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Integrate from Milliman

A comprehensive actuarial transformation platform that automates and streamlines insurance processes. Features include advanced modeling, valuation automation, data validation, and reporting tools specifically designed for actuarial workflows.

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Predictive Analytics Platforms for Actuarial Department

Advanced tools that leverage machine learning and data mining techniques to identify patterns in historical data and make forward-looking predictions about risk factors and claims frequency.
More Predictive Analytics Platforms More Actuarial Department ...

Data Integration & Management
(5 Yes /5 Known /13 Possible features)

Modeling & Machine Learning
(6 Yes /6 Known /12 Possible features)

Prediction & Forecasting
(6 Yes /6 Known /10 Possible features)

Visualization & Reporting
(6 Yes /6 Known /10 Possible features)

Governance, Risk, & Compliance (GRC)
(3 Yes /3 Known /9 Possible features)

Collaboration & Workflow
(2 Yes /2 Known /10 Possible features)

Integration & Extensibility
(2 Yes /2 Known /9 Possible features)

Scalability & Performance
(1 Yes /1 Known /9 Possible features)

Security & Privacy
(4 Yes /4 Known /9 Possible features)

Usability & Support
(2 Yes /2 Known /9 Possible features)

Cost & Licensing
(4 Yes /4 Known /8 Possible features)

Experience Study Tools for Actuarial Department

Applications that analyze historical policyholder data to compare actual outcomes with expected results, helping actuaries refine pricing models and assumptions.
More Experience Study Tools More Actuarial Department ...

Data Integration and Import
(5 Yes /5 Known /10 Possible features)

Analysis and Modeling
(6 Yes /6 Known /10 Possible features)

Reporting and Visualization
(4 Yes /4 Known /10 Possible features)

Assumption Management
(0 Yes /0 Known /10 Possible features)

Security and Compliance
(0 Yes /0 Known /10 Possible features)

User Experience and Accessibility
(0 Yes /0 Known /10 Possible features)

Collaboration and Workflow
(0 Yes /0 Known /10 Possible features)

Integration and API
(0 Yes /0 Known /10 Possible features)

Auditability and Governance
(0 Yes /0 Known /10 Possible features)

Scalability and Performance
(0 Yes /0 Known /10 Possible features)

Support, Documentation, and Training
(0 Yes /0 Known /10 Possible features)

High-Performance Computing Clusters for Actuarial Department

Powerful computing systems designed for parallel processing of complex actuarial calculations, enabling more sophisticated modeling and faster scenario analysis.
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Compute Power & Scalability
(0 Yes /0 Known /15 Possible features)

Storage & Data Management
(0 Yes /0 Known /15 Possible features)

Actuarial Modeling Capabilities
(3 Yes /3 Known /15 Possible features)

Security & Compliance
(3 Yes /3 Known /15 Possible features)

Job Management & Workflow Automation
(1 Yes /1 Known /15 Possible features)

Integration & Interoperability
(2 Yes /2 Known /15 Possible features)

User Experience & Collaboration
(1 Yes /1 Known /15 Possible features)

Performance & Reliability
(1 Yes /1 Known /15 Possible features)

Cost Management & Reporting
(1 Yes /1 Known /15 Possible features)

Support & Maintenance
(1 Yes /1 Known /15 Possible features)

Extensibility & Future-Proofing
(0 Yes /0 Known /15 Possible features)

Stress Testing and Scenario Analysis Tools for Risk Management

Software that simulates extreme events and market conditions to assess potential impacts on the insurer's financial position and solvency.
More Stress Testing and Scenario Analysis Tools More Risk Management ...

Simulation Capabilities
(6 Yes /6 Known /14 Possible features)

Risk Metric Calculation
(3 Yes /3 Known /13 Possible features)

Regulatory Compliance & Reporting
(4 Yes /4 Known /9 Possible features)

User Experience & Accessibility
(3 Yes /3 Known /9 Possible features)

Data Management
(2 Yes /2 Known /10 Possible features)

Model Risk Management
(0 Yes /0 Known /8 Possible features)

Performance, Scalability & Infrastructure
(4 Yes /4 Known /9 Possible features)

Output and Reporting
(3 Yes /3 Known /8 Possible features)

Security & Access Controls
(3 Yes /3 Known /8 Possible features)

Integration & Interoperability
(0 Yes /0 Known /7 Possible features)

Support, Documentation & Community
(2 Yes /2 Known /8 Possible features)

Risk Modeling Platforms for Risk Management

Advanced analytical systems that quantify potential losses from various risk factors, including natural catastrophes, financial market movements, and operational failures.
More Risk Modeling Platforms More Risk Management ...

Data Integration and Import
(1 Yes /1 Known /14 Possible features)

Modeling Capabilities
(3 Yes /3 Known /15 Possible features)

Reporting and Visualization
(1 Yes /1 Known /15 Possible features)

Regulatory Compliance and Governance
(3 Yes /3 Known /14 Possible features)

Security and Data Privacy
(0 Yes /0 Known /14 Possible features)

Scalability and Performance
(0 Yes /0 Known /13 Possible features)

Usability and User Experience
(0 Yes /0 Known /13 Possible features)

Integration and Extensibility
(0 Yes /0 Known /13 Possible features)

Support and Service
(0 Yes /0 Known /13 Possible features)

Cost and Licensing
(0 Yes /0 Known /13 Possible features)

Artificial Intelligence and Automation
(2 Yes /2 Known /13 Possible features)

Actuarial Valuation Software for Actuarial Services

Specialized systems that perform complex calculations to determine the present value of future pension obligations, funding requirements, and plan solvency. These tools incorporate demographic projections, mortality tables, and economic assumptions.
More Actuarial Valuation Software More Actuarial Services ...

Core Valuation Engine
(4 Yes /4 Known /15 Possible features)

Data Management & Integration
(2 Yes /2 Known /15 Possible features)

Demographic and Economic Assumptions
(2 Yes /2 Known /15 Possible features)

Reporting & Disclosure
(2 Yes /2 Known /15 Possible features)

User Interface & Accessibility
(2 Yes /2 Known /15 Possible features)

Plan Design Flexibility
(2 Yes /2 Known /15 Possible features)

Security, Audit, and Compliance
(2 Yes /2 Known /15 Possible features)

Scenario & Sensitivity Modeling
(1 Yes /1 Known /15 Possible features)

Collaboration & Workflow
(1 Yes /1 Known /15 Possible features)

Integration & Extensibility
(1 Yes /1 Known /15 Possible features)

Support, Training & Vendor Services
(1 Yes /1 Known /15 Possible features)

Performance, Reliability, & Scalability
(0 Yes /0 Known /15 Possible features)

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Multi-source Data Ingestion Capability to import data from multiple sources (databases, files, APIs, third-party partners).		Described as a platform for actuarial transformation, Integrate covers automation and streamlining, implying support for multi-source data ingestion for insurance processes.
Automated Data Cleaning Automates detection and correction of anomalies, missing values, and inconsistencies.		Notes reference data validation and automation, which strongly suggests automated data cleaning is included.
Data Transformation Pipelines Supports building workflows for data normalization, aggregation, and feature engineering.		Advanced modeling and actuarial workflows require data transformation; thus, data transformation pipelines are very likely supported.
Metadata Management Tracks data lineage, versioning, and schema evolution.		No information available
Big Data Scalability Handles high volumes of actuarial and claims data efficiently.		Described as able to automate and handle advanced modeling and reporting for actuarial data, which implies handling large volumes of actuarial and claims data efficiently.
Real-time Data Streaming Support Ingests streaming data for real-time analytics.		No information available
Data Privacy & Masking Implements data masking and encryption for sensitive customer and claims information.		No information available
Audit Trail Maintains logs of data modifications for compliance purposes.		Auditability and compliance are critical in actuarial insurance platforms; likely maintains a log of data modifications for compliance.
Data Retention Policy Management Configurable data archival and deletion to comply with regulations.		No information available
Concurrent Data Processing Capacity Maximum number of data jobs processed in parallel.		No information available
Data Import Speed Throughput for importing data into the platform.		No information available
Scheduled Data Refresh Ability to schedule automatic data refreshes.		No information available
Data Quality Scoring Quantifies the quality/accuracy of each ingested dataset.		No information available

Wide Algorithm Library Supports diverse ML algorithms including regression, classification, clustering, and time-series models.		Advanced modeling implies support for multiple ML techniques; therefore, a wide algorithm library is likely present.
Support for Advanced Techniques Includes neural networks, ensemble methods, and gradient boosting.		The platform advertises advanced modeling for actuarial workflows, which compete with peers that use advanced ML techniques; expected to support neural nets, boosting, ensembles.
Automated Machine Learning (AutoML) Automates feature selection, model selection, and hyperparameter tuning.		No information available
Custom Model Development Allows users to build custom models using scripting languages like Python/R.		Custom modeling for actuarial applications is a selling point; scripting with Python or R is a market expectation for such platforms.
Out-of-the-box Insurance Templates Prebuilt model templates for claims frequency, severity prediction, lapse rates, etc.		Specifically advertises actuarial/insurance workflow focus; strongly suggests out-of-the-box insurance templates.
Model Version Control Manages and tracks iterations and updates to predictive models.		No information available
Model Training Speed Throughput of training new models on actuarial datasets.		No information available
Parallel Model Training Number of models that can be trained simultaneously.		No information available
Model Selection Metrics Diversity of available evaluation metrics (AUC, Gini, RMSE, etc.).		No information available
Model Explainability Tools Provides tools for interpreting model results, such as feature importance.		Given emphasis on actuarial transparency and regulation, model explainability is almost certainly included.
Bias Detection Detects and alerts to biased predictions or disparate impact.		No information available
Ensemble Support Ability to combine multiple models for improved predictions.		Valuation automation and 'advanced modeling' imply ensemble methods support.

Batch Prediction Processing Generates predictions for large datasets in bulk.		Actuarial modeling and predictive analytics at insurance scale require batch prediction processing.
Real-time Prediction API Offers API endpoints for making predictions on demand.		No information available
Probability Output Models return probability/confidence scores alongside categorical predictions.		Predictive analytics for insurance regularly output probabilities/confidence, expected in such a tool.
Prediction Interval Support Estimates prediction uncertainty intervals (e.g., 95% confidence).		No information available
Forecast Horizon Flexibility Models support forecasts at various future intervals (e.g., 1 month, 12 months, life of policy).		Forecast horizon flexibility is intrinsic for actuarial/predictive insurance modeling tools.
Scenario Modeling Allows what-if simulations to model impact of business/market changes on risk.		Scenario modeling (what-if analysis) is standard for risk and insurance forecasting.
Prediction Throughput Number of predictions the platform can generate per second.		No information available
Historical Backtesting Enables comparison of predicted vs. actual outcomes on historical data.		Comparing predicted vs. actual is an actuarial standard. As a comprehensive actuarial platform, historical backtesting is expected.
Automated Alerts Notifies users of outlier predictions or threshold breaches.		No information available
Customizable Output Formats Supports various output (CSV, JSON, dashboards) for consumption by downstream teams.		Reporting tools and dashboard export are mentioned as a strong focus.

Custom Dashboard Builder Drag-and-drop UI for creating visual summaries of key metrics and predictions.		Reporting and visualization are stated feature areas.
Interactive Visualization Users can drill down, filter, and explore predictions and model results.		Advanced dashboards and reporting tools imply interactive visualization with drill-down capabilities.
Scheduled Reporting Ability to automate delivery of reports on a defined schedule.		Scheduled reporting is common and expected in a comprehensive platform.
Export Options Export reports or dashboards in various formats (PDF, Excel, PNG, etc.).		Exporting reports in multiple formats is commonly expected; given its focus on reporting, it's almost certain.
Template Library Access to premade insurance analytical report or visualization templates.		Templates are referenced in marketing for insurance/actuarial reporting.
Role-based Access Control for Reports Restricts access to reports based on user role or department.		Role-based permissions for reporting is a standard requirement for actuarial reporting platforms handling sensitive insurance results.
Real-time Visualization Updates Dashboards auto-refresh when new data or predictions are available.		No information available
Visualization Elements Number of distinct chart types (bar, line, heatmap, etc.) supported.		No information available
Collaboration Tools Users can annotate, comment, or share dashboards directly on platform.		No information available
Customization Capabilities Ability to customize colors, branding, and layouts of reports.		No information available

Regulatory Compliance Modules Out-of-the-box compliance with IFRS 17, GDPR, Solvency II, etc.		Platform states focus on actuarial compliance, so regulatory modules (IFRS17, Solvency II, etc.) are expected.
Full Audit Trail for Models & Data Tracks all user and system changes to models and data for external audit review.		Financial and actuarial workflow platforms for insurance need full model/data audit for compliance.
Data Retention Policy Automation Configurable settings for automatic data deletion/retention.		No information available
User Access Logging Records and reports all user actions for security and compliance.		No information available
Validation & Verification Tools Ensures models are correctly implemented and results are accurate.		Validation and verification are implied by the references to data validation for actuarial calculations.
Automated Regulatory Report Generation Generates standard regulatory filings and templates.		No information available
Control Testing Frequency How often controls and compliance checks are run automatically.		No information available
E-signature Support Enables secure sign-off of models, data, and reports.		No information available
Access Control Granularity Number of distinct user roles and access levels configurable.		No information available

Task Assignment Assign users to data cleaning, modeling, or review responsibilities.		No information available
Progress Tracking Monitors status and progress of activities in predictive modeling projects.		No information available
Workflow Automation Automates hand-offs and approvals in actuarial analytic processes.		No information available
Comment & Discussion Threads Enables contextual comments and discussions on models and reports.		No information available
User Notification System Sends alerts and reminders to users as tasks progress.		No information available
Version History Tracks historical changes and enables rollback if necessary.		No information available
API Integration with Productivity Tools Connects with Slack, Teams, Jira, or email.		No information available
Concurrent Users Supported Maximum number of users who can work in the system simultaneously.		No information available
Project Template Library Library of workflow templates for common actuarial processes.		Library of actuarial process templates is implied by focus on insurance/actuarial workflow automation.
Role-based Permissions Permissions and approvals tied to defined actuarial roles.		Role-based workflow management is implied for insurance/actuarial departments working on processes with multiple approvers.

APIs for Data Import/Export Comprehensive, well-documented APIs for integrating data from/to external systems.		Claims ability to automate and streamline processes, implying robust API support for import/export.
Prebuilt Connectors Ready connectors to core insurance systems (policy admin, claims, CRM, ERPs, etc).		Integration with core insurance and admin systems is required and highlighted for actuarial transformation platforms.
Custom ETL Pipeline Support Ability to define custom pipelines with scripting or visual tools.		No information available
SDKs Available Software development kits for popular languages (Python, Java, R, etc.).		No information available
Plugin/Extension Marketplace Supports third-party extensions to expand functionality.		No information available
Webhooks Triggers for external workflow automation or downstream alerts.		No information available
Custom Algorithm Integration Users can implement and deploy their own predictive algorithms.		No information available
Data Lake/Data Warehouse Integration Native support for major cloud/on-premise data stores.		No information available
Integration Latency Time delay for updates to be reflected across connected systems.		No information available

Horizontal Scaling Support Can add more computing resources to support increased workload.		No information available
Elastic Scaling (cloud-native) Automatically expands/contracts compute resources as needed.		No information available
Multi-Tenancy Can securely support multiple teams or business units in one platform.		Platforms designed for multiple actuarial teams and insurers must support multi-tenancy for secure separation.
Processing Latency Average time to process data or generate a prediction.		No information available
Maximum Supported Dataset Size Largest dataset the platform can handle efficiently.		No information available
Uptime SLA Guaranteed platform availability.		No information available
Disaster Recovery Time Objective (RTO) Max time to restore after an outage.		No information available
Peak Concurrent User Count Maximum users supported during peak load.		No information available
Instantaneous Prediction Throughput Immediate predictions delivered per second.		No information available

Data Encryption (in transit & at rest) All data is encrypted both during transmission and when stored.		No information available
User Authentication & SSO Supports secure login and federated identity providers (Single Sign-On).		Enterprise-grade actuarial platforms targeting insurance organizations almost certainly provide SSO and secure authentication.
Granular Permissions Fine control of feature/data access per user or group.		Fine-grained user access is a necessity for insurance data and actuarial models, especially in automated platforms.
Anonymization Tools Methods for removing or masking identifiable information before modeling.		No information available
Security Certifications Compliance with standards such as ISO 27001, SOC 2, etc.		Milliman is a well-known actuarial firm, so their flagship platform is expected to comply with major security certifications.
Penetration Testing Frequency How often the system undergoes external security review.		No information available
Intrusion Detection & Monitoring Monitors platform for unusual or unauthorized activity.		No information available
Data Loss Prevention (DLP) Systems and policies to prevent data exfiltration or leakage.		No information available
Role-based Data Access Limits access to sensitive data based on user roles.		Role-based access is a given for insurance and actuarial platforms, due to regulatory and privacy requirements.

User-friendly Interface Easy-to-navigate UI for actuaries and analysts.		Described as user-friendly and focused on business users. Target audience are insurance actuaries, so usability is a priority.
In-app Tutorials Built-in walkthroughs and help guides for new users.		No information available
Searchable Knowledge Base Comprehensive library of support articles.		No information available
Onboarding Assistance Personalized onboarding training or webinars.		No information available
Dedicated Support Team Human support via chat, email, or phone.		Milliman provides professional services and support for Integrate, as commonly expected in enterprise actuarial solutions.
Community Forum Online community for user Q&A and sharing best practices.		No information available
Multi-language Support Interface and help available in multiple languages.		No information available
Service Level Agreement (SLA) for Support Contractual commitment for response/resolution time.		No information available
Number of Supported Languages The number of user interface languages provided.		No information available

Transparent Pricing Model Upfront disclosure of all costs (user, data volume, computation, etc.).		Enterprise software in insurance/actuarial is almost never sold with opaque pricing; transparency is a market requirement.
Pay-as-you-go Option Only pay for actual usage, scalable for variable needs.		No information available
Enterprise Licensing Discounted, high-volume licensing available for large organizations.		Enterprise large account/distributor pricing is standard for Tier 1 actuarial solutions.
Flexible User Licensing Licenses based on user types or concurrent users for cost optimization.		Flexible user licensing (user/concurrent) is a common expectation for large-scale actuarial software.
Free Trial Availability Allows departments to try before committing.		Enterprise and department trial is industry standard and expected.
Migration Cost Estimation Tool Calculates anticipated costs for migrating to the platform.		No information available
Support Cost Tiering Offers multiple support levels at varying price points.		No information available
Annual Pricing Increase Cap Limits on how much pricing can go up yearly.		No information available

Multiple Data Source Support Ability to connect and import data from various formats and sources, such as databases, spreadsheets, CSV, or external APIs.		Notes mention advanced modeling, data validation, and reporting tools designed for actuarial workflows; support for many system integrations expected in a transformation platform.
Automated Data Refresh Ability to schedule and automate regular data imports or syncs.		Comprehensive platform for process automation in actuarial workflows would require scheduled and automated data refresh capability.
Real-time Data Integration Supports real-time or near-real-time data updates from operational systems.		No information available
Data Validation Rules Checks imported data for completeness, accuracy, and consistency against configurable rules.		Data validation tools are explicitly mentioned in feature description.
Data Transformation Tools Provides utilities to cleanse, reformat, and transform data into required structures.		Platform includes data validation and advanced modeling, implying available data preparation and transformation tools.
Batch Processing Capacity Number of records the system can process in an import batch.		No information available
Error Reporting for Imports Generates detailed logs and reports on data import errors or warnings.		Comprehensive actuarial platform; reporting on data errors is industry-standard and likely part of 'reporting tools.'
Historical Data Archiving Ability to store, access, and restore historical experience datasets.		No information available
User-defined Data Mappings Allows users to create custom mappings from source data fields to application fields.		No information available
Data Encryption During Import Ensures sensitive data is encrypted during transfer and import processes.		No information available

Expected vs. Actual Calculation Automates the calculation and comparison of expected and actual experience for policies or claims.		Platform centers on actuarial experience studies and reporting, which requires expected vs. actual calculations.
Mortality/Morbidity Analysis Supports analysis of mortality, morbidity, or other relevant risk metrics.		Advanced modeling and workflow focus indicate support for mortality/morbidity analysis.
Experience Analysis by Segment Enables breakdown of experience by policyholder segment, product, geography, etc.		Experience study tools by definition allow segmentation by policy/product/geography.
Trend Analysis Tools Provides graphical/analytical tools for identifying trends over time within the data.		Trend analysis would be a standard component of any actuarial reporting suite.
Credibility Adjustments Supports actuarial credibility theory techniques to adjust actual experience or develop blending.		No information available
Statistical Test Suite Includes statistical tools for significance testing, e.g., Chi-square, t-tests.		No information available
Custom Assumption Modeling Permits users to define and apply their own actuarial assumptions within the analysis.		Custom actuarial assumptions are central to actuarial analysis; likely supported as part of advanced modeling.
Projection Capabilities Ability to project experience into the future based on historic data and assumptions.		Valuation automation and advanced modeling typically involve projection capabilities.
Model Sensitivity Analysis Evaluates the impact of varying assumptions on outcomes using sensitivity or scenario analysis.		No information available
Run Time for Analysis Time it takes to process an experience study with standard data volume.		No information available

Standard Reporting Templates Provides built-in templates for common experience study reports.		Reporting tools likely include standard report templates, considering the heavy actuarial workflow focus.
Custom Report Builder Allows users to create reports with custom metrics, layouts, and filters.		Custom report builder is typical in tools for actuarial modeling and insurance data.
Interactive Dashboards Supports creation of interactive charts, visualizations, and data exploration tools.		Interactive dashboards are widely expected in modern actuarial analytics/reporting suites.
Export to Multiple Formats Enables exporting of reports to Word, Excel, PDF, or image formats.		Exporting to Word, Excel, PDF, etc. is standard reporting functionality in insurance analytics tools.
Drill-down Capabilities Allows users to click through high-level metrics into more detailed breakdowns.		No information available
Ad-hoc Query Tool Provides easy-to-use interface for generating ad-hoc queries and analyses.		No information available
Visualization Library Size Number of different types of charts/plots/visualizations available.		No information available
Report Scheduling Ability to schedule generation and distribution of regular reports.		No information available
Annotations and Collaboration Allows users to add comments and collaborate within reports and dashboards.		No information available
Mobile Access to Reports Reports and dashboards optimized for mobile devices.		No information available

Assumption Library Central repository for storing standard and custom actuarial assumptions.		No information available
Version Control Tracks historical changes and previous versions of assumptions.		No information available
User-defined Assumptions Permits creation of new or custom assumptions for use in modeling.		No information available
Approval Workflow Enables review and approval steps before assumptions are used in production.		No information available
Link Assumptions to Studies Can associate specific assumption sets to particular experience studies or projects.		No information available
Change Impact Analysis Evaluates effect of changed assumptions on past study results.		No information available
Assumption Documentation Supports detailed documentation of assumptions and rationales.		No information available
Audit Trail for Assumptions Maintains a log of changes, who made them, and when.		No information available
Assumption Import/Export Allows import/export of assumption sets for collaboration and sharing.		No information available
Number of Supported Assumption Types Total unique assumption types that can be defined (e.g., mortality, lapse, expenses).		No information available

Mean Time Between Failure (MTBF) Average time between system/component failures.		No information available
High Availability Architecture Redundant design for continuous system availability.		Product architecture and marketing collateral feature high availability and redundancy as standard.
Job Completion SLA Guaranteed time to completion for standard job runs.		No information available
Automated Failover Automatic recovery in case of server or node failure.		No information available
Performance Monitoring Tools Real-time tracking of system/resource utilization and performance.		No information available
Hot/Cold Spare Nodes Spare nodes available for failover scenarios.		No information available
Real-Time Alerts for System Issues Instant notifications for hardware or software issues.		No information available
Scheduled Downtime Transparency Clear communications regarding planned maintenance.		No information available
Automated Resource Scaling System automatically adds or removes resources based on need.		No information available
Load Balancing Dynamic distribution of workloads among resources for efficiency.		No information available
Self-Healing Infrastructure The system can automatically detect and recover from common errors.		No information available
Disaster Recovery RPO/RTO Recovery Point/Time Objectives for returning to operation post-outage.		No information available
Transparent Upgrade Mechanisms Software or hardware upgrades implemented without user disruption.		No information available
Proactive Resource Contention Avoidance Mechanisms to predict and prevent resource conflicts.		No information available
Historical Performance Analytics Analysis and visualization of past performance and outages.		No information available

Plugin Architecture System supports extensions and third-party plugins.		No information available
Open Standards Support Compatible with industry-standard protocols and formats.		No information available
Custom Scripting Support Ability to write and execute scripts for automation or extension.		No information available
Loose Coupling with Other Systems System is architected for easy replacement/upgrading of components.		No information available
Modular Hardware Support Ability to add/remove hardware modules (e.g., new GPUs, FPGAs) without major downtime.		No information available
Upgradability System allows incremental hardware/software upgrades.		No information available
Long-Term Vendor Roadmap Transparent strategy for upcoming features, support, and compatibility changes.		No information available
Community or Ecosystem Contributions Active open-source or third-party development community.		No information available
Support for Emerging Technologies Ability to integrate with AI/ML hardware, quantum simulation, etc.		No information available
Backward Compatibility Ability to run older actuarial models/tools.		No information available
Sandbox/Test Environments Create isolated environments for development and experimentation.		No information available
Configurable Limits and Policies Admins can easily set/change resource or usage policies.		No information available
Documentation for Developers Comprehensive technical docs for extending or integrating the cluster.		No information available
Access to Beta Features Users can test features before general release.		No information available
Software Development Kit (SDK) Availability Official SDK for custom integration/extension.		No information available

Capital Adequacy Assessment Quantification of capital requirement post-stress/scenario simulations.		White-papers show Integrate producing post-stress capital requirements to support Own Risk and Solvency Assessment (capital adequacy assessment).
Solvency Ratios Calculation of solvency margins and ratios (e.g., Solvency II SCR, MCR).		Sample output includes solvency capital ratio calculations (SCR) for Solvency II and RBC, implying solvency ratio functionality.
Probability of Ruin Estimation of the probability of default/insolvency under various scenarios.		No information available
Loss Distribution Curve Graphical and tabular display of potential losses and their probabilities.		No information available
Value at Risk (VaR) Calculation of VaR at configurable confidence levels.		No information available
Conditional Tail Expectation (CTE) Computation of expected loss beyond the VaR threshold.		No information available
Impact on Profit and Loss Projection of changes in P&L under stress scenarios.		No information available
Multi-Period Risk Outputs Capability to project risk outcomes over several future periods.		No information available
Risk Aggregation Consolidation of risk impacts across business lines, regions, or portfolios.		No information available
Scenario Comparison Side-by-side presentation of results from different scenarios.		No information available
Stress Impact Attribution Breakdown of stress impacts by source, driver, or risk category.		No information available
Custom Metric Configuration Support for user-defined risk metrics/outputs.		No information available
Sensitivity Analysis Ability to assess risk metric sensitivity to individual input parameters.		Documentation references sensitivity runs on key assumptions to satisfy model governance, indicating sensitivity-analysis capability.

Multi-Core Parallel Processing Leverages multiple CPU cores for faster simulation.		MG-ALFA / Integrate runs on multi-core Azure compute nodes to accelerate batch valuations (multi-core parallel processing).
Cloud Deployment Options Deployment and scaling in a cloud environment.		Solution is offered as SaaS on Microsoft Azure (cloud deployment option).
On-Premises Deployment Option Availability of on-premises installation.		No information available
Horizontal Scalability Ability to improve performance by adding more compute nodes.		Azure autoscaling features are leveraged, indicating horizontal scalability.
Real-Time Processing Support for near-instant scenario analysis and result generation.		No information available
System Uptime Guaranteed operational continuity of the platform.		No information available
Disaster Recovery Capabilities for system and data recovery in the event of major failures.		Milliman states geo-replicated backups and fail-over regions for disaster recovery.
Job Scheduling & Queue Management Automated scheduling and prioritization of simulation jobs.		No information available
Elastic Resource Allocation Dynamically adjust computing resources based on workload.		No information available

Role-based Access Control Enforces permissions based on user roles for data and feature access.		No information available
Audit Logging Records all user activities and data accesses for compliance.		No information available
Data Encryption at Rest Stores sensitive policyholder data using encryption.		No information available
Data Encryption in Transit Encrypts all data communications between client and server.		No information available
Multi-factor Authentication Requires two or more authentication steps to access the system.		No information available
Compliance Frameworks Supported Lists standards like GDPR, SOC2, HIPAA, etc., supported by the system.		No information available
User Activity Monitoring Allows real-time or near real-time monitoring of user activities.		No information available
Data Retention Policy Configuration Supports customizable data retention and deletion policies.		No information available
Automatic Data Redaction Automatically hides or redacts PII in reports and exports.		No information available
Regular Vulnerability Scans System automatically scans and reports vulnerabilities on a regular basis.		No information available

Customizable Dashboard Layouts Users can tailor their interface to highlight relevant metrics and reports.		No information available
Navigation Ease Score Measures the average number of steps required to access frequently used features.		No information available
Search Functionality Provides in-app search across data, reports, and documentation.		No information available
Help & Tutorials Built-in help, guides, wizards, and video tutorials.		No information available
Keyboard Navigation Fully usable by keyboard for improved accessibility.		No information available
Screen Reader Support Optimized for screen readers to aid visually impaired users.		No information available
Customizable User Preferences Users can set their own preferences, such as themes, languages, and date formats.		No information available
Multi-language Support Ability to use the software in more than one language.		No information available
Session Timeout Configuration Configurable periods before an inactive user is logged out.		No information available
Mobile/Tablet Friendly UI Optimized layouts and controls for mobile and tablet usage.		No information available

Real-time Collaboration Multiple users can work on or view the same study or report simultaneously.		No information available
Task Assignment Assign and track workflow tasks related to experience studies.		No information available
Commenting and Annotation Allows users to leave comments and annotate directly on reports or input data.		No information available
Notifications and Alerts System sends email or in-app alerts for key actions, completions, or comments.		No information available
Versioned Team Workspaces Team folders or workspaces with version control for group studies.		No information available
Workflow Automation Rules Configurable triggers and workflows for approvals, reviews, and follow-ups.		No information available
User Role Assignment Granular assignment of access and responsibilities by project or study.		No information available
Discussion Threads Persistent and organized threaded discussions attached to studies or projects.		No information available
Activity Feed Displays a real-time log of recent activities by users and teams.		No information available
Maximum Concurrent Users Supported The number of users who can work collaboratively at once.		No information available

RESTful API Support Provides industry-standard REST APIs for integration.		No information available
Pre-built Integration Connectors Out-of-the-box connectors for common industry systems (e.g., policy admin, claims, GL).		No information available
Webhooks for Event Triggers Allows external systems to receive real-time notifications of key events.		No information available
Custom API Endpoints Permits defining custom data endpoints for unique integration needs.		No information available
Data Import/Export API Enables programmatic import/export of datasets.		No information available
Single Sign-On (SSO) Integration Supports authentication with enterprise identity providers (e.g., SAML, OAuth).		No information available
API Rate Limit Number of API calls allowed per second for integration needs.		No information available
API Documentation Quality Completeness and clarity of documentation and developer resources.		No information available
Data Push to Data Lake Supports automated push of data into internal data lakes or warehouses.		No information available
Integration with Visualization Tools Direct integration with tools like Tableau or Power BI.		No information available

End-to-end Audit Trail Tracks and records all changes made to studies, models, and datasets.		No information available
Model Governance Frameworks Supports established model governance processes and documentation.		No information available
User Access History Report on who accessed specific data, when, and what changes were made.		No information available
Locked and Certified Study Versions Allows ‘locking’ final study versions and marking them as certified.		No information available
Automated Data Lineage Shows data flow and sources within the system for governance and troubleshooting.		No information available
Regulatory Reporting Exports Generates outputs in formats required by insurance regulators.		No information available
Role-based Sign-off Workflows Supports sign-off steps by different roles for studies and assumption changes.		No information available
Audit Trail Retention Duration How long audit logs are retained and available for review.		No information available
Model Validation Templates Pre-built templates for model validation and documentation.		No information available
Study Approval History Saves complete history of each approval step for studies and assumptions.		No information available

Maximum Dataset Size Supported Largest dataset size that can be imported or analyzed without performance degradation.		No information available
Concurrent Job Execution Number of studies or analyses that can be processed in parallel.		No information available
Average Analysis Run Time Median time needed to run standard experience studies at average data volume.		No information available
High Availability Uptime Service reliability, usually measured as percentage uptime per year.		No information available
Latency for Report Generation Average time to generate or refresh standard reports.		No information available
Elastic Resource Scaling System automatically scales resources up/down based on load.		No information available
Disaster Recovery Support Automated failover and data backup for system outages or failures.		No information available
Geographic Data Center Options Choice of hosting in multiple geographic regions for performance or compliance.		No information available
Batch Processing Throughput Records processed per hour in batch jobs.		No information available
Concurrent User Limit Maximum number of simultaneous users before performance degrades.		No information available

24/7 Technical Support Round-the-clock support availability via chat, phone, or email.		No information available
Dedicated Account Manager Named contact for account and issue management.		No information available
User Documentation Completeness Comprehensiveness of provided user guides and reference manuals.		No information available
Video Tutorials Library Size Number of instructional videos available to users.		No information available
In-app Guidance and Tooltips Contextual help and tooltips within the interface.		No information available
Training Programs Offered Number of distinct user training workshops or webinars offered annually.		No information available
Knowledge Base Articles Number of indexed self-help articles or FAQs.		No information available
Service Level Agreement (SLA) Clear documentation of support response and resolution time commitments.		No information available
Product Update Frequency Average frequency of releases and improvements per year.		No information available
Customer Community Forum Online community or forum for customers to share knowledge and solutions.		No information available

Number of CPU Cores Total count of physical or virtual CPU cores available for parallel processing.		No information available
Number of GPUs Total graphical processing units, which can accelerate certain actuarial model computations.		No information available
Memory Capacity Aggregate RAM available in the cluster to support large in-memory computations.		No information available
Cluster Scalability Ability to expand resources dynamically.		No information available
Node Count Number of physical or virtual nodes within the cluster.		No information available
Elasticity Ability to automatically adjust cluster size based on workload.		No information available
High-Throughput Computing Capability to handle numerous jobs or simulations simultaneously.		No information available
Support for Containerization Ability to run containerized workloads for portability and environment consistency.		No information available
Support for Distributed Computing Frameworks Native compatibility with platforms like MPI, Hadoop, or Spark.		No information available
Resource Allocation Flexibility Users can specify CPU, GPU, memory, etc. per job.		No information available
Cluster Interconnect Bandwidth Speed of interconnect network between nodes.		No information available
Support for Heterogeneous Hardware Ability to mix different processor types (e.g., ARM, x86, GPU).		No information available
Job Scheduling Efficiency Advanced job queuing and scheduling capabilities for optimal resource use.		No information available
Bursting to Cloud Ability to overflow capacity to a public cloud when on-premise is full.		No information available
Total Cluster Theoretical FLOPS Peak floating point operations per second.		No information available

Total Storage Capacity Aggregate amount of storage available across the cluster.		No information available
High-Speed Storage (e.g., NVMe) Availability of high-speed solid-state storage for rapid data access.		No information available
Parallel File System Support Enables high-throughput data access among nodes (e.g., Lustre, GPFS).		No information available
Data Encryption at Rest Ensures data in storage is encrypted for security.		No information available
Data Encryption in Transit Ensures data moving between nodes is secure.		No information available
Automated Backup Scheduled or continuous backup capabilities for disaster recovery.		No information available
Support for Data Tiering Automatic movement of data between storage types based on usage.		No information available
Distributed Data Access Ability for nodes to access shared data concurrently.		No information available
Integration with Data Lakes Native or easy integration with large enterprise data lakes.		No information available
Storage Performance (IOPS) Maximum input/output operations per second.		No information available
Snapshot & Versioning Support for maintaining historical snapshots of data.		No information available
Data Compression Automatic compression of stored data to save space.		No information available
Seamless Data Migration Ease of migrating large datasets into or out of the HPC environment.		No information available
Audit Logging of Data Access Monitoring who accessed what data and when.		No information available
Data Retention Policies Enforcement of compliance-driven record-keeping requirements.		No information available

Support for Actuarial Modeling Languages Ability to run R, Python, SAS, MATLAB, etc.		Milliman Integrate documentation specifically advertises native capabilities for actuarial modeling languages such as R and Python, supporting a range of analytics and calculations.
Third-Party Actuarial Software Integration Compatibility with actuarial packages (e.g., Prophet, MoSes).		No information available
Model Version Control Built-in tracking and management of model versions.		No information available
Batch Processing Efficient handling of large numbers of model runs.		Vendor materials reference batch processing and large-scale valuation runs as a core use case.
Scenario Analysis Speed Time taken to compute a full scenario set (lower is better).		No information available
Support for Stochastic Simulations Capability to efficiently run large-scale Monte Carlo simulations.		Integrate supports stochastic simulations; documentation refers to efficient Monte Carlo simulation support for actuarial projections.
Code Parallelization Tools Availability of libraries or utilities to easily parallelize actuarial code.		No information available
Automated Model Deployment Mechanisms to automate pushing models into production.		No information available
Multi-Version Model Testing Enables side-by-side validation of different model versions.		No information available
Model Audit Trails Logged evidence of model changes and run history.		No information available
Integrated Documentation Tools Support for documentation generation and association with models.		No information available
Support for External Libraries Ability to run open-source or vendor-supplied actuarial/statistical libraries.		No information available
GPU-Enabled Model Execution Support for accelerating actuarial models on GPUs.		No information available
Interactive Development Environments Provides Jupyter, RStudio, or similar for code development and analysis.		No information available
Workflow Orchestration Management and automation of multi-step modeling workflows.		No information available

Integrate from Milliman

Product analysis by function

Predictive Analytics Platforms for Actuarial Department

Data Integration & Management (5 Yes /5 Known /13 Possible features)

Modeling & Machine Learning (6 Yes /6 Known /12 Possible features)

Prediction & Forecasting (6 Yes /6 Known /10 Possible features)

Visualization & Reporting (6 Yes /6 Known /10 Possible features)

Governance, Risk, & Compliance (GRC) (3 Yes /3 Known /9 Possible features)

Collaboration & Workflow (2 Yes /2 Known /10 Possible features)

Integration & Extensibility (2 Yes /2 Known /9 Possible features)

Scalability & Performance (1 Yes /1 Known /9 Possible features)

Security & Privacy (4 Yes /4 Known /9 Possible features)

Usability & Support (2 Yes /2 Known /9 Possible features)

Cost & Licensing (4 Yes /4 Known /8 Possible features)

Experience Study Tools for Actuarial Department

Data Integration and Import (5 Yes /5 Known /10 Possible features)

Analysis and Modeling (6 Yes /6 Known /10 Possible features)

Reporting and Visualization (4 Yes /4 Known /10 Possible features)

Assumption Management (0 Yes /0 Known /10 Possible features)

Security and Compliance (0 Yes /0 Known /10 Possible features)

User Experience and Accessibility (0 Yes /0 Known /10 Possible features)

Collaboration and Workflow (0 Yes /0 Known /10 Possible features)

Integration and API (0 Yes /0 Known /10 Possible features)

Auditability and Governance (0 Yes /0 Known /10 Possible features)

Scalability and Performance (0 Yes /0 Known /10 Possible features)

Support, Documentation, and Training (0 Yes /0 Known /10 Possible features)

High-Performance Computing Clusters for Actuarial Department

Compute Power & Scalability (0 Yes /0 Known /15 Possible features)

Storage & Data Management (0 Yes /0 Known /15 Possible features)

Actuarial Modeling Capabilities (3 Yes /3 Known /15 Possible features)

Security & Compliance (3 Yes /3 Known /15 Possible features)

Job Management & Workflow Automation (1 Yes /1 Known /15 Possible features)

Integration & Interoperability (2 Yes /2 Known /15 Possible features)

User Experience & Collaboration (1 Yes /1 Known /15 Possible features)

Performance & Reliability (1 Yes /1 Known /15 Possible features)

Cost Management & Reporting (1 Yes /1 Known /15 Possible features)

Support & Maintenance (1 Yes /1 Known /15 Possible features)

Extensibility & Future-Proofing (0 Yes /0 Known /15 Possible features)

Stress Testing and Scenario Analysis Tools for Risk Management

Simulation Capabilities (6 Yes /6 Known /14 Possible features)

Risk Metric Calculation (3 Yes /3 Known /13 Possible features)

Regulatory Compliance & Reporting (4 Yes /4 Known /9 Possible features)

User Experience & Accessibility (3 Yes /3 Known /9 Possible features)

Data Management (2 Yes /2 Known /10 Possible features)

Model Risk Management (0 Yes /0 Known /8 Possible features)

Performance, Scalability & Infrastructure (4 Yes /4 Known /9 Possible features)

Output and Reporting (3 Yes /3 Known /8 Possible features)

Security & Access Controls (3 Yes /3 Known /8 Possible features)

Integration & Interoperability (0 Yes /0 Known /7 Possible features)

Support, Documentation & Community (2 Yes /2 Known /8 Possible features)