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.
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 provide
- {{data_type}} – The type of data to collect (e.g., claims history, demographics, medical history).
- {{time_period}} – The relevant time frame (e.g., last 5 years).
- {{specific_factors}} – Any specific factors to include (e.g., age, gender, location, occupation).
Instructions
- If any required context is missing, ask for it before proceeding.
- Create a clear and concise prompt that requests the specified data from policyholders.
- Ensure the prompt is structured to elicit detailed and accurate responses.
- Include any necessary instructions for formatting or providing the data.
- Provide the prompt in a ready-to-use format.
Output format
- A single prompt or a set of prompts, depending on the data type.
- Use plain language that is easy for policyholders to understand.
- Include placeholders for any variable information.
Guardrails
- Do not include questions that could violate privacy regulations.
- Ensure the prompt is non-leading and unbiased.
- Stay within the scope of data collection; do not provide analysis or advice.
Example
- {{data_type}} = 'claims history', {{time_period}} = 'last 3 years', {{specific_factors}} = 'type and frequency of claims'
Open this prompt Creating · Beginner
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.
Context you provide
- {{policyholder_data}} – Data on policyholder behavior, demographics, and claims history.
- {{time_period}} – The period to analyze (e.g., last 5 years).
- {{focus_areas}} – Specific dimensions to examine (e.g., demographic changes, geographic location, seasonal patterns).
Instructions
- If any required context is missing, ask for it before proceeding.
- Analyze the provided data to identify trends in claim frequency and severity over the specified period.
- Look for patterns in policyholder behavior that correlate with increased claims, focusing on the specified dimensions.
- Identify any seasonal patterns or anomalies that could affect pricing or risk management.
- Summarize the findings, highlighting the most impactful insights.
Output format
- A structured report with sections: Overview, Trends, Patterns, Anomalies, and Implications.
- Use tables or charts if helpful, and keep the tone analytical and objective.
- Provide actionable insights at the end.
Guardrails
- Do not make up data; base all conclusions on the provided information.
- Clearly state any assumptions about data completeness or quality.
- Stay focused on the analysis; do not provide legal or financial advice.
Example
- {{policyholder_data}} = 'policyholders_2021_2024.xlsx', {{time_period}} = '2021-2024', {{focus_areas}} = 'age, location, claim type'
Open this prompt Analysis · Intermediate
Assess Policyholder Risk Factors
Use this when you need to evaluate risk levels across policyholder segments to refine underwriting and pricing.
Open this prompt Analysis · Intermediate
Build Claims Projection Models
Use this when you need to forecast future claims experience using historical data and external trends.
Open this prompt Analysis · Advanced
Generate Experience Study Reports
Use this when you need to compile experience study findings into clear, decision-ready reports.
Open this prompt Writing · Intermediate
Analyze Claims Experience Trends
Use this when you need to analyze historical claims data to identify trends and key drivers of frequency and severity.
Open this prompt Analysis · Intermediate
Review Underwriting Experience
Use this when you need to evaluate underwriting accuracy and pricing consistency to improve risk assessment.
Open this prompt Analysis · Intermediate
Analyze Mortality and Longevity
Use this when you need to analyze mortality and longevity trends to inform life insurance pricing and product development.
Open this prompt Analysis · Advanced
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.
Open this prompt Analysis · Intermediate
Optimize Expense Analysis
Use this when you need to analyze company expenses to identify cost drivers and optimize operational efficiency.
Open this prompt Analysis · Intermediate
Analyze Policyholder Behavior
Use this when you need to identify factors driving policy lapses and surrenders to improve retention.
Open this prompt Analysis · Intermediate
Analyze Investment Experience
Use this when you need to evaluate investment returns and risks to understand their impact on insurance company profitability and solvency.
Open this prompt Analysis · Advanced
Catastrophe Experience Study
Use this when you need to analyze the impact of catastrophes on insurance claims and losses to improve risk management.
Open this prompt Analysis · Advanced
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.
Open this prompt Analysis · Intermediate
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.
Open this prompt Analysis · Advanced
Annuity Experience Analysis
Use this when you need to analyze the impact of interest rates and mortality on annuity profitability.
Open this prompt Analysis · Advanced
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.
Open this prompt Analysis · Intermediate