W. R. Berkley Corporation (WRB)
Specialty property casualty insurer, parent staff counted. Read October 19, 2026 from the annual report for the period ending December 31, 2025, filed February 27, 2026. Ranked 56 of the 101 Financial Services companies read so far, by the share within reach now.
Within reach now
38%
End of 2028
68%
Employees, annual report
8,804
Leading staffing pattern
Insurance Carriers
Share of the working time within reach, long-run pace, four times in five
- Now38%
- End of 202759%
- End of 202868%
- End of 203071%
What changes for its people by the end of 2028, by its industries' figures
- Stays with people 29%
- Becomes checking a model's work 61%
- Handed over with lighter checks 6%
An insurer whose filing counts 8,678 employees at its subsidiaries and 126 at the parent, so the carriers' pattern leads and the counted parent staff take management of companies.
The figures on this page come from the company's own annual report and from BLS staffing patterns for its industries, never from a roster. They are estimates with a stated method. Nothing here says what the company will do: within reach is not a forecast of jobs lost or of savings.
What follows from the reading
Share of working time within reach of AI, on the long-run pace at four in five: 38% now, 59% at the end of 2027, 68% at the end of 2028, 71% at the end of 2030. By the patterns, the work is about 71% desk work, 25% people work and 4% body work. These are the site's industry estimates weighted by the shares below: estimates with a stated method and range, not a forecast of what the company will do. By the same patterns, at the end of 2028 about 29% of the working time stays with people (conversation, in-person and hands-on work), 61% becomes checking a model's work and 6% could be handed over with lighter checks, from the industries' own figures, not the company's roles.
Headcount
8,804 employees as of January 15, 2026 (stated). Not stated: the filing counts no employees by country; its domestic insurance segment is 87% of revenue.
The filing: “As of January 15, 2026, we employed 8,804 individuals. Of this number, our subsidiaries employed 8,678 individuals and the remaining individuals were employed at the parent company.”
The workforce as industry patterns
| Pattern | Share | Reason, from the filing |
|---|---|---|
| Insurance Carriers | 99% | By (a): the filing counts 8,678 individuals employed by its subsidiaries, 60 insurance and reinsurance businesses, 99% of 8,804. |
| Management of Companies and Enterprises | 1% | By (a): the filing states that 126 individuals were employed at the parent company, a stated corporate count that takes the management pattern under rule 6 and stays as its own pattern because it is counted (rule 5). |
What the filing says about the workforce: 8,804 employees as of January 15, 2026 (8,606 a year earlier): 8,678 at the subsidiaries, 126 at the parent company; 60 distinct businesses under a decentralized model.
Companies read with the same leading pattern
Other companies whose largest staffing pattern is also Insurance Carriers, largest first, each read from its own annual report. Within reach now and at the end of 2028, long-run pace, four in five.
- UnitedHealth Group (UNH, 390,000 employees)33% now, 54% by 2028
- Elevance Health (ELV, 97,100 employees)36% now, 62% by 2028
- The Progressive Corporation (PGR, 70,000 employees)39% now, 68% by 2028
- Cigna Corporation (CI, 67,700 employees)37% now, 60% by 2028
- Humana Inc. (HUM, 67,060 employees)34% now, 54% by 2028
- Centene Corp. (CNC, 61,100 employees)39% now, 68% by 2028
- The Allstate Corporation (ALL, 53,000 employees)39% now, 68% by 2028
- MetLife, Inc. (MET, 46,000 employees)39% now, 68% by 2028
What the filing says about AI
17 sentences in the filing name AI. The filing recounts the NAIC's and insurance regulators' focus on big data technologies such as artificial intelligence, machine learning and automated decision-making, and the NAIC's Model Bulletin on the Use of Artificial Intelligence Systems by Insurers.
- “They are subject to various risks and uncertainties, including but not limited to: the cyclical nature of the property casualty industry; the impact of significant competition, including new entrants to the industry; the long-tail and potentially volatile nature of the insurance and reinsurance business; product demand and pricing; claims development and the process of estimating reserves; inve...”
- “As a result of increased innovation and use of technology in the insurance sector, the NAIC and insurance regulators have been focusing on the use of "big data" technologies, such as artificial intelligence, machine learning and automated decision-making.”
- “In December 2023, the NAIC adopted the Model Bulletin on the Use of Artificial Intelligence Systems by Insurers (the "AI Bulletin").”
- “The AI Bulletin has been adopted and issued by approximately half of U.S. states.”
- “In addition to affirming that the use of artificial intelligence must comply with existing state law, the AI Bulletin sets forth regulators' expectations on how insurers will develop, acquire and use artificial intelligence technologies including around the use of third-party data and models.”
Its annual reports, year by year
Sentences naming AI in each annual report, counted by one rule, beside the median report in the Index that year. Each count links its filing. Every company, by year and sector
- Fiscal 20210median 0
- Fiscal 20220median 0
- Fiscal 20236median 1
- Fiscal 202415median 4
- Fiscal 202517median 10
Headcount by filing year
As reported in each year's annual report, with the filing. A year marked not read had no figure the reading could take from the report's text.
| Period | Employees | Filed | Filing |
|---|---|---|---|
| 2025-12-31 | 8,804 | 2026-02-27 | 10-K |
| 2024-12-31 | 8,606 | 2025-02-24 | 10-K |
| 2023-12-31 | 8,329 | 2024-02-23 | 10-K |
| 2022-12-31 | 8,186 | 2023-02-24 | 10-K |
| 2021-12-31 | 7,681 | 2022-02-24 | 10-K |
| 2020-12-31 | 7,495 | 2021-02-18 | 10-K |
| 2019-12-31 | 7,356 | 2020-02-20 | 10-K |
| 2018-12-31 | 7,310 | 2019-02-22 | 10-K |
| 2017-12-31 | 7,576 | 2018-02-23 | 10-K |
| 2016-12-31 | 7,536 | 2017-02-28 | 10-K |
| 2015-12-31 | 7,481 | 2016-02-22 | 10-K |
| 2014-12-31 | 7,521 | 2015-02-27 | 10-K |
| 2013-12-31 | 7,247 | 2014-02-28 | 10-K |
| 2012-12-31 | 7,412 | 2013-02-28 | 10-K |
| 2011-12-31 | 6,642 | 2012-02-28 | 10-K |
| 2010-12-31 | 6,253 | 2011-02-28 | 10-K |
| 2009-12-31 | 6,072 | 2010-02-26 | 10-K |
| 2008-12-31 | 5,768 | 2009-02-27 | 10-K |
| 2007-12-31 | 5,494 | 2008-02-29 | 10-K |
| 2006-12-31 | 5,429 | 2007-03-01 | 10-K |
| 2005-12-31 | 4,961 | 2006-03-13 | 10-K |
| 2004-12-31 | 4,736 | 2005-03-14 | 10-K |
| 2003-12-31 | 4,669 | 2004-03-12 | 10-K |
| 2002-12-31 | 4,359 | 2003-03-31 | 10-K |
| 2001-12-31 | 4,244 | 2002-03-28 | 10-K |
| 2000-12-31 | 4,426 | 2001-03-23 | 10-K |
| 1999-12-31 | 4,181 | 2000-03-27 | 10-K |
| 1998-12-31 | 4,218 | 1999-03-23 | 10-K |
| 1997-12-31 | 4,046 | 1998-03-27 | 10-K |
| 1996-12-31 | 3,473 | 1997-03-25 | 10-K |
| 1995-12-31 | 2,982 | 1996-03-26 | 10-K |
Limits of this reading
- The U.S. share is not stated.
- The count is as of January 15, 2026, not the fiscal year end.
Source: the company's annual report on EDGAR, accession 0000011544-26-000005, the filing. Read by Claude Fable 5.1 under rubric version 1, by the method. A company can write to info@stratussc.com to have its reading checked against its filing.
The report on W. R. Berkley Corporation, $29
This page as a document to keep, with what it does not show: the share within reach at every date on three paces and two reliabilities, a typical workforce of this shape at the stated headcount role by role and task by task (the industries' staffing, never the company's roster), where to start, what changes for the people and what they would learn, every sentence in the filing that names AI, the headcount by year, the companies read with the same leading pattern, the method and a citation line. To print or save as a PDF, open again in your browser for a year.
See the report, $29See the sample first: Walmart's report is free
Questions about this company
- How much of W. R. Berkley Corporation's working time is within reach of AI?
- An estimated 38% now and 68% by the end of 2028, on METR's long-run pace at four in five, from the workforce W. R. Berkley Corporation's own annual report describes and BLS staffing patterns for its industries, never from a roster. It is an estimate with a stated method. It is not a forecast of jobs lost or of savings, and it says nothing about what the company will do.
- How many people does W. R. Berkley Corporation employ?
- 8,804 as of January 15, 2026, as its annual report for the period ending December 31, 2025 states.
- What kinds of work make up W. R. Berkley Corporation's workforce?
- Read from its annual report as a blend of 2 industry staffing patterns, the largest Insurance Carriers; by those patterns the work is about 71% desk work, 25% people work and 4% body work. Each share has a one-sentence reason on this page that can be checked against the filing.
- What does W. R. Berkley Corporation's annual report say about AI?
- 17 sentences in the filing name AI. Its annual reports for fiscal 2021 to 2025 name it in 0, 0, 6, 15 and 17 sentences, year by year. They are counted and quoted on this page, never judged: a count says how much a filing talks about AI, not what the company does with it.
- How is this estimated?
- Claude Fable 5.1 read the annual report under the Index's written rubric (version 1) on October 19, 2026: the stated headcount, the share in the U.S. when stated, and the workforce as a blend of industry staffing patterns. The estimates are the site's industry estimates weighted by those shares, from O*NET tasks with estimated lengths and METR's measurements of how long a task AI models can finish. A company can write to info@stratussc.com to have its reading checked against its filing.
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.