Moderate AI Risk (43–48%)
Rank #1 of all employers
BERKLEY W R CORP
Open-data reference.
Weighted average O*NET AI exposure score for this industry's occupation mix
AI Displacement Risk Analysis
Companies in Fire, Marine & Casualty Insurance face moderate AI displacement risk. While some roles will be augmented by AI, core operations require human judgment, creativity, and complex problem-solving.
Workforce Insight
BERKLEY W R CORP (WRB) operates in Fire, Marine & Casualty Insurance under SIC 6331, mapping to NAICS sector 52. The company carries an AI displacement risk grade of C with a weighted exposure score of 50.5%, derived from the occupation mix typical to this industry and mapped against O*NET Database 30.0 task-level automation probabilities. This positions BERKLEY W R CORP at rank #1 among all public employers tracked by PlainWorkforce.
Workforce size is not disclosed in recent SEC filings. The estimated occupation mix includes 5 distinct roles drawn from BLS industry-occupation employment distributions, with Insurance underwriters representing the largest share.
For workers and investors, the Grade C signal matters because it quantifies exposure to a specific macro force, the ongoing displacement pressure from generative AI and robotic process automation, that traditional financial disclosures do not yet capture. Grades A and B indicate workforces anchored in tasks requiring physical presence, complex judgment, or interpersonal skill; Grades D and F concentrate in clerical, administrative, and routine analytical tasks now within reach of large language models. Read this profile alongside the occupation-level task and skill breakdowns and the BLS employment projections to build a complete picture of BERKLEY W R CORP's labor footprint.
Estimated Workforce Occupation Mix
Based on BLS industry-occupation employment distributions for Fire, Marine & Casualty Insurance. AI exposure scores from O*NET Database 30.0.
| Occupation | Est. Workforce Share | AI Exposure |
|---|---|---|
| Insurance underwriters SOC 13-2053 | | |
| Shipping, receiving, and inventory clerks SOC 43-5071 | | |
| First-line supervisors of retail sales workers SOC 41-1011 | | |
| Funeral home managers SOC 11-9171 | | |
| Software developers SOC 15-1252 | | |
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Frequently Asked Questions
What is BERKLEY W R CORP's AI risk grade?
BERKLEY W R CORP (WRB) has an AI risk grade of C with a score of 50.5% — moderate ai risk (43–48%). Companies in Fire, Marine & Casualty Insurance face moderate AI displacement risk. While some roles will be augmented by AI, core operations require human judgment, creativity, and complex problem-solving.
How is the AI risk score calculated?
The AI risk score is computed from the company's primary industry (SIC 6331: Fire, Marine & Casualty Insurance), mapped to Bureau of Labor Statistics occupational employment distributions. For each occupation in the industry workforce, we apply O*NET task-level AI exposure scores and compute a weighted average. A score of 0 means no AI risk; 100 means maximum exposure.
Which occupations at BERKLEY W R CORP face the most AI risk?
Based on the industry occupation mix, key roles at BERKLEY W R CORP include: Insurance underwriters (45% AI exposure), Shipping, receiving, and inventory clerks (60% AI exposure), First-line supervisors of retail sales workers (45% AI exposure). These represent the largest estimated workforce shares.
How many employees does BERKLEY W R CORP have?
BERKLEY W R CORP's employee count is not reported in its XBRL filings. Workforce size can vary — check the company's most recent annual report or SEC filings for current data.
Has BERKLEY W R CORP had layoffs?
WARN Act layoff notices and workforce reduction history for BERKLEY W R CORP are published by state labor agencies and the U.S. Department of Labor. WARN Act data covers mass layoffs affecting 100+ workers, as required by federal reporting. Not all workforce changes are captured in WARN filings.
What industry is BERKLEY W R CORP in?
BERKLEY W R CORP is classified under SIC code 6331 (Fire, Marine & Casualty Insurance), which maps to NAICS sector 52. Industry classification determines the occupation mix used to compute the AI displacement risk score.
AI risk scores are estimates based on industry-level occupation distributions and may not reflect individual employer hiring practices. Data sources: SEC EDGAR (company SIC codes) · O*NET Database 30.0 (AI exposure scores) · BLS Employment Projections 2024–2034. This is not financial advice.