Key Takeaways Automation, AI, and gig economy trends are shrinking the demand for traditional workers' compensation, limiting premium growth and policy volumes. Geographic concentration and rising regulatory risks, especially in California, increase earnings volatility and may further impact margins amid adverse claims trends.