.
- 42%
- 18%
- 41%
of the paid hours are within reach now in tasks people already bring to Claude. Another 18% 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, 20%. Today's estimate: 23%.
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 47% of the people.
| People | Pay here | |||
|---|---|---|---|---|
| Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | 29,780 | 43% | 26 million | $49K |
| Customer Service Representatives | 17,480 | 64% | 23 million | $43K |
| General and Operations Managers | 44,960 | 23% | 21 million | $117K |
| Registered Nurses | 30,930 | 28% | 18 million | $100K |
| Retail Salespersons | 39,920 | 19% | 16 million | $35K |
| Medical Secretaries and Administrative Assistants | 8,640 | 81% | 15 million | $48K |
| Bookkeeping, Accounting, and Auditing Clerks | 8,540 | 78% | 14 million | $54K |
| Office Clerks, General | 10,880 | 54% | 12 million | $46K |
| First-Line Supervisors of Office and Administrative Support Workers | 15,070 | 35% | 11 million | $76K |
| Receptionists and Information Clerks | 8,660 | 59% | 11 million | $38K |
| Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel | 11,340 | 43% | 10 million | $62K |
| Project Management Specialists | 14,700 | 33% | 10 million | $104K |
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. 607 smaller jobs (679,300 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.
- Coordinate conferences, meetings, or special events, such as luncheons or graduation ceremonies.Secretaries and Administrative Assistants, Except Legal, Medical, and Executive6.5 million hours53% 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 Executive5.9 million hours100% of the task within reach
- Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products.General and Operations Managers5.7 million hours40% of the task within reach
- Set prices or credit terms for goods or services, based on forecasts of customer demand.General and Operations Managers5.5 million 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 Nurses5.2 million hours60% of the task within reach
- Prepare staff work schedules and assign specific duties.General and Operations Managers5.2 million hours80% of the task within reach
- Develop sales presentations or proposals to explain service specifications.Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel4.8 million hours100% of the task within reach
- Maintain knowledge of current sales and promotions, policies regarding payment and exchanges, and security practices.Retail Salespersons4.8 million hours50% of the task within reach
- Establish or implement departmental policies, goals, objectives, or procedures in conjunction with board members, organization officials, or staff members.General and Operations Managers4.8 million hours59% 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 Executive4.8 million hours70% of the task within reach
Other areas in Maryland
Within reach now and by the end of 2028, long-run pace, four in five.
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