What it pays
Government survey numbers — not estimates, not ads.
The work, task by task
These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.
Manage financial impact of risks
+Produce a quarterly risk-impact report showing expected loss, volatility, and tail-risk for the…
Manage financial impact of risks
+Calculate cash reserves needed for payouts and claims
+Calculate required cash reserves for the life and annuity portfolio at quarter-end using best-estimate…
Calculate cash reserves needed for payouts and claims
+Study statistical data to create risk models
+Analyse the last ten years of claims and exposure data to fit frequency and severity distributions, validate…
Study statistical data to create risk models
+Collaborate with underwriting, finance, and product teams
+Draft a short advisory note that reconciles the new catastrophe model outputs with current underwriting…
Collaborate with underwriting, finance, and product teams
+Use business knowledge to inform risk management strategies.
+Translate the competitor and market intelligence into three actionable risk-management proposals—reinsurance…
Use business knowledge to inform risk management strategies.
+Design programs that manage risk.
+Design a capital and reserve program to limit annual underwriting volatility to under 8%, specify the stress…
Design programs that manage risk.
+Interpret data to inform risk-related decision-making.
+Analyse the last five years of claims, premiums and market indices, produce a dashboard showing drivers of…
Interpret data to inform risk-related decision-making.
+Ensure compliance with licensing and professional standards.
+Compile a compliance pack mapping current insurance and pension products to the professional code and…
Ensure compliance with licensing and professional standards.
+Apply technical and statistical models and theories
+Select and parameterise the technical reserving model for the motor book, run stochastic projections under…
Apply technical and statistical models and theories
+Design and test insurance policies and business strategies
+Design the new term life policy assumptions and run scenario tests on projected claims, lapse and expense…
Design and test insurance policies and business strategies
+Produce reports, charts, and tables explaining calculations
+Produce the quarterly underwriting report with clear tables of incurred versus paid claims, loss ratios by…
Produce reports, charts, and tables explaining calculations
+Explain findings and proposals to stakeholders
+Draft the two-page briefing and an eight-slide deck that explains the proposed reserve methodology change,…
Explain findings and proposals to stakeholders
+Communicate complex risk assessments to non-technical audiences
+Prepare a plain-language one-page summary and three infographic slides that translate the stochastic reserve…
Communicate complex risk assessments to non-technical audiences
+Prepare documentation for regulatory and internal purposes
+Assemble the regulatory submission for the annual reserving review: include the methodology write-up, my…
Prepare documentation for regulatory and internal purposes
+Support pricing and reserving analysis
+Run the monthly pricing support analysis: update exposure and claim inputs, rerun tiered rate models, produce…
Support pricing and reserving analysis
+Provide advice to clients on a contract basis, working as a consultant.
+Accept the consulting engagement from Hayworth Consulting to provide monthly actuarial advice on their…
Provide advice to clients on a contract basis, working as a consultant.
+Testify before public agencies on proposed legislation affecting businesses.
+Prepare my testimony for the April 12th public hearing on the small business liability bill: summarise…
Testify before public agencies on proposed legislation affecting businesses.
+Determine policy contract provisions for each type of insurance.
+Draft the policy wording options for the new professional indemnity lines: list required coverages,…
Determine policy contract provisions for each type of insurance.
+Testify in court as expert witness or to provide legal evidence on matters such as the value of potential lifetime earnings of a person disabled or killed in an accident.
+Prepare the expert report for the June 3rd trial calculating lost lifetime earnings for Mr. Alvarez: document…
Testify in court as expert witness or to provide legal evidence on matters such as the value of potential lifetime earnings of a person disabled or killed in an accident.
+Explain changes in contract provisions to customers.
+Prepare a plain‑language letter for the 120 affected policyholders explaining the contract provision changes,…
Explain changes in contract provisions to customers.
+Manage credit and help price corporate security offerings.
+Produce a pricing memo for the board recommending bid spreads for the new corporate bond issue: include…
Manage credit and help price corporate security offerings.
+Says who?
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Activities this job lives in
The human activities behind the tasks — each with its honest AI ceiling.
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Shared with other careers — the same record means something different in each.
Related careers
Same family of work — each with its own tasks and prompts.
The rest of the map
Same library, five ways in.
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