Insurance
Pack file: catalog/industries/insurance in ambient-core.
Workspace demo (screenshots) · Catalog consumption
Industry summary
Industry code
ISIC Rev.4 6512
21 metrics · 5 data options
- NAICS 2022
524126- NACE Rev.2
65.12(also65.11)- GICS 2023
403010
Taxonomy tags from ambient-core pack.yaml / manifest v3 (analysis lens, not legal-entity self-classification). Coverage notes: catalog-industry-coverage.md.
Data options (5)
Accounting Software
Catalog key insurance.core.accounting_software
Fields
date- date
period_start_date- date
period_end_date- date
revenue- decimal
cogs- decimal
cost_of_goods- decimal
operating_expenses- decimal
net_income- decimal
produce_revenue- decimal
total_production_cost- decimal
total_operational_cost- decimal
Financial statements
Catalog key insurance.core.financial_statements
Fields
date- date
statement_type- enum
period_start_date- date
period_end_date- date
HR records
Catalog key insurance.core.hr_records
Fields
date- date
headcount- decimal
Payroll records
Catalog key insurance.core.payroll_records
Fields
date- date
period_start_date- date
period_end_date- date
headcount- decimal
gross_pay- decimal
net_pay- decimal
employer_taxes- decimal
labor_cost- decimal
revenue- decimal
net_income- decimal
total_labor_costs- decimal
total_harvested_kg- decimal
total_production_cost- decimal
total_operational_cost- decimal
drivers_left- decimal
total_drivers- decimal
total_maintenance_costs- decimal
total_miles- decimal
Aggregated insurance loss summary
Catalog key insurance.property_casualty.loss_summary
Fields
date- date
line_of_business- string
entity_segment- string
incurred_losses- string
underwriting_expense- string
earned_premiums- string
premium_growth- string
benefits_paid- string
catastrophe_losses- string
prior_reserve_development- string
Metrics (21)
- Monthly Burn Rate
- Cash Conversion Cycle
- Current Ratio
- Days Payable Outstanding (DPO)
- Days Sales Outstanding (DSO)
- EBITDA Margin
- Gross Profit Margin
- Headcount (FTE)
- Net Profit Margin
- Operating Cash Flow
- Operating Margin (EBIT)
- Quick Ratio (Acid Test)
- Revenue Growth Rate
- Cash Runway
- Working Capital
- Benefit Ratio
- Catastrophe Loss Ratio
- Combined Ratio
- Loss Ratio
- Premium Growth
- Reserve Development Ratio
Monthly Burn Rate
- ID: 1632
- Type: Financial
- Unit: Currency/month
- Description: Net cash consumed per month (negative net operating cash flow).
- Inputs:
cash_out,cash_in - Methodology: Net Burn = Cash Out − Cash In (per month)
- Calculation:
cash_out - cash_in - Catalog key:
insurance.core.burn_rate
Cash Conversion Cycle
- ID: 1630
- Type: Financial
- Unit: Days
- Description: Days to convert investments in inventory and receivables back into cash.
- Inputs:
days_inventory_outstanding - Methodology: CCC = DSO + Days Inventory Outstanding − DPO
- Calculation:
dso + days_inventory_outstanding - dpo - Catalog key:
insurance.core.ccc
Current Ratio
- ID: 1620
- Type: Financial
- Unit: Ratio
- Description: Short-term liquidity: ability to cover current liabilities with current assets.
- Inputs:
current_assets,current_liabilities - Methodology: Current Ratio = Current Assets / Current Liabilities
- Calculation:
current_assets / current_liabilities - Catalog key:
insurance.core.current_ratio
Days Payable Outstanding (DPO)
- ID: 1629
- Type: Financial
- Unit: Days
- Description: Average number of days the business takes to pay its suppliers.
- Inputs:
accounts_payable,cogs,days - Methodology: DPO = (Accounts Payable / COGS) × Number of Days
- Calculation:
accounts_payable / cogs * days - Catalog key:
insurance.core.dpo
Days Sales Outstanding (DSO)
- ID: 1628
- Type: Financial
- Unit: Days
- Description: Average number of days to collect cash after a sale.
- Inputs:
accounts_receivable,total_credit_sales,days - Methodology: DSO = (Accounts Receivable / Total Credit Sales) × Number of Days
- Calculation:
accounts_receivable / total_credit_sales * days - Catalog key:
insurance.core.dso
EBITDA Margin
- ID: 1624
- Type: Financial
- Unit: %
- Description: Core operating cash profitability before interest, tax, depreciation and amortization.
- Inputs:
ebitda,revenue - Methodology: EBITDA Margin = (EBITDA / Revenue) × 100
- Calculation:
ebitda / revenue * 100 - Catalog key:
insurance.core.ebitda_margin
Gross Profit Margin
- ID: 1622
- Type: Financial
- Unit: %
- Description: Share of revenue retained after the direct cost of goods sold.
- Inputs:
revenue,cogs - Methodology: Gross Margin = ((Revenue − COGS) / Revenue) × 100
- Calculation:
(revenue - cogs) / revenue * 100 - Catalog key:
insurance.core.gross_margin
Headcount (FTE)
- ID: 1634
- Type: Operational
- Unit: Count
- Description: Period-end count of active full-time-equivalent employees. A directly measured input, not a derived ratio.
- Methodology: Period-end count of active employees expressed as full-time equivalents (directly measured, not calculated).
- Calculation: No machine-readable calc — directly reported or qualitative.
- Catalog key:
insurance.core.headcount
Net Profit Margin
- ID: 1625
- Type: Financial
- Unit: %
- Description: Bottom-line profitability after all costs, interest and tax.
- Inputs:
net_income,revenue - Methodology: Net Profit Margin = (Net Income / Revenue) × 100
- Calculation:
net_income / revenue * 100 - Catalog key:
insurance.core.net_margin
Operating Cash Flow
- ID: 1631
- Type: Financial
- Unit: Currency (e.g., USD)
- Description: Cash generated by core operations during the period.
- Inputs:
net_income,non_cash_charges,increase_in_working_capital - Methodology: Operating Cash Flow = Net Income + Non-Cash Charges − Increase in Working Capital
- Calculation:
net_income + non_cash_charges - increase_in_working_capital - Catalog key:
insurance.core.operating_cash_flow
Operating Margin (EBIT)
- ID: 1623
- Type: Financial
- Unit: %
- Description: Operating profitability after operating expenses (EBIT margin).
- Inputs:
operating_income,revenue - Methodology: Operating Margin = (Operating Income / Revenue) × 100
- Calculation:
operating_income / revenue * 100 - Catalog key:
insurance.core.operating_margin
Quick Ratio (Acid Test)
- ID: 1621
- Type: Financial
- Unit: Ratio
- Description: Acid-test liquidity excluding inventory — most conservative short-term solvency view.
- Inputs:
current_assets,inventory,current_liabilities - Methodology: Quick Ratio = (Current Assets − Inventory) / Current Liabilities
- Calculation:
(current_assets - inventory) / current_liabilities - Catalog key:
insurance.core.quick_ratio
Revenue Growth Rate
- ID: 1626
- Type: Financial
- Unit: %
- Description: Period-over-period revenue growth rate.
- Inputs:
revenue,revenue_prior - Methodology: Revenue Growth = ((Current Period Revenue − Prior Period Revenue) / Prior Period Revenue) × 100
- Calculation:
(revenue - revenue_prior) / revenue_prior * 100 - Catalog key:
insurance.core.revenue_growth
Cash Runway
- ID: 1633
- Type: Financial
- Unit: Months
- Description: Number of months of cash remaining at the current net burn rate.
- Inputs:
current_cash_balance - Methodology: Runway (months) = Current Cash Balance / Monthly Net Burn
- Calculation:
current_cash_balance / burn_rate - Catalog key:
insurance.core.runway
Working Capital
- ID: 1627
- Type: Financial
- Unit: Currency (e.g., USD)
- Description: Operating liquidity available to fund day-to-day operations.
- Inputs:
current_assets,current_liabilities - Methodology: Working Capital = Current Assets − Current Liabilities
- Calculation:
current_assets - current_liabilities - Catalog key:
insurance.core.working_capital
Benefit Ratio
- ID: 1555
- Type: Financial
- Unit: %
- Description: Life insurance benefits and claims relative to premiums (aggregated line).
- Inputs:
benefits_paid,earned_premiums - Methodology: Benefit Ratio = (Benefits Paid / Earned Premiums) × 100
- Calculation:
benefits_paid / earned_premiums * 100 - Catalog key:
insurance.life.benefit_ratio
Catastrophe Loss Ratio
- ID: 1575
- Type: Financial
- Unit: %
- Description: Cat losses relative to earned premiums (P&C).
- Inputs:
catastrophe_losses,earned_premiums - Methodology: Cat Loss Ratio = Catastrophe Losses / Earned Premiums × 100
- Calculation:
catastrophe_losses / earned_premiums * 100 - Catalog key:
insurance.property_casualty.catastrophe_loss_ratio
Combined Ratio
- ID: 1547
- Type: Financial
- Unit: %
- Description: Losses and expenses relative to earned premiums (P&C).
- Inputs:
incurred_losses,underwriting_expense,earned_premiums - Methodology: Combined Ratio = ((Incurred Losses + Underwriting Expense) / Earned Premiums) × 100
- Calculation:
(incurred_losses + underwriting_expense) / earned_premiums * 100 - Catalog key:
insurance.property_casualty.combined_ratio
Loss Ratio
- ID: 1548
- Type: Financial
- Unit: %
- Description: Incurred losses relative to earned premiums (P&C).
- Inputs:
incurred_losses,earned_premiums - Methodology: Loss Ratio = (Incurred Losses / Earned Premiums) × 100
- Calculation:
incurred_losses / earned_premiums * 100 - Catalog key:
insurance.property_casualty.loss_ratio
Premium Growth
- ID: 1549
- Type: Financial
- Unit: %
- Description: Year-over-year earned premium growth (aggregated).
- Methodology: Premium Growth = ((Current Premiums − Prior Premiums) / Prior Premiums) × 100
- Calculation: No machine-readable calc — directly reported or qualitative.
- Catalog key:
insurance.property_casualty.premium_growth
Reserve Development Ratio
- ID: 1574
- Type: Financial
- Unit: %
- Description: Change in prior-year reserves relative to earned premiums (P&C).
- Methodology: Reserve Development = (Prior Reserve Development / Earned Premiums) × 100
- Calculation: No machine-readable calc — directly reported or qualitative.
- Catalog key:
insurance.property_casualty.reserve_development_ratio
Data engineering pipeline
Ambient Core ships the catalog (typed data options and metrics) and ambient_pipeline helpers. Lakehouse jobs and schedules live in the application repository that pins a core tag.
Canonical order: map columns → coerce types → unpivot → stamp lineage → (optional Silver validate) → contract assert → write. Gold vertical products evaluate catalog formulas with ambient_calc after Silver.
How this pack feeds the pipeline
- Accounting Software — feeds Gross Profit Margin, Operating Margin (EBIT), Net Profit Margin
- Financial statements — feeds Current Ratio, Quick Ratio (Acid Test), Gross Profit Margin, Operating Margin (EBIT), Net Profit Margin, EBITDA Margin, Operating Cash Flow, Revenue Growth Rate, Working Capital, Days Sales Outstanding (DSO), Days Payable Outstanding (DPO), Cash Conversion Cycle, Monthly Burn Rate, Cash Runway
- HR records — feeds Headcount (FTE)
- Payroll records — feeds Net Profit Margin, Operating Margin (EBIT)
- Aggregated insurance loss summary — feeds Combined Ratio, Loss Ratio, Premium Growth, Benefit Ratio, Reserve Development Ratio, Catastrophe Loss Ratio
Further reading: Catalog consumption · Pipeline governance helpers
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