Actuaries
AI replacement rate
55%This role is currently tracked with 10 timeline items plus a profile-based replacement estimate.
Actuaries face a high risk of AI replacement, as many core tasks involving data analysis, complex modeling, and report generation are highly amenable to automation by AI and machine learning. However, human actuaries will remain crucial for interpreting results in ambiguous situations, strategic decision-making, and client communication.
Why this role is rated this way
Structural baseActuaries spend significant time on data collection, cleaning, statistical analysis, and running complex financial and risk models. AI and machine learning excel at these data-intensive, rule-based computational tasks, automating much of the analytical workload.
AI can streamline actuarial workflows by automating repetitive calculations, scenario testing, and the generation of standardized reports and regulatory filings. This improves efficiency and allows for faster iteration and identification of insights.
While AI can process data, actuaries are critical for interpreting results in complex or ambiguous situations, assessing new types of risks without extensive historical data, and exercising nuanced judgment that current AI lacks.
A key part of an actuary's role involves communicating complex financial concepts to non-technical stakeholders, providing strategic advice, and engaging with clients and regulators. These high-level interpersonal skills are challenging for AI to fully replicate.
Timeline
Relevant news and cases, newest firstCloud-based platforms and AI-powered ... Increased efficiency: AI automates repetitive tasks, allowing actuaries to focus on higher-value activities, resulting in increased efficiency and productivity....
Open originalArtificial intelligence (AI) and machine learning has the potential to transform the way actuaries and other insurance professionals work.
Open originalMany thought actuaries would be replaced, but the exact opposite occurred, and it evolved into a highly useful tool that actuaries across the profession now embrace. But AI, a technology that can tackle an expansive array of tasks, and generative AI that can learn, are evolving at a remarkably rapid speed.
Open originalWhile 84% of health insurers currently ... The reason: AI automates technical execution while expanding demand for actuarial expertise in model governance, strategic interpretation, and regulatory compliance....
Open originalAI can crunch numbers at superhuman speed, but it can’t fully replace the judgment, creativity, and problem-solving that comes from understanding people, businesses, and context. That human element—our ability to listen, interpret, advise, and build trust—is what makes actuaries irreplaceable.
Open originalThe incorporation of artificial ... marks a significant leap forward, promising to revolutionize how actuaries predict risks, model scenarios and devise insurance policies....
Open originalGenAI can help actuaries automate and streamline data sourcing, cleansing and processing, as well as generate insights and recommendations from the data - tasks that typically consume more than 50% of actuaries’ time1 .
Open originalWe're committed to nurturing talent and providing opportunities for professional growth to address this shortage and ensure the continued excellence of our actuarial team. While AI technologies have made significant advancements in data processing, replacing actuaries entirely remains a complex proposition.
Open originalClass is in session! I quizzed ChatGPT and GitHub Copilot on typical actuarial tasks to test their current strengths and limitations. The results reveal how actuaries can gain efficiencies by implementing artificial intelligence (AI) tools in their technical, day-to-day work.
Open originalThe most discomforting scenario for actuaries, and many professions, is that they will cease to exist in their present form. Researchers from AI Impacts and the Future of Humanity Institute estimate a 50% chance that, within 120 years, all occupations will be fully automatable.
Open original