Actuarial-Grade Data. Built In.
DataHaven delivers the precision, structure, and version control actuarial teams need to model risk, set reserves, and support executive decision-making.
The Challenge
Actuarial teams face increasing pressure to deliver precise models and timely analysis, but spend too much time on data preparation instead of value-added analysis.
Manual data prep before every reserving cycle or rate filing.
Actuarial teams spend countless hours cleaning, validating, and formatting data instead of focusing on analysis and modeling.
Inconsistent datasets across departments.
Different versions of 'the same' data across Claims, Underwriting, and Finance create confusion and erode confidence in models.
Limited visibility into drivers of loss development or segment profitability.
Without granular data access, it's difficult to understand why actuals differ from projections or which segments are truly profitable.
Difficulty aligning assumptions with real-world results.
Assumptions made in isolation from operational data lead to model-to-actual deviations that are hard to explain or correct.
Time Better Spent on Analysis, Not Data Wrangling
Without reliable, consistent data infrastructure, actuarial teams struggle to move beyond manual processes to focus on the modeling and analysis that drives business value.
How DataHaven Supports Actuarial & Risk
Six key capabilities that deliver actuarial-grade data infrastructure with the precision, governance, and transparency your models require.
Triangle-Ready Data
Generate clean, development-ready triangles for loss, premium, and claim counts without manual preparation.
OUTCOME:
Immediate access to properly formatted actuarial data structures that support traditional reserving methodologies.
Assumption-Driven Forecasting
Track changes in assumptions and compare forecasts against actuals with full transparency and version control.
OUTCOME:
Clear audit trail of modeling decisions and their impact on projections, supporting both internal and regulatory review.
Exposure & Rate Adequacy Analysis
Combine rating, policy, and loss data to evaluate adequacy by segment, geography, or distribution channel.
OUTCOME:
Granular insight into rate adequacy and profitability drivers across all business dimensions.
Model Input Reliability
Ensure actuarial models use consistent, validated inputs across all lines of business and reporting periods.
OUTCOME:
Confidence in model inputs with full data lineage and validation, reducing model risk and regulatory concerns.
Governed & Versioned Data Pipelines
All transformations are dbt-based, reproducible, and transparent—supporting audit and internal review.
OUTCOME:
Complete reproducibility and transparency in data transformations, meeting actuarial standards for documentation.
Collaborative Alignment
Link actuarial insights directly to Underwriting, Claims, and Finance to close the feedback loop.
OUTCOME:
Enhanced model accuracy through integration with operational data and cross-functional insights.
Infrastructure Built for Actuarial Precision
DataHaven provides the governed, version-controlled data foundation that actuarial teams need to deliver reliable models, timely analysis, and regulatory-grade documentation.
Risk & Capital Modeling Support
DataHaven supports sophisticated risk modeling and capital management with the data infrastructure and governance required for regulatory compliance and strategic decision-making.
Internal Capital Models
RBC, Economic Capital, ORSA Inputs
Access clean, consistent data for risk-based capital calculations, economic capital models, and ORSA reporting requirements.
MODELING OUTCOME:
Reliable inputs for regulatory capital calculations with full data lineage and validation supporting audit requirements.
Stress Testing
Scenario Planning Capabilities
Model various stress scenarios with consistent data inputs across lines of business and risk factors.
MODELING OUTCOME:
Comprehensive stress testing capabilities that support both regulatory requirements and internal risk management.
Risk Analysis
Tail Risk, Frequency/Severity, Emerging Risk
Analyze tail risk exposures, frequency/severity patterns, and track emerging risk indicators across the portfolio.
MODELING OUTCOME:
Enhanced risk identification and measurement capabilities supporting both pricing and capital allocation decisions.
Regulatory Compliance
Meet regulatory reporting requirements with confidence through governed data pipelines and full audit trails supporting NAIC, IFRS, and international standards.
Strategic Decision Support
Enable sophisticated capital allocation and strategic planning with comprehensive risk analytics and scenario modeling capabilities.
Results
Measurable benefits that actuarial teams achieve through governed data infrastructure and elimination of manual data preparation workflows.
Faster Reserve Analysis Cycles
Eliminate manual data preparation and focus on analysis and modeling
More frequent reserve updates and timely regulatory reporting
Reduced Model-to-Actual Deviation
Consistent, validated data inputs improve model reliability and accuracy
Enhanced credibility with stakeholders and regulators
Clear Documentation of Assumptions
Version-controlled pipelines provide full audit trail of data transformations
Simplified regulatory reviews and internal validation processes
Consistency Across Regulatory & Internal Projections
Single source of truth ensures alignment between different reporting requirements
Reduced reconciliation effort and improved stakeholder confidence
Enhanced Model Input Reliability
Governed data pipelines ensure consistent, validated inputs across all models
Reduced model risk and improved regulatory capital adequacy
From Manual to Analytical
Transform actuarial teams from data preparation to value-added analysis, modeling, and strategic insight generation.
Regulatory Confidence
Meet regulatory requirements with auditable data lineage, transparent transformations, and consistent reporting across all submissions.
Ready to support your actuarial team with a real-time, audit-ready foundation?
Connect with our actuarial specialists to explore how DataHaven's governed data infrastructure can eliminate manual preparation and enhance your modeling capabilities.
Trusted by actuarial teams at leading insurers