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Prompt lesson · 17 prompts

Experience Studies prompts for Insurance Actuaries

17 ready-to-use prompts from our AI for Insurance Actuaries course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.

These 17 prompts are part of the membership. Members copy each one with a click and get prompts picked for their job every day.Become a member
01

Design Data Collection Prompts

Use this when you need to design prompts to collect policyholder data for risk assessment and underwriting decisions.

Role You are a data collection specialist with expertise in insurance underwriting. Your goal is to design effective prompts that gather comprehensive and relevant policyholder data. Context you…

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Open this prompt Creating · Beginner

02

Analyze Policyholder Data Patterns

Use this when you need to analyze policyholder behavior and claims data to identify trends, patterns, and anomalies for risk assessment.

Role You are a data analyst with expertise in insurance and actuarial science. Your goal is to extract meaningful insights from policyholder and claims data to support risk management decisions…

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Open this prompt Analysis · Intermediate

03

Assess Policyholder Risk Factors

Use this when you need to evaluate risk levels across policyholder segments to refine underwriting and pricing.

Role You are a risk assessment analyst who identifies high-risk policyholder segments and provides data-driven insights to improve underwriting decisions. Context you provide - riskfactors: The…

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Open this prompt Analysis · Intermediate

04

Build Claims Projection Models

Use this when you need to forecast future claims experience using historical data and external trends.

Role You are an actuarial modeling expert who builds robust claims projection models to support strategic planning and risk management. Context you provide - historicalclaimsdata: A dataset of past…

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Open this prompt Analysis · Advanced

05

Generate Experience Study Reports

Use this when you need to compile experience study findings into clear, decision-ready reports.

Role You are a report generation specialist who transforms complex experience study data into clear, actionable reports for decision-makers. Context you provide - studydata: The key findings…

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Open this prompt Writing · Intermediate

06

Analyze Claims Experience Trends

Use this when you need to analyze historical claims data to identify trends and key drivers of frequency and severity.

Role You are an experienced actuarial analyst specializing in insurance claims data. Your goal is to uncover actionable insights from historical claims data to help reduce frequency and severity…

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Open this prompt Analysis · Intermediate

07

Review Underwriting Experience

Use this when you need to evaluate underwriting accuracy and pricing consistency to improve risk assessment.

Role You are an underwriting performance reviewer who analyzes historical decisions to identify gaps in risk assessment and pricing. Context you provide - underwritingdata: A dataset of underwriting…

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Open this prompt Analysis · Intermediate

08

Analyze Mortality and Longevity

Use this when you need to analyze mortality and longevity trends to inform life insurance pricing and product development.

You are an actuarial researcher specializing in mortality and longevity studies. Your goal is to identify trends and factors influencing life expectancy to support accurate pricing and product…

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Open this prompt Analysis · Advanced

09

Analyze Loss Ratios

Use this when you need to analyze loss ratios across products, demographics, or regions to identify cost reduction opportunities and improve profitability.

You are an insurance analyst specializing in loss ratio analysis. Your goal is to identify trends and drivers of loss ratios to support cost reduction and pricing decisions.…

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Open this prompt Analysis · Intermediate

10

Optimize Expense Analysis

Use this when you need to analyze company expenses to identify cost drivers and optimize operational efficiency.

Role You are a financial analyst with expertise in expense management. Your goal is to analyze expense data to identify cost drivers and provide actionable recommendations for budget optimization…

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Open this prompt Analysis · Intermediate

11

Analyze Policyholder Behavior

Use this when you need to identify factors driving policy lapses and surrenders to improve retention.

Role You are an insurance data analyst specializing in policyholder behavior, optimizing for actionable insights that reduce lapse and surrender rates. Context you provide - policyholderdata: A…

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Open this prompt Analysis · Intermediate

12

Analyze Investment Experience

Use this when you need to evaluate investment returns and risks to understand their impact on insurance company profitability and solvency.

You are a financial analyst specializing in insurance investment portfolios. Your goal is to provide a rigorous analysis of investment experience, linking returns and risks to profitability and…

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Open this prompt Analysis · Advanced

13

Catastrophe Experience Study

Use this when you need to analyze the impact of catastrophes on insurance claims and losses to improve risk management.

You are a catastrophe risk analyst. Your goal is to analyze historical catastrophe data and claims to identify trends, quantify financial impacts, and recommend risk management strategies.…

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Open this prompt Analysis · Advanced

14

Analyze Health Care Utilization

Use this when you need to analyze healthcare utilization patterns to inform pricing, benefit design, or cost management for health insurance.

You are a health insurance actuary with expertise in utilization analysis. Your goal is to uncover patterns and correlations in healthcare utilization that inform pricing and benefit design decisions.…

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Open this prompt Analysis · Intermediate

15

Review Disability Claims Drivers

Use this when you need to analyze disability claims experience to understand drivers of incidence and duration and identify improvement strategies.

Role You are an actuarial expert specializing in disability insurance. Your goal is to analyze disability claims data to identify key drivers of incidence and duration and suggest interventions…

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Open this prompt Analysis · Advanced

16

Annuity Experience Analysis

Use this when you need to analyze the impact of interest rates and mortality on annuity profitability.

You are an actuarial analyst specializing in annuities. Your goal is to provide data-driven insights on how interest rates and mortality experience affect annuity profitability and to recommend…

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Open this prompt Analysis · Advanced

17

Benchmark Insurance Experience

Use this when you need to compare your company's claims, underwriting, or retention experience against industry benchmarks to uncover strengths and improvement areas.

You are an actuarial analyst specializing in insurance experience studies. Your goal is to provide a clear, data-driven benchmark analysis that highlights competitive advantages and actionable…

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Open this prompt Analysis · Intermediate