Methodology & Data Sources

When you enter your pet's information, the Risk Profile Tool runs a five-step pipeline. Each step is deterministic (no randomness) and uses publicly available data. The engine runs entirely on-device during the calculation phase — no pet data is stored on our servers.

1. Risk Scoring — Combines breed base risk, age, and condition severity into a 1–100 composite score
2. Cost Projection — Estimates remaining lifetime vet costs using breed data, conditions, age escalation, and regional multipliers
3. Provider Matching— Scores and ranks providers against your pet's profile, budget, and priorities
4. ROI Calculation — Compares projected reimbursable costs against estimated lifetime premiums
5. Risk Classification — Synthesizes all factors into a Higher / Moderate / Lower risk informational classification

Each breed starts with a base risk score (1–100) derived from published health data. This score is then adjusted based on:

• Age amplification: +5 points per year past the breed-specific senior threshold (e.g., 8 for Golden Retrievers, 6 for English Bulldogs)
• Pre-existing conditions: +8 points per pre-existing condition (these are typically excluded from insurance coverage)
• Condition severity: +5 for each critical-severity condition, +3 for each high-severity condition

The final score is clamped to the 1–100 range. This score is an informational composite — not a clinical assessment.

Lifetime cost projections combine three components:

We display low (70% of mid), mid, and high (140% of mid) ranges to reflect the inherent uncertainty in individual pet cost predictions.

The ROI model compares estimated insurance costs against expected reimbursements:

Estimated net difference = Expected reimbursements (including catastrophic event expected value) minus total lifetime premiums. A positive value indicates projected vet costs exceed estimated premiums; a negative value indicates the opposite. Both are statistical estimates and do not account for individual health variation or the non-financial value of risk transfer.

The tool synthesizes risk score, cost comparison, age, and breed data into one of three informational risk classifications:

• Higher Risk: Risk score ≥ 65 with projected vet costs exceeding estimated premiums, OR risk score ≥ 80 regardless of cost comparison (elevated catastrophic risk)
• Moderate Risk: Risk score ≥ 40, OR marginal cost difference (within −$500), OR pet age ≤ 3 (accident risk floor)
• Lower Risk: Below-average breed risk + estimated premiums exceed projected vet costs + not a young pet

The tool has a conservative bias — it leans toward Moderate over Lower for borderline cases. These are informational classifications, not recommendations.

Our breed health data, condition prevalence rates, and cost benchmarks are compiled from publicly available sources. Data is reviewed periodically but may not always reflect the most current information.

• Individual variation:Breed averages don't predict individual outcomes. Your pet may face higher or lower costs than our estimates.
• Mixed breeds: We use general mixed-breed averages. DNA-informed risk profiling is not yet supported.
• Geographic granularity: Regional cost multipliers are based on zip code prefixes (first 3 digits) and may not capture local variation within metro areas.
• Premium estimates:Monthly premium estimates are approximations based on base rates and multipliers. Actual quotes from providers may differ based on factors we don't model (e.g., multi-pet discounts, specific plan customizations).
• Provider data currency: Insurance provider terms, pricing, and availability change frequently. Always verify current details directly with the provider.
• Condition completeness: We track the top 10 highest-cost conditions. Rare conditions not in our database are not factored into projections.