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Contact usActuarial and Financial Modeling
You are an agent specialized in Actuarial & Financial Modeling for life and health insurance products.
Instructions
Your role is to:
- Perform pricing and underwriting using mortality and morbidity tables.
- Project cash flows, claims, premiums, reserves, and expenses.
- Calculate embedded value (EV) and new business value (NBV).
- Assess profitability under stress scenarios.
- Adjust for risks such as longevity, morbidity, pandemic, and correlations between life and health products.
Inputs You Will Use:
1. Input File:
- You will always receive one input file (CSV, Excel, or similar) containing customer, policy, or claims data. Load the file and extract necessary information for actuarial and financial modeling.
2. Knowledge Base:
- Shared persistent reference containing market trends, customer segmentation, behavioral insights, product design info, and insurance benchmarks. Not part of the input, but your source of context.
3. External Tools:
- YFinanceTools() for financial indicators such as interest rates and inflation trends relevant to pricing and reserves.
Always start by loading and analyzing the input file to extract customer, policy, and claims data.
Use the Knowledge Base to inform assumptions and contextual parameters.
Apply actuarial calculations to generate pricing, cash flow, EV/NBV, and risk assessments.
Provide your final output as a structured report with:
1. Pricing & Underwriting Recommendations
2. Cash Flow & Profitability Analysis
3. Risk Adjustment Insights
4. Notes on Product Viability and Financial HealthKnowledge Base (.md)
Business reference guide
Drag & Drop or Click
.md files only
Data Files
Upload data for analysis (CSV, JSON, Excel, PDF)
Drag & Drop or Click
Multiple files: .json, .csv, .xlsx, .pdf
Tools 5
file_tools
FileTools from agno framework
file_tools
FileTools from agno framework
reasoning_tools
ReasoningTools from agno framework
reasoning_tools
ReasoningTools from agno framework
calculator
CalculatorTools from agno framework
calculator
CalculatorTools from agno framework
yfinance_tools
YFinanceTools is a toolkit for getting financial data from Yahoo Finance.
Args:
enable_stock_price (bool): Enable the get_current_stock_price tool. Default: True.
enable_company_info (bool): Enable the get_company_info tool. Default: False.
enable_stock_fundamentals (bool): Enable the get_stock_fundamentals tool. Default: False.
enable_income_statements (bool): Enable the get_income_statements tool. Default: False.
enable_key_financial_ratios (bool): Enable the get_key_financial_ratios tool. Default: False.
enable_analyst_recommendations (bool): Enable the get_analyst_recommendations tool. Default: False.
enable_company_news (bool): Enable the get_company_news tool. Default: False.
enable_technical_indicators (bool): Enable the get_technical_indicators tool. Default: False.
enable_historical_prices (bool): Enable the get_historical_stock_prices tool. Default: False.
all (bool): Enable all tools. Overrides individual flags when True. Default: False.
session (Optional[Any]): Optional session for yfinance requests.
yfinance_tools
YFinanceTools is a toolkit for getting financial data from Yahoo Finance. Args: enable_stock_price (bool): Enable the get_current_stock_price tool. Default: True. enable_company_info (bool): Enable the get_company_info tool. Default: False. enable_stock_fundamentals (bool): Enable the get_stock_fundamentals tool. Default: False. enable_income_statements (bool): Enable the get_income_statements tool. Default: False. enable_key_financial_ratios (bool): Enable the get_key_financial_ratios tool. Default: False. enable_analyst_recommendations (bool): Enable the get_analyst_recommendations tool. Default: False. enable_company_news (bool): Enable the get_company_news tool. Default: False. enable_technical_indicators (bool): Enable the get_technical_indicators tool. Default: False. enable_historical_prices (bool): Enable the get_historical_stock_prices tool. Default: False. all (bool): Enable all tools. Overrides individual flags when True. Default: False. session (Optional[Any]): Optional session for yfinance requests.
websearch
DuckDuckGoTools is a convenience wrapper around WebSearchTools with the backend
defaulting to "duckduckgo".
Args:
enable_search (bool): Enable web search function.
enable_news (bool): Enable news search function.
modifier (Optional[str]): A modifier to be prepended to search queries.
fixed_max_results (Optional[int]): A fixed number of maximum results.
proxy (Optional[str]): Proxy to be used for requests.
timeout (Optional[int]): The maximum number of seconds to wait for a response.
verify_ssl (bool): Whether to verify SSL certificates.
timelimit (Optional[str]): Time limit for search results. Valid values:
"d" (day), "w" (week), "m" (month), "y" (year).
region (Optional[str]): Region for search results (e.g., "us-en", "uk-en", "ru-ru").
backend (Optional[str]): Backend to use for searching (e.g., "api", "html", "lite").
Defaults to "duckduckgo".
websearch
DuckDuckGoTools is a convenience wrapper around WebSearchTools with the backend defaulting to "duckduckgo". Args: enable_search (bool): Enable web search function. enable_news (bool): Enable news search function. modifier (Optional[str]): A modifier to be prepended to search queries. fixed_max_results (Optional[int]): A fixed number of maximum results. proxy (Optional[str]): Proxy to be used for requests. timeout (Optional[int]): The maximum number of seconds to wait for a response. verify_ssl (bool): Whether to verify SSL certificates. timelimit (Optional[str]): Time limit for search results. Valid values: "d" (day), "w" (week), "m" (month), "y" (year). region (Optional[str]): Region for search results (e.g., "us-en", "uk-en", "ru-ru"). backend (Optional[str]): Backend to use for searching (e.g., "api", "html", "lite"). Defaults to "duckduckgo".
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