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Interactive dashboards, real-time data analysis, predictive analytics capabilities, risk assessment visualization, policy performance tracking, claims analysis, underwriting portfolio analysis, integration with major insurance data sources, mobile accessibility, and collaborative sharing features.
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Software that presents complex risk data in intuitive visual formats, enabling underwriters to identify patterns, trends, and outliers more efficiently in large datasets.
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Multi-Source Data Import Ability to import data from spreadsheets, databases, APIs, and cloud applications. |
Tableau supports importing data from spreadsheets, databases, APIs, and cloud sources as stated in product documentation. | |
Real-Time Data Sync Automatically updates visualizations as data sources change. |
Real-time data sync is available via Tableau’s live data connections and API integrations. | |
Custom Data Connectors Supports custom connectors to niche insurance data sources (e.g., reinsurance systems, claims databases). |
Custom connectors can be built for non-standard data sources using Tableau SDK and APIs. | |
Data Transformation Provides tools for cleaning, transforming, and normalizing data within the platform. |
Tableau Prep and the platform support in-product transformation and normalization. | |
Large Data Volume Capacity Maximum size of importable datasets. |
No information available | |
Data Enrichment Ability to augment existing datasets with 3rd party data (demographics, property risk scores, etc.) |
Data can be enriched using third-party connectors and joins with external datasets. | |
Scheduling Imports Allows scheduled recurring data pulls for up-to-date insights. |
Scheduling imports supported via Tableau Bridge and server solutions. | |
Data Quality Checking Automated validation for outliers, missing values, and format consistency. |
Automated data validation is available via data prep/connections. | |
Support for Insurtech Standards Compatible with ACORD or other insurance data standards. |
Tableau provides integration with industry standards like ACORD via APIs and data connectors. | |
Data Lineage Tracking Keeps track of the source and transformation path of data. |
Data lineage can be viewed in Tableau Prep and described in documentation. |
Interactive Dashboards Build and share dashboards with real-time filters. |
Interactive dashboards are a core feature, supporting real-time filtering and sharing. | |
Custom Chart Types Supports bar, line, scatter, heat maps, geospatial, network diagrams, and industry-specific visuals. |
Supports a wide range of chart types, including custom and industry-specific via extensions. | |
Drill-Down Analysis Dive into granular detail directly from dashboards. |
Drill-down analysis is part of Tableau’s interactive dashboard capabilities. | |
KPI and Metrics Cards At-a-glance display of key underwriting metrics (loss ratio, exposure, premium, etc.). |
KPI and Metrics Cards can be created in dashboards for at-a-glance metrics. | |
Geospatial Mapping Visualize risk concentration and policy distribution on maps. |
Geospatial mapping supported for policy and risk locations using built-in mapping tools. | |
Side-by-Side Comparisons Directly compare multiple entities or time periods. |
Dashboards can directly compare multiple entities and time periods. | |
Customizable Themes and Branding Align dashboard appearance with company brand standards. |
Customizable themes and branding are available for dashboard styling. | |
Automatic Visualization Recommendation Suggests optimal chart types based on data structure. |
Tableau can recommend visualization types depending on data format via 'Show Me' feature. | |
Number of Supported Visualization Types How many unique chart and visualization types are included. |
No information available | |
Embedded Visualizations Allows sharing or embedding charts in underwriting portals or presentations. |
Embedded visualizations are supported through embed code and API integrations. | |
Export Options Export dashboards or charts as images, pdf, interactive html, etc. |
Export to PDF, images, and interactive HTML is a core Tableau feature. | |
Mobile-Friendly Dashboards Dashboards automatically adapt to smaller screens. |
Dashboards are optimized for mobile via Tableau Mobile app and responsive design. |
Role-Based Access Control Grant/restrict views and editing of data and dashboards based on user role. |
Role-based access control assignable for users/groups via Tableau Server/Cloud. | |
Commenting and Annotation Allows users to add comments or highlight insights directly on visualizations. |
Commenting and annotation features are available both in dashboards and shared views. | |
Workflow Integration Integrates with underwriting approval, review, or referral workflows. |
Tableau can integrate into workflow tools with APIs and via Salesforce ecosystem for approvals/referrals. | |
Personalized Dashboards Users can build, save, and set default dashboards tailored to their workflow. |
Dashboard personalization and user-specific tailoring available in Tableau. | |
Collaboration Tools Share dashboards, schedule reports, send email alerts, and assign tasks. |
Collaboration tools such as sharing, reporting, and alerts are standard. | |
Multi-Language Support The interface is available in multiple languages. |
Multi-language support is available for the Tableau interface. | |
End-User Training Resources Comprehensive help, onboarding guides, tutorials. |
Training resources, onboarding guides, and tutorials provided on Tableau’s support site. | |
Quick Search Search among dashboards, reports, or data fields for rapid analysis. |
Quick search of dashboards, reports, and fields is included in Tableau online and server. | |
Concurrent Users Supported Maximum simultaneous users supported by the platform. |
No information available | |
Custom Notifications Push alerts for key metric changes, risk spikes, etc. |
Custom notifications/alerts supported natively for dashboards and KPIs. | |
Accessibility Compliance Meets standards for accessibility (WCAG, ADA), essential for larger insurers. |
Core Tableau design follows accessibility guidelines; details in compliance documentation. |
Predictive Analytics Support Visualize outputs from predictive risk, pricing, and fraud detection models. |
Predictive analytics visualizations are available using built-in and extension support for R and Python. | |
What-If Analysis Tools Explore scenarios and their impact on key metrics. |
What-if and scenario analysis possible using parameters and calculated fields. | |
Integration with Actuarial Models Can visualize data/results from actuarial tools or software. |
Integration with actuarial outputs and model results is possible via standard data connectors. | |
Statistical Summary Visualizations Automatic display of mean, median, standard deviation, loss cost distribution, etc. |
Statistical summary visuals supported via summary cards/analytical features. | |
Correlation Matrix Visualization Visual representation of relationships between variables (peril, region, profile). |
Correlation matrices can be constructed in Tableau using viz features. | |
Machine Learning Model Insights Integration with ML platforms for visualizing feature importance, model lift, etc. |
Direct integration with ML platforms (R, Python, Einstein Analytics via Salesforce) allows insight visualization. | |
Custom Formula Builders Users can define custom metrics/formulas for underwriting KPIs in the platform. |
Custom formulas and metrics can be created using calculated fields in dashboards. | |
Time-Series Forecasting Visual tools for historical and projected trends (claims counts, premium, etc.). |
Tableau supports built-in time-series forecasting with predictive trend lines, including claims/premium projections. | |
Anomaly / Outlier Detection Visualization Highlights suspicious activity (fraud, errors) with automated graphics. |
Outlier detection can be visualized using analytics and conditional formatting. | |
Integration APIs for Data Science Tools Connects to R, Python, or similar tools for custom analytics. |
Integration APIs for Python, R, and other data science tools are available via Tableau Extensions and Scripts. |
Data Encryption At Rest/Transit Ensures data is always encrypted, both stored and in transmission. |
Tableau encrypts data at rest/in transit according to security documentation. | |
Audit Logs Comprehensive tracking of data access and changes for compliance. |
Audit logs are supported for compliance management. | |
Single Sign-On (SSO) Support Integrates with company SSO for seamless and secure access. |
Single Sign-On (SSO) supported via enterprise integrations (AD, SAML, etc.). | |
GDPR and Local Data Residency Compliance with data privacy regulations including data localization. |
GDPR and local residency options available for enterprise customers and via Salesforce compliance. | |
Multi-Factor Authentication Adds an extra layer of access security for user accounts. |
Multi-Factor Authentication provided through enterprise integration options. | |
Automatic Data Masking Sensitive fields (PII, health, etc.) can be obfuscated by policy. |
Data masking possible via permissions and calculated fields; enforced at report/user level. | |
Custom Access Permissions Fine-grained control by report, field, or row level. |
Granular access permissions assignable per report/field/row. | |
Security Certifications Held Compliance with standards (ISO27001, SOC 2, etc.). |
ISO27001 and SOC2 certifications confirmed in Tableau’s trust and compliance centers. | |
Self-Hosted Deployment Option Can be deployed in a private data center or on-premises environment. |
Tableau Server can be deployed self-hosted in a private/on-premises environment. | |
Automatic Session Timeout Sessions expire after a defined period of inactivity. |
Automatic session timeout is configurable in security settings. |
Open API Availability Robust API to push/pull data and automate processes. |
Robust API support for data push/pull and automation. | |
Plug-Ins for Insurance Core Systems Direct integrations for systems like Duck Creek, Guidewire, etc. |
Tableau has connectors for insurance systems like Guidewire via marketplace integrations. | |
Marketplace Add-Ons Access to a library of add-ons/extensions. |
Marketplace with add-ons and extensions available via Tableau Exchange. | |
Customizable ETL Pipelines Create, schedule, and manage ETL jobs within the platform. |
ETL pipelines can be created and scheduled using Tableau Prep Conductor. | |
High Availability SLA Platform uptime guarantee. |
No information available | |
Support for High Concurrency System can handle large numbers of simultaneous users and complex queries. |
System built for high concurrency and heavy enterprise loads. | |
On-Premises, Cloud, and Hybrid Deployment Flexible deployment options based on IT and compliance strategy. |
Supports all deployment models: on-prem, cloud, and hybrid. | |
Batch and Streaming Data Processing Handles both scheduled (batch) and real-time (streaming) data ingestion. |
Batch processing and real-time (streaming) via connectors and APIs. | |
Number of Supported Integrations How many unique partner systems/APIs are available out-of-the-box. |
No information available | |
Custom Script Support Allows custom Python, R, or SQL code to run inside data processes. |
Custom script execution supported via Python, R, SQL integrations. |
Scheduled Report Delivery Automated delivery of reports/dashboards via email or other channels. |
Automated scheduled report delivery supported as a standard Tableau feature. | |
Custom Report Builder Easily build bespoke reports from any dataset. |
Custom report building is a core Tableau feature. | |
Distribution to External Partners Share reports securely with outside brokers or reinsurers. |
Distribution to external partners via secure links and controlled permissions. | |
PDF, Excel, Image Export One-click export of visuals into common office formats. |
PDF, Excel, Image export supported with one click in Tableau. | |
Dynamic Report Filtering End-users can apply filters and customize their view on delivered reports. |
Dynamic report filtering is available to all viewers based on interactive dashboard design. | |
Auto-Generated Executive Summaries Narrative summaries of KPI movements and trends. |
Narrative and KPI summaries available via Tableau storytelling and extensions. | |
Subscription Management Users can subscribe to and manage alerts for specific dashboards. |
Subscription management and alerting is available for dashboards and reports. | |
Public and Private Link Sharing Control whether links are public, SSO-restricted, or one-time. |
Supports both public and private sharing options via user permissions and secure links. | |
Report Versioning Track and view previous versions or dashboards. |
Report versioning controlled through Tableau’s project history and content management. | |
Custom Print Formatting Set paper size, watermark, page headers, and logos for printed reports. |
Print and export formatting allows custom layouts, headers, watermarks, and branding. |
Dashboard Load Time Average time to load complex dashboards. |
No information available | |
Query Execution Speed Average time to process user-initiated queries. |
No information available | |
Concurrent Query Capacity Number of simultaneous queries supported before performance degrades. |
No information available | |
Uptime Guarantee Service Level Agreement (SLA) for platform reliability. |
No information available | |
Data Refresh Frequency Shortest interval between data refreshes (lower is better). |
No information available | |
Scalability for Users How easily user capacity can be increased. |
Scalability for users is built-in; licensing and server sizing allow rapid scaling. | |
Auto-Scaling Infrastructure Infrastructure automatically scales to meet variable loads. |
Auto-scaling supported in cloud deployments (Tableau Online/Salesforce). | |
Disaster Recovery Time Objective (RTO) Maximum tolerable downtime after a disruption. |
No information available | |
Maximum Supported Dataset Size Largest dataset size supported for analysis. |
No information available | |
Guaranteed Backup Frequency Frequency of automatic system backups. |
No information available |
Per-User vs. Unlimited Licensing Pricing flexibility based on company size and usage pattern. |
Supports either per-user or enterprise (unlimited) licensing. | |
Transparent Pricing Model Costs are clearly published and predictable. |
Transparent pricing available on Tableau website, with clear breakdowns. | |
Free Trial / Proof of Concept Availability Option to test full features before commitment. |
Free trial and proof of concept access offered online and via partners. | |
Pay-as-You-Go Option No long-term contractual commitment required. |
Not as far as we are aware.* Tableau does not typically offer a true pay-as-you-go model; subscriptions are annual or monthly. | |
Bulk License Discounts Discounts for enterprise-scale use. |
Enterprise and bulk license pricing available. | |
Academic/Non-Profit Tier Reduced pricing for research or non-profit institutions. |
Academic/non-profit tiers available per official website. | |
All Features Included No hidden or tiered feature restrictions. |
No information available | |
Ongoing Maintenance Fees Maintenance or support costs are bundled/transparent. |
Maintenance/support fees are publicly documented and bundled with subscriptions. | |
Custom Contract Lengths Offered Flexible contractual terms to suit business needs. |
Custom contract lengths (annual/multi-year) supported for enterprise clients. | |
Self-Service Procurement Ability to purchase/licence directly online. |
Direct online procurement and activation are available. |
24/7 Technical Support At least one support channel is always available. |
24/7 technical support available for enterprise licenses. | |
SLAs for Support Response Guaranteed response times for critical issues. |
SLAs for support response times defined for enterprise Tableau customers. | |
Dedicated Account Manager Personalized support through a named representative. |
Dedicated account managers provided at the enterprise tier. | |
Onboarding Implementation Services Professional onboarding and solution customization. |
Onboarding and implementation services available via Tableau or partners. | |
Custom Feature Development Willingness to build or adjust features upon request. |
Custom feature requests are considered through enterprise relationship managers. | |
Regular Product Updates Continuous improvement, release roadmaps shared. |
Regular product updates and roadmaps published in the Tableau community. | |
User Community Forums Active user groups for peer support and best practice sharing. |
User community forums are active and officially supported. | |
Comprehensive Documentation Full user/admin guides and integration references. |
Comprehensive documentation available online and as downloadable resources. | |
Training and Certification Programs Structured courses and certifications for users. |
Training and certification programs offered via Tableau eLearning and partners. | |
Customer Feedback Channels Input mechanisms for feature requests and improvement suggestions. |
Direct customer feedback channels through Tableau Community, Idea boards, and support. |
Visualization tools that track key performance indicators for insurance products, helping teams identify trends and make data-driven optimization decisions.
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Multi-Source Connectivity Connects to multiple internal and external data sources (e.g., policy admin, claims, CRM, external data services). |
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Real-Time Data Sync Supports updating data in real-time or near real-time for up-to-date dashboard views. |
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APIs Support Offers robust API access for inbound and outbound data ingestion. |
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Scheduled Data Refresh Automates regular data refreshes at configurable intervals. |
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Manual Data Upload Allows users to upload and import data files directly into the dashboard. |
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Data Model Flexibility Can accommodate varying data models or schemas (custom fields, entity adjustments). |
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Data Validation Automatically checks and highlights data inconsistencies, missing values, or errors upon ingestion. |
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ETL (Extract, Transform, Load) Automation Automates extraction, transformation, and loading of data for dashboard preparation. |
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Data Volume Handling Maximum data records supported per dashboard update cycle. |
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Data Latency Time between data generation and its representation on the dashboard. |
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Custom KPI Configuration Ability to define new KPIs tailored to specific product or project needs. |
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Pre-Built Insurance KPIs Includes a library of commonly used insurance KPIs (loss ratio, claims frequency, policy growth, etc.). |
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Metric Drill-Down Navigate from high-level KPIs into underlying metrics, products, or business segments. |
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Trend Analysis Visualizes KPIs over time to highlight trends and seasonality. |
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Target/Benchmark Comparison Compare current performance against predefined targets or historical benchmarks. |
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Variance Analysis Highlights variances between actual, forecasted, and target KPIs. |
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Real-Time KPI Updates KPIs are updated automatically as soon as data changes. |
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Automated Alerts on KPI Changes Sends notifications when KPIs cross certain thresholds. |
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KPI Calculation Speed Average computation time to refresh or recalculate KPIs. |
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Chart Types Range of visualizations supported (bar, line, pie, heatmaps, waterfall, etc.). |
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Interactive Dashboards Users can filter, drill down, and interact with dashboard elements in real time. |
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Customizable Layouts Flexibility in arranging and customizing dashboard views and widgets. |
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Theming/Branding Options Can apply organization-specific colors, logos, and styles. |
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Mobile Responsiveness Dashboard interfaces adjust for optimal display and use on mobile devices. |
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Export/Download Visualizations Export charts, dashboards, or data in various formats (PDF, Excel, PNG, etc.). |
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Dashboard Load Time Time it takes for a dashboard to become interactive after opening. |
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Widget Library Size Number of pre-built widgets or visualization tools available. |
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Accessibility Compliance Supports WCAG or similar accessibility standards for diverse user needs. |
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Commenting/Annotation Users can annotate dashboards, data points, or charts for discussion. |
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Sharing Controls Granular control over who can share, publish, or distribute dashboards. |
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Role-Based Access Set permissions by role or user group (view, edit, admin, etc.). |
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Real-Time Collaborative Editing Multiple users can view and edit dashboards simultaneously. |
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Task Assignment & Workflow Integration Assign tasks related to dashboard insights and link to workflow tools (JIRA, Asana, etc.). |
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Version Control Track changes and revert to previous dashboard versions as needed. |
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Insight Sharing Frequency Maximum scheduled dashboard/email share events supported per day. |
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User Notification Options Supports multiple modes of user notification (email, in-app, SMS, etc.). |
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Data Encryption at Rest Data stored within the system is encrypted for security. |
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Data Encryption in Transit Data is encrypted during transmission between systems or users. |
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Audit Logging All user access and changes are logged for review and audit. |
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Single Sign-On (SSO) Support Supports secure, centralized authentication via SSO. |
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Multi-Factor Authentication Requires more than one method to authenticate user access. |
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GDPR/Data Privacy Tools Supports data subject requests and other privacy obligations. |
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Role-Based Security Policies Policies can be tailored to different user types and roles. |
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Regulatory Compliance Certifications Holds recognized certifications (SOC 2, ISO 27001, etc.). |
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Threshold-Based Alerts Users can set thresholds on KPIs to trigger notifications. |
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Frequency of Notification Frequency at which the system can send notifications for events or alerts. |
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Multi-Channel Notification Delivery of alerts via multiple channels (email, SMS, push, in-app). |
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Alert Customization Users can define severity, channel, and format of notification. |
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Summary Digest Emails Option to receive summarised reports on performance periodically. |
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Escalation Protocols Unresolved alerts can be escalated and re-assigned automatically. |
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Statistical Analysis Tools Built-in options for statistical evaluation (correlations, distributions, significance tests, etc.). |
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Predictive Analytics Integration Can include or connect to predictive models for forecasting performance. |
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Segmentation Analysis Supports analysis by customer cohort, product line, or other segments. |
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Historical Data Archiving Archives historical data for longitudinal analysis. |
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Anomaly Detection Automatically surfaces outliers or unexpected patterns. |
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Scenario/What-If Analysis Test the impact of changing variables on key metrics. |
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Advanced Filtering Capabilities Complex slicing and dicing of data for granular views. |
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Time to Insight Average time from query/action to answer/insight surfaced. |
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Project Management Integration Connects with project management tools to feed insights into agile cycles. |
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Product Version Tracking Links performance data to specific product releases/versions. |
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A/B Testing Support Handles side-by-side comparisons of product variants in real time. |
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Feature Impact Analysis Determines how individual product features affect performance KPIs. |
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Change Log Visualization Timeline tracking of key product changes and their outcomes. |
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Feedback Loop Integration Links user or broker feedback directly to dashboard metrics. |
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User Provisioning & Deprovisioning Automated user account creation/removal via central directory or manually. |
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User Audit Reporting Periodic reporting of user activity for compliance. |
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Bulk User Upload Ability to onboard large groups of users at once. |
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License Usage Analytics Tracks assigned vs. used licenses and access patterns. |
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Custom Role Definitions Set up custom roles with tailored permissions. |
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User Onboarding Flow Guided onboarding tours and tutorials for new users. |
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Context-Sensitive Help In-app help that adjusts to context or screen. |
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24/7 Customer Support Access to vendor support at all times. |
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Community Forum/Knowledge Base Searchable resource for best practices, FAQs. |
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Documentation Completeness Level of detail in documentation provided. |
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Training Materials Available Provision of videos, webinars, and other learning resources. |
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Onsite Training Option Option for live, instructor-led training at customer location. |
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Advanced tools that use statistical models and machine learning to predict future outcomes like claim frequency, severity, customer retention, and fraud probability.
More Predictive Analytics Platforms
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Multi-source Data Connectivity Ability to integrate and ingest data from various sources such as databases, cloud platforms, spreadsheets, and APIs. |
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Real-time Data Sync Real-time synchronization of incoming data streams for up-to-date predictions. |
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Data Cleansing Tools Automated tools to clean, deduplicate, and normalize raw insurance data. |
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Batch Processing Speed The rate at which batch data loads or ETL jobs are run. |
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Automated Data Mapping Automatic mapping of data fields from source systems to platform schema. |
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Data Enrichment APIs Integration with third-party services to enrich internal data (e.g., credit scores, vehicle history). |
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Historic Data Upload Limits Maximum volume of historic data that can be uploaded for modeling. |
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Schema Change Detection Detection and alerting when upstream data schemas change. |
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Event-driven Updates Support for updating models or insights when new events/data arrive. |
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Data Lineage Tracking Traceability of data sources and transformations for audit and compliance. |
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Data Privacy Controls Built-in tools for masking or redacting sensitive PII (personally identifiable information). |
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Integration with Core Insurance Systems Connections with policy administration, claims, underwriting, and customer management systems. |
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Partner Data Sharing Secure tools and permissions for controlled sharing of datasets with partners. |
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Graphical Model Builder Drag-and-drop or visual tools for constructing predictive models without code. |
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Custom Algorithm Support Ability to author, import, and use custom algorithms in analytics pipelines. |
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Automated Feature Engineering Automatic creation and selection of predictive features from raw insurance data. |
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Hyperparameter Tuning Tool-assisted searching for optimal model parameters. |
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Model Versioning Automatic tracking and management of model versions and their metadata. |
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Pre-built Insurance Models Library of industry-specific models, e.g., for claim frequency, fraud detection, churn prediction. |
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No-Code/Low-Code Interface Options for business users to create models without programming knowledge. |
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Code-based Model Support Support for Python, R, or other programming languages for building custom models. |
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Multi-Model Comparison Tools to compare accuracy, speed, and performance of multiple models. |
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Model Explainability Tools Built-in features for interpreting and explaining predictions (e.g., SHAP, LIME). |
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AutoML Automated machine learning capabilities for speeding up model creation and evaluation. |
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Reusable Feature Store Centralized repository to store and reuse engineered features across analytics projects. |
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Model Export Formats Supported formats for exporting trained models (e.g., PMML, ONNX). |
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Batch Prediction Ability to execute predictions on large datasets at once. |
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Real-time API Scoring APIs for instant scoring of customer, claim, or policy records in live systems. |
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Concurrent Scoring Capacity Maximum simultaneous scoring requests supported. |
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Prediction Latency Average delay between input and receiving prediction. |
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Confidence Interval Output Predictions include confidence intervals or probability scores. |
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Score Logging & Auditing Comprehensive logging of each prediction for audit and traceability. |
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Bulk Import/Export Tools to handle input/output of large datasets in multiple formats (CSV, Parquet, etc.). |
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Business Rule Interceptor Ability to trigger rules or workflows based on prediction outcomes. |
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Prediction Refresh Rate Frequency with which prediction outputs can be updated. |
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Automated Alerts Automatic notifications or alerts based on scores exceeding certain thresholds. |
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Anomaly Detection Integrated detection of unusual patterns in input or output data. |
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Result Visualization Graphical displays of predictions at the record or portfolio level. |
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Horizontal Scalability Ability to add computing nodes to handle increased prediction volume. |
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Load Balancing System can distribute tasks evenly across computational resources. |
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Concurrent User Support Maximum number of users who can operate the system simultaneously. |
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Model Training Speed Average time required to train a new model on insurance datasets. |
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Uptime SLA Guaranteed minimum system uptime/service availability. |
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Automated Resource Scaling System automatically scales cloud or on-premise resources based on demand. |
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Parallel Processing Ability to execute multiple jobs or model trainings in parallel. |
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Throughput Capacity of the platform for end-to-end data process and prediction. |
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High Availability Built-in failover and redundancy for critical components. |
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Disaster Recovery Automated backup and restore procedures for platform state and data. |
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Elastic Storage Support for dynamic storage scaling as data grows. |
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User Access Control Role-based permissions for accessing platform features and data. |
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Audit Logs Comprehensive logging of all user and system actions for compliance. |
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Encryption at Rest Data is encrypted on disk and in database/storage. |
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Encryption in Transit Data encrypted when being transferred between systems (e.g., SSL/TLS). |
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GDPR/CCPA Compliance Supports processes to meet personal data regulations (European, US, etc). |
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Regulatory Reporting Tools Automated tools or templates for industry regulatory reporting. |
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Data Retention Policy Management Automatic enforcement of data archiving and deletion in line with regulations. |
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Multi-factor Authentication Support for two-factor or multi-factor authentication for user access. |
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Single Sign-On (SSO) Integration with enterprise identity providers via SSO. |
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Penetration Testing Regular third-party security assessments of the platform. |
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Role-based Data Access Granular control over which users can view or edit specific data sets. |
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Custom Dashboards Users can configure and personalize analytical dashboards. |
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Report Scheduling Automatic generation and distribution of reports on a set schedule. |
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Annotation & Commenting Inline commenting and annotation tools for team collaboration. |
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Mobile Access Full functionality or at least key insights available on mobile devices. |
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Multilingual Interface Support for multiple languages in the user interface. |
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Guided Onboarding Step-by-step training or walkthroughs for new users. |
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Role-based Interface Customization UI adapts to user’s functions (e.g., actuary, underwriter, claims manager). |
. | No information available |
Document Sharing Direct sharing or export of dashboard, reports, and models. |
. | No information available |
Collaboration Workspace Centralized project or workspace for teams to manage analytics projects. |
. | No information available |
User Feedback Loop Mechanisms for users to suggest improvements, report bugs, or request features. |
. | No information available |
Accessibility Compliance Meets standards such as WCAG for users with disabilities. |
. | No information available |
Custom Visualization Library Wide variety of graph, chart, and diagram types beyond basic bar and line types. |
. | No information available |
Drill-down Capabilities View detailed information and trace factors behind each prediction or trend. |
. | No information available |
Geospatial Mapping Visualization of data on geographic maps to track claim concentrations, risk zones, etc. |
. | No information available |
Temporal Analysis Tools Visualization of trends and predictions over time. |
. | No information available |
Export to PDF/Excel/PowerPoint Direct download or export of reports in common formats. |
. | No information available |
Interactive Dashboards Live updating and interactive filtering of visualizations. |
. | No information available |
Custom Report Templates Library or builder for creating company-branded report templates. |
. | No information available |
KPI Tracking Monitor key insurance performance indicators alongside predictive model outputs. |
. | No information available |
Scheduled Email Distribution Automated periodic sending of insights and reports to stakeholders. |
. | No information available |
What-if Scenario Analysis Test the outcome of hypothetical situations through simulation. |
. | No information available |
Embedded Analytics Ability to embed visualizations in external portals or applications. |
. | No information available |
Cloud Deployment SaaS or managed cloud hosting for rapid rollout and scalability. |
. | No information available |
On-premise Deployment Support for installation within insurer’s own infrastructure. |
. | No information available |
Hybrid Deployment Ability to split workloads and data between cloud and on-premise environments. |
. | No information available |
Open RESTful APIs Public APIs to facilitate integration with legacy and new insurance systems. |
. | No information available |
Webhooks Support Real-time notification and workflow triggers for external systems. |
. | No information available |
SDKs for Developers Software development kits in common languages for custom integration. |
. | No information available |
Data Export Formats Number of file formats supported for export. |
. | No information available |
Third-Party Service Integration Certified connectors for CRMs, ERPs, DWHs, or vertical insurance platforms. |
. | No information available |
Containerization Support Ability to deploy solutions using Docker, Kubernetes, or similar technologies. |
. | No information available |
Zero Downtime Deployments Update the platform without user disruption. |
. | No information available |
Custom Integration Services Professional services or tools for bespoke system integrations. |
. | No information available |
Model Performance Dashboards Real-time status and KPI views for all deployed models. |
. | No information available |
Drift Detection Automated detection when model input or output distributions change significantly. |
. | No information available |
Scheduled Model Retraining Automatic retraining of models on updated data. |
. | No information available |
Model Health Alerts Notifications when models underperform or exhibit anomalies. |
. | No information available |
A/B Testing Framework Can run multiple models in parallel to determine best outcomes. |
. | No information available |
Shadow Deployment Deploy test models alongside production for comparison without affecting outcomes. |
. | No information available |
Manual Model Override Ability for responsible users to override automated predictions if required. |
. | No information available |
Model Comparison Reports Automatically generated reports comparing model results and accuracy. |
. | No information available |
Automated Model Archival Old or superseded models can be archived and restored if needed. |
. | No information available |
Custom Logging Levels Configurable granularity of operational and error logs for models. |
. | No information available |
Explainability Monitoring Ongoing measurement of explainability scores for deployed models. |
. | No information available |
Claims Frequency Modeling Templates or wizards for predicting claim counts per time period or policy cohort. |
. | No information available |
Loss Severity Modeling Support for modeling and predicting potential cost per claim. |
. | No information available |
Customer Lifetime Value Prediction Tools to estimate future profitability of policyholders. |
. | No information available |
Fraud Detection Modules Pre-built modules or scripts for identifying potentially fraudulent claims. |
. | No information available |
Churn/Renewal Prediction Predicting which policyholders are likely to lapse or renew contracts. |
. | No information available |
Risk Pool Segmentation Algorithmic grouping of policies/customers with similar risk characteristics. |
. | No information available |
Catastrophe Modeling Scenario modeling for weather, disaster, or other catastrophic event impacts. |
. | No information available |
Quotation Optimization Predictive pricing to optimize quote conversion while managing risk. |
. | No information available |
Regulatory Compliance KPIs Dashboards or reports targeting regional insurance regulatory requirements. |
. | No information available |
Reinsurance Analytics Integration Built-in support for actuarial or portfolio-level analytics for reinsurers. |
. | No information available |
Underwriting Decision Support Predictive analytics specifically designed for supporting underwriters. |
. | No information available |
Comprehensive User Documentation Access to manuals, guides, and API docs. |
. | No information available |
In-Platform Help Contextual help, tutorials, and support widgets within the UI. |
. | No information available |
Online Knowledge Base Searchable library of FAQs, troubleshooting tips, and community discussions. |
. | No information available |
24/7 Support Availability Around-the-clock access to technical and business support. |
. | No information available |
Dedicated Account Manager Named advisor for onboarding and ongoing account support. |
. | No information available |
Custom Training Programs Role-based or use-case-based remote or on-site training. |
. | No information available |
Professional Services Consulting, configuration, and hands-on setup services. |
. | No information available |
User Community Portal Online forums for networking, sharing experiences, and best practices. |
. | No information available |
Release Notes & Change Logs Detailed updates on platform enhancements and bug fixes. |
. | No information available |
Sandbox Environment Safe, isolated environment for new user experimentation. |
. | No information available |
Visual interfaces that present key performance indicators, trends, and operational metrics to insurance executives and managers in intuitive formats.
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Multiple Data Source Connections Ability to connect to diverse data sources such as policy admin systems, claims databases, CRM, spreadsheets, and APIs. |
. | No information available |
Real-time Data Sync Updates and synchronizes dashboard data in real-time with source systems. |
. | No information available |
Scheduled Data Refresh Supports automated and scheduled refresh intervals for dashboard data. |
. | No information available |
Custom Data Connectors Ability to create or configure custom connectors to proprietary systems. |
. | No information available |
Data Blending & Merging Combines data from multiple sources into unified visualizations. |
. | No information available |
ETL Tools Integration Integrates with ETL (Extract, Transform, Load) tools to facilitate complex data transformations. |
. | No information available |
Cloud Data Integration Connects seamlessly to cloud-based data lakes or warehouses. |
. | No information available |
On-premises Data Integration Supports secure integration with local, on-premises databases. |
. | No information available |
Data Import/Export Formats Allows import/export in multiple formats (CSV, Excel, JSON, XML, etc.) |
. | No information available |
Data Pre-processing Capabilities Offers built-in tools for filtering, cleansing, or preprocessing imported data. |
. | No information available |
Maximum Number of Simultaneous Connections The maximum number of live data sources connected at once. |
. | No information available |
Variety of Visualizations Support for charts, graphs, maps, tables, gauges, and custom visuals. |
. | No information available |
Custom Visualization Development Ability to design and build custom visual components. |
. | No information available |
Drag-and-drop Designer Offers drag-and-drop functionality for building dashboards easily. |
. | No information available |
Dashboard Templates Availability of configurable templates for insurance metrics and workflows. |
. | No information available |
Conditional Formatting Lets users apply rules-based color coding or formatting to indicators. |
. | No information available |
Dynamic Filtering & Slicing Allows visualizations to be filtered interactively from the UI. |
. | No information available |
Drill-down & Hierarchies Users can drill deeper into data by clicking on dashboard elements. |
. | No information available |
KPI Widgets Pre-built widgets for key insurance performance indicators. |
. | No information available |
Geospatial Mapping Built-in mapping features for risk analysis by region/geography. |
. | No information available |
Visualization Render Speed Average time to render new or updated visualizations. |
. | No information available |
Number of Simultaneous Visualizations Maximum number of visuals per dashboard page. |
. | No information available |
Responsive Design Dashboards automatically adjust layout for desktop, tablet, and mobile devices. |
. | No information available |
Accessibility Compliance Adheres to standards such as WCAG for usable interfaces by all employees. |
. | No information available |
Multi-language Support Dashboards interface localizable for various languages. |
. | No information available |
Self-service Analytics Non-technical users can build and modify dashboards without IT help. |
. | No information available |
Search/Browse Capability Locate dashboards or metrics quickly using built-in search. |
. | No information available |
Help & Tutorials Offers embedded guidance, tooltips, or access to a knowledge base. |
. | No information available |
User Customization End users can personalize their dashboard layouts or themes. |
. | No information available |
Keyboard Navigation All dashboard features are accessible via keyboard for accessibility. |
. | No information available |
Mobile App Availability A native app is available for iOS/Android mobile devices. |
. | No information available |
Concurrent User Support Maximum number of users simultaneously supported. |
. | No information available |
Role-based Access Control (RBAC) Granular permissions for user groups and roles, restricting data visibility and actions. |
. | No information available |
Row-level Security Restricts data access at the row level, ensuring users see only approved records. |
. | No information available |
Data Encryption at Rest Encrypts stored data to prevent unauthorized access. |
. | No information available |
Data Encryption in Transit Encrypts data exchanged between dashboard and users. |
. | No information available |
Comprehensive Audit Logs Tracks all access, changes, and usage of dashboards and underlying data. |
. | No information available |
Compliance Certifications Certified for regulatory standards such as GDPR, HIPAA, SOC2, etc. |
. | No information available |
Single Sign-On Support Integrates with enterprise identity management (SSO) solutions. |
. | No information available |
Multi-factor Authentication Requires additional authentication factors for enhanced security. |
. | No information available |
Data Masking/Redaction Automatically conceals sensitive data fields in reports and exports. |
. | No information available |
Disaster Recovery/Backup Automated backup, redundancy, and quick restore options. |
. | No information available |
Retention Policy Controls Configurable policies for historical data retention and purging. |
. | No information available |
Dashboard Sharing Share dashboards with internal or external users via links or email. |
. | No information available |
Co-authoring Multiple users can collaboratively design and modify dashboards in real time. |
. | No information available |
In-dashboard Commenting Users can add contextual comments or notes to visual elements. |
. | No information available |
Annotation Tools Mark or highlight visualizations for emphasis or clarification. |
. | No information available |
Version Control Tracks changes made to dashboards and restores previous versions. |
. | No information available |
Embed Dashboards Ability to embed dashboards into other applications or intranets. |
. | No information available |
Public/Private Dashboards Control whether dashboards are discoverable or accessible by all authenticated users. |
. | No information available |
PDF/Static Export Export dashboards/reports as PDFs or images for offline sharing. |
. | No information available |
Usage Analytics for Shared Content Tracks user engagement and interactions with shared dashboards. |
. | No information available |
Maximum Number of Collaboration Contributors Limit on active collaborators per single dashboard. |
. | No information available |
Automated Report Scheduling Set schedules to deliver periodic dashboard reports via email or other channels. |
. | No information available |
Ad-hoc Reporting Generate custom, on-demand reports quickly. |
. | No information available |
Custom Alerts and Notifications Configure alerts for threshold breaches, anomalies, or specific events. |
. | No information available |
Multi-channel Alerting Supports delivering alerts by email, SMS, app notifications, etc. |
. | No information available |
Report Distribution Lists Manage groups of recipients for automated distribution. |
. | No information available |
Report Format Flexibility Supports exporting reports in various formats (Excel, PDF, HTML, CSV). |
. | No information available |
Alert Reaction Time Average latency between event detection and alert delivery. |
. | No information available |
Maximum Number of Active Alerts Limit on simultaneously configured automated alerts. |
. | No information available |
Predictive Analytics Integration Natively supports predictive modeling for loss ratio or risk analysis. |
. | No information available |
Machine Learning & AI Insights Incorporates ML/AI features to highlight trends, risks, or anomalies. |
. | No information available |
What-if/Scenario Analysis Model different strategic or operational scenarios interactively. |
. | No information available |
Goal Tracking & Forecasting Visualizes progress towards KPIs and projects future performance. |
. | No information available |
Anomaly Detection Automatically highlights outliers or unexpected trends in key metrics. |
. | No information available |
Natural Language Query Allow users to type questions in plain language and receive insights. |
. | No information available |
Integration with R/Python Scripts Supports advanced analytic models written in R/Python. |
. | No information available |
Custom Calculated Metrics Create user-defined formulas for derived KPIs. |
. | No information available |
Horizontal & Vertical Scalability Can handle increasing users (horizontal) and data volume (vertical) with minimal performance drop. |
. | No information available |
Load Balancing Supports balancing of requests and resources in high-traffic environments. |
. | No information available |
Concurrent Query Handling Number of simultaneous data queries supported without lag. |
. | No information available |
Dashboard Load Time Average time to open complex dashboards. |
. | No information available |
Historical Data Storage Limit Maximum volume of historical data stored for accessible analysis. |
. | No information available |
Number of Supported Users Scale of users supported under concurrent usage. |
. | No information available |
White-labelling Ability to brand dashboards for internal or client use. |
. | No information available |
Custom Theme Support Adapt look and feel to align with organization’s branding. |
. | No information available |
API Access Comprehensive REST or GraphQL APIs for custom integration. |
. | No information available |
Plugin/Add-on Framework Support for third-party or custom extensions. |
. | No information available |
Custom Scripting Support for custom business logic or interactivity using scripts. |
. | No information available |
Custom User Roles Define unique roles with tailored permissions beyond defaults. |
. | No information available |
Integration with Workflow/Automation Tools Interoperable with workflow or RPA tools for process enablement. |
. | No information available |
24/7 Technical Support Live technical support around the clock. |
. | No information available |
Online Documentation Well-maintained, searchable user guides and API docs. |
. | No information available |
Video Tutorials Comprehensive video courses or walkthroughs for new users. |
. | No information available |
Onboarding Services Assisted onboarding to speed up value realization. |
. | No information available |
Dedicated Account Manager Named contact at the vendor for ongoing relationship and escalation. |
. | No information available |
Partner Marketplace Ecosystem of certified solution providers for integration or consulting. |
. | No information available |
User Community & Forums Active peer discussion boards and community support. |
. | No information available |
Service-Level Agreement (SLA) Defined SLA for uptime, support response times, and resolution. |
. | No information available |
User-friendly applications that allow business users to create their own reports, conduct analyses, and explore data without relying on IT specialists.
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Intuitive User Interface A visually clear and well-organized interface that allows users to find and use functionalities easily. |
. | No information available |
Customizable Dashboards Ability for users to create, save, and personalize dashboards according to their preferences. |
. | No information available |
Drag-and-Drop Report Builder Feature for users to construct reports visually by dragging and dropping elements. |
. | No information available |
Role-based Access Controls Tools to allocate permissions based on user roles to ensure data security and governance. |
. | No information available |
Mobile Access Support for mobile devices via responsive design or dedicated apps. |
. | No information available |
Natural Language Query (NLQ) Users can type questions in plain language to query data or generate reports. |
. | No information available |
Localization & Language Support Availability of the tool in multiple languages to support global teams. |
. | No information available |
Onboarding Tutorials In-app tutorials or walkthroughs to assist new users. |
. | No information available |
Keyboard Shortcuts Productivity-enhancing shortcut keys. |
. | No information available |
Accessibility Compliance Supports accessibility standards (e.g., WCAG) for users with disabilities. |
. | No information available |
Custom Themes & Branding Ability to tailor the interface’s look and feel to align with corporate branding. |
. | No information available |
Broad Data Source Connectivity Ability to connect with various databases, data warehouses, APIs, cloud storage, and CSV/Excel files. |
. | No information available |
Real-time Data Updating Capability for real-time or near-real-time data refresh from source systems. |
. | No information available |
Batch Data Import Support for scheduled or manual bulk data imports. |
. | No information available |
Data Blending Ability to combine data from multiple sources into a single view. |
. | No information available |
Data Model Customization Ability for users to extend or adapt existing data models. |
. | No information available |
No/Low-Code Integration Data connectivity achievable without writing code or via visual interfaces. |
. | No information available |
Automated Data Mapping Assists in mapping imported fields to data model or report fields. |
. | No information available |
API Support Availability of APIs for advanced integrations and automation. |
. | No information available |
Maximum Simultaneous Data Connections The maximum number of concurrent data source connections supported. |
. | No information available |
Data Query Speed Average latency to retrieve and render data from sources. |
. | No information available |
In-app Data Cleansing Ability to detect and handle duplicates, missing values, and errors within the tool. |
. | No information available |
Data Transformation Functions Pre-built operations for joining, pivoting, aggregating, and formatting data. |
. | No information available |
Calculated Columns/Fields Allows users to create new fields based on formulas or logic. |
. | No information available |
Self-service Data Modeling Enables users to define relationships and hierarchies without IT involvement. |
. | No information available |
Data Lineage Tracking Tracks data flows and transformations from source to report. |
. | No information available |
Data Quality Indicators Displays data validity, freshness, and completeness to the end-user. |
. | No information available |
Ingestion Throughput Maximum volume of data that can be ingested per hour. |
. | No information available |
Undo/Redo Data Changes Support for rolling back or reapplying data preparation steps. |
. | No information available |
Data Retention Settings Ability to set policies for how long data is stored within the tool. |
. | No information available |
Metadata Management Tools for managing data dictionaries, tagging, and field descriptions. |
. | No information available |
Wide Range of Visualization Types Variety of chart types, maps, and custom visualization options. |
. | No information available |
Ad Hoc Query/Analysis Users can construct and modify queries on the fly without IT help. |
. | No information available |
Automated Insights/Recommendations Tool proactively surfaces trends and anomalies. |
. | No information available |
Drill-down/Drill-through Ability to navigate from summary-level data to granular transaction details. |
. | No information available |
Time Series Analysis Specialized support for analyzing trends over time. |
. | No information available |
Comparative Analysis Easily compare multiple data sets, cohorts, or time periods. |
. | No information available |
Pivot Tables Dynamic summarization and reorganization of data in table form. |
. | No information available |
Scheduled Reports Ability to automate report generation and distribution at set intervals. |
. | No information available |
Maximum Report Size The limit on the number of rows or fields that can be included in a report. |
. | No information available |
Export Formats Supported Variety of available formats for exporting reports, such as PDF, Excel, CSV. |
. | No information available |
Geospatial/Map Analytics Support for spatial data and map-based visualization. |
. | No information available |
Report & Dashboard Sharing Users can share their work directly with others inside or outside the organization. |
. | No information available |
Annotations & Comments Ability to add context and notes directly onto reports and visuals. |
. | No information available |
Real-time Collaboration Multiple users can edit, comment, or build dashboards simultaneously. |
. | No information available |
Publish to Web/Embed Reports or dashboards can be embedded in other web applications or portals. |
. | No information available |
Version Control Track changes and manage multiple versions of reports or dashboards. |
. | No information available |
Email Distribution Automated or ad hoc distribution of reports via email. |
. | No information available |
User Activity Logs Tracks viewing, editing, and sharing activity for collaboration oversight. |
. | No information available |
Approval Workflows Built-in processes for reviewing and approving analytics outputs. |
. | No information available |
Max Simultaneous Editors Maximum number of users who can actively work on the same dashboard or report. |
. | No information available |
Encryption In-Transit Protects data transfers from source to tool via strong cryptography. |
. | No information available |
Encryption At-Rest Stored data is encrypted to prevent unauthorized access. |
. | No information available |
Audit Trails Tracks all user activities for security and compliance reviews. |
. | No information available |
Single Sign-On (SSO) Integration Integration with enterprise SSO solutions for authentication. |
. | No information available |
SOC 2/ISO 27001 Compliance Certification for industry security best practices. |
. | No information available |
Granular Permission Settings Allow custom, fine-grained control over user and group permissions. |
. | No information available |
Data Masking Ability to obscure sensitive data within the analytics environment. |
. | No information available |
GDPR/CCPA Support Features to help comply with data privacy regulations. |
. | No information available |
Password Policy Management Admin controls over password complexity and expiration across accounts. |
. | No information available |
Concurrent User Support Maximum number of users who can use the product at once without performance degradation. |
. | No information available |
Data Volume Handling Total volume of data that the tool can store or process efficiently. |
. | No information available |
Average Query Response Time The typical time from request to response for user queries. |
. | No information available |
Elastic Cloud Resources Ability to scale compute and storage resources up or down automatically. |
. | No information available |
High Availability Built-in redundancy and failover to ensure minimal downtime. |
. | No information available |
Disaster Recovery Capabilities for automated backups and restoring operations in event of failure. |
. | No information available |
Processing Throughput Maximum rate of data processed per minute. |
. | No information available |
Pre-built Statistical Functions Range of built-in statistical and mathematical functions (e.g., regression, clustering, forecasting). |
. | No information available |
Integration with ML Frameworks Ability to import/export models or call out to platforms like Python/R/TensorFlow. |
. | No information available |
Predictive Analytics Workflows Tooling for business users to set up and run predictive models. |
. | No information available |
Anomaly Detection Automated identification and flagging of unusual patterns or outliers. |
. | No information available |
Natural Language Generation (NLG) Automatic narrative summaries of trends and key findings in simple language. |
. | No information available |
Scenario Analysis Simulate and compare alternative business or risk scenarios. |
. | No information available |
Custom Script Support Ability to add custom Python, R, or SQL code for advanced analytics. |
. | No information available |
Model Versioning Track and compare multiple iterations of predictive models. |
. | No information available |
Max Model Size Maximum size of a deployed machine learning model. |
. | No information available |
SaaS/Cloud Deployment Available as a cloud-based application delivered over the internet. |
. | No information available |
On-premise Deployment Ability to install and operate within customer-controlled infrastructure. |
. | No information available |
Hybrid Deployment Supports both on-premise and cloud deployment options in parallel. |
. | No information available |
Multi-Tenant Support Ability to serve multiple clients or business units from a single instance. |
. | No information available |
API-first Architecture Designed with robust, documented APIs for integration and extension. |
. | No information available |
Containerization Support Supports deployment using containers such as Docker or Kubernetes. |
. | No information available |
Single Instance Uptime Guaranteed level of uptime for the main analytics environment. |
. | No information available |
Disaster Recovery RTO Recovery time objective in minutes for disaster recovery scenarios. |
. | No information available |
24/7 Customer Support Around-the-clock support via phone, chat, or email. |
. | No information available |
Dedicated Account Manager Assigned contact-person for business partnership management. |
. | No information available |
In-product Help Embedded context-sensitive help and documentation. |
. | No information available |
Online Knowledge Base Public or private web resource for product documentation and best practices. |
. | No information available |
User Community Forum An online community where users can ask questions and share tips. |
. | No information available |
Training & Certification Formal training tracks and product certification programs. |
. | No information available |
Time to Initial Response Guaranteed maximum delay before first contact from support. |
. | No information available |
Transparent Pricing Clear and accessible information about all product costs. |
. | No information available |
Flexible Licensing Options Multiple ways to purchase or license the product (e.g., subscription, per-user, enterprise). |
. | No information available |
Tiered Feature Packages Product features bundled into different price points or packages. |
. | No information available |
Free Trial Availability Users can evaluate the product without immediate payment. |
. | No information available |
Pay-as-you-go Metering Usage-based billing options for flexible scaling. |
. | No information available |
Minimum Contract Term Shortest contract commitment available. |
. | No information available |
Specialized data repositories that integrate information from multiple insurance systems, creating a unified view of policies, claims, customers, and financial data.
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Multi-Source Data Integration Ability to integrate data from diverse sources such as policy, claims, billing, CRM, and legacy systems. |
. | No information available |
Real-Time Data Ingestion Ingestion of data in real or near real time from live systems and feeds. |
. | No information available |
Batch Data Processing Support for processing large sets of data in scheduled batches. |
. | No information available |
Data Pipeline Throughput Throughput of ingestion pipelines measured in data volume. |
. | No information available |
Change Data Capture (CDC) Supports automatic detection and loading of changes from source systems. |
. | No information available |
API Connectivity Ability to connect and ingest data via REST, SOAP, and other APIs. |
. | No information available |
File Format Support Supports multiple file formats like CSV, JSON, XML, Parquet, etc. |
. | No information available |
Streaming Data Support Can ingest and process streaming event data from IoT, telematics, or external feeds. |
. | No information available |
Automated Schema Mapping Automates mapping between source data schemas and warehouse schema. |
. | No information available |
Self-Service Data Loaders Business users can initiate data ingestions without IT involvement. |
. | No information available |
Error Logging & Recovery Tracks ingestion errors, provides alerts, and supports recovery/retry. |
. | No information available |
Manual Data Upload Ability to manually upload spreadsheets or files as supplemental data. |
. | No information available |
Custom ETL Pipeline Support Ability to customize Extract-Transform-Load workflows for unique requirements. |
. | No information available |
Data Profiling Tools Tools to analyze and profile data quality upon entry. |
. | No information available |
Data Cleansing Automates removal or correction of data errors, duplicates, and inconsistencies. |
. | No information available |
Data Lineage Tracking Ability to trace origins and transformations of data throughout the warehouse. |
. | No information available |
Master Data Management (MDM) Centralizes and standardizes key data entities like customer and policy. |
. | No information available |
Automated Data Validation Rules Supports setting up rules to enforce valid values and relationships. |
. | No information available |
Reference Data Management Maintains dictionaries and lookup tables in a centralized location. |
. | No information available |
Data Stewardship Workflows Assigns data ownership and stewardship for oversight. |
. | No information available |
Audit Trails Comprehensive logs of all changes to data and metadata. |
. | No information available |
GDPR/Compliance Tools Built-in tools to address regulatory requirements (like GDPR, CCPA, HIPAA). |
. | No information available |
Data Retention Policies Ability to define and automate policies for data retention and purging. |
. | No information available |
Anomaly Detection System identifies data outliers and unusual patterns during ingestion. |
. | No information available |
Data Quality Dashboards Dashboards tracking key data quality metrics over time. |
. | No information available |
De-duplication Capabilities Automated identification and merging of duplicate business entities. |
. | No information available |
Role-Based Access Control (RBAC) Permissions granted to users based on assigned roles and groups. |
. | No information available |
Single Sign-On (SSO) Supports enterprise SSO mechanisms for user authentication. |
. | No information available |
Multi-Factor Authentication (MFA) Requires an additional factor of authentication for access. |
. | No information available |
Data Encryption at Rest All stored data is encrypted. |
. | No information available |
Data Encryption in Transit All data transferred into/out of the warehouse is encrypted. |
. | No information available |
Granular Data Permissions Allows access controls at row, column, or object level. |
. | No information available |
Audit Logging Comprehensive logs of user activity available for review. |
. | No information available |
Data Masking Sensitive fields can be obfuscated to unauthorized users. |
. | No information available |
User & Group Management Supports onboarding and offboarding of users, team management. |
. | No information available |
Time-Limited Credentials Issue credentials that automatically expire. |
. | No information available |
Compliance Certifications Product is certified for compliance (e.g. SOC 2, ISO 27001). |
. | No information available |
Security Incident Alerts Automatic alerts when security events are detected. |
. | No information available |
Pre-Built Insurance Data Models Includes out-of-the-box models for policies, claims, reinsurance, finance, etc. |
. | No information available |
Custom Data Modeling Allows creation and extension of custom data entity schemas. |
. | No information available |
Versioned Schema Management Supports version control for evolving data models. |
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Logical & Physical Data Modeling Differentiates between conceptual/logical business models and technical/physical structures. |
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Metadata Catalog Central repository of data element definitions and relationships. |
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Relationship Mapping Flexible modeling of relationships between data entities (e.g., parent-child claims, party relationships). |
. | No information available |
Time-Variant Data Structure Handles slowly changing dimensions and retroactive data corrections. |
. | No information available |
Entity Resolution/Linking System can identify and link records representing the same real-world entity across systems. |
. | No information available |
Automated Indexing Supports optimized indexing strategies for faster queries. |
. | No information available |
Model Documentation Tools Ability to auto-generate entity-relationship diagrams and documentation. |
. | No information available |
Reusable Data Patterns Templates for common insurance data constructs (e.g., claims events). |
. | No information available |
Query Response Time Average time to respond to business intelligence queries. |
. | No information available |
Concurrent User Support Maximum number of users supported at once. |
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Data Storage Capacity Total volume of data supported. |
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Elastic Scalability Automatically scales compute and storage resources as needed. |
. | No information available |
High Availability Supports redundancy and failover for continuous operation. |
. | No information available |
Automated Performance Tuning Continuously monitors and optimizes queries and data access. |
. | No information available |
Partitioning & Sharding Supports breaking large tables into smaller, more manageable segments. |
. | No information available |
Load Balancing Distributes traffic and compute load for optimal performance. |
. | No information available |
Parallel Processing Can run multiple data loads and queries simultaneously. |
. | No information available |
Performance Monitoring Dashboards Real-time dashboards of system performance and bottlenecks. |
. | No information available |
Built-in Reporting Tools Integrated reporting engine allowing ad hoc and scheduled reports. |
. | No information available |
Data Visualization Supports visualization dashboards, charts and interactive analytics. |
. | No information available |
Self-Service BI Business users can design their own dashboards and queries. |
. | No information available |
Predictive Analytics Supports machine learning and predictive modeling use cases. |
. | No information available |
Embedded Analytics Enables embedding analytics widgets into external apps or portals. |
. | No information available |
Advanced Query Capabilities Supports complex insurance queries using SQL, Python, R, etc. |
. | No information available |
OLAP Cubes & Drilldown Online Analytical Processing cubes for drilldown analyses. |
. | No information available |
Geospatial Analysis Supports location-based risk and exposure analytics. |
. | No information available |
Pre-Built Insurance Dashboards Ready-made dashboards for claims, loss ratios, underwriting, etc. |
. | No information available |
Report Export Options Download reports in PDF, Excel, CSV, etc. |
. | No information available |
Alerting & Notifications System can trigger alerts/notifications based on thresholds or events. |
. | No information available |
Open API Access APIs available for external systems to access warehouse data. |
. | No information available |
Data Export Automation Automated scheduled export of data extracts to downstream systems. |
. | No information available |
Pre-Built Connectors Out-of-the-box connectors for major insurance admin systems. |
. | No information available |
BI Tool Integration Certified connectors for common BI tools (Power BI, Tableau, Qlik, etc.) |
. | No information available |
Cloud Data Sharing Seamless sharing of datasets with cloud partners/vendors. |
. | No information available |
Data Marketplace Integration Connects to industry data marketplaces for enrichment. |
. | No information available |
Webhooks Support event-driven integration with external applications. |
. | No information available |
Custom Integration Toolkit Provides SDKs or code libraries for building integrations. |
. | No information available |
Third-Party Data Support Easily onboard and combine data from third-party providers. |
. | No information available |
Data Federation Capabilities Combine on-premise, cloud, and external data virtually. |
. | No information available |
Automated Backups Scheduled full and incremental backups of all data and configurations. |
. | No information available |
Backup Retention Policy Ability to define retention windows for stored backups. |
. | No information available |
Offsite Backup Storage Backups are stored at a separate facility or cloud region. |
. | No information available |
Point-in-Time Recovery Restore warehouse to a specific point in time. |
. | No information available |
Failover/Hot Standby Supports hot standby systems for rapid failover. |
. | No information available |
Disaster Recovery Time Objective (RTO) Time required to restore full data warehouse operations. |
. | No information available |
Disaster Recovery Point Objective (RPO) Maximum data loss (in time) that can be tolerated. |
. | No information available |
Automated Recovery Testing Simulate disaster scenarios and test backup restoration automatically. |
. | No information available |
Out-of-Box Regulatory Reports Pre-built reports for compliance with NAIC, Solvency II, IFRS 17, etc. |
. | No information available |
Audit-Ready Data Retention Ensures data retention meets audit requirements. |
. | No information available |
E-Signature & Digital Audit Trails Support for digital signatures and tamper-proof change logs. |
. | No information available |
Custom Compliance Reporting Ability to define and automate custom regulatory reports. |
. | No information available |
User Consent Management Collect and track consent for usage of personal data per regulations. |
. | No information available |
Data Residency Controls Define where data is physically stored to meet geographic regulations. |
. | No information available |
Automated Regulatory Filing System can electronically submit filings to regulators. |
. | No information available |
Regulatory Change Alerts Notifies users of legal or industry regulatory changes. |
. | No information available |
Intuitive User Interface Modern, easy-to-navigate interface for all user types. |
. | No information available |
Role-Based Dashboards Tailored dashboards for underwriters, claims handlers, actuaries, etc. |
. | No information available |
Natural Language Querying Users can type questions or requests in plain English. |
. | No information available |
Mobile Access Optimized for tablet and smartphone access. |
. | No information available |
In-App Help & Tutorials Contextual help and step-by-step guidance built-in. |
. | No information available |
Searchable Data Catalog Easy search across all data objects and definitions. |
. | No information available |
Customizable Themes Users can personalize look and feel. |
. | No information available |
Multi-Language Support User interface supports several languages. |
. | No information available |
Accessibility Compliant with accessibility standards (WCAG, ADA). |
. | No information available |
Favorites & Bookmarks Users can save often-used queries and reports. |
. | No information available |
Cloud Deployment Available as a managed cloud service (SaaS/PaaS). |
. | No information available |
On-Premises Deployment Can be installed and operated on customer data centers. |
. | No information available |
Hybrid/Multi-Cloud Support Supports deployment across multiple cloud providers and on-premises. |
. | No information available |
Zero-Downtime Upgrades Software upgrades without user/business disruption. |
. | No information available |
Automated Updates System can apply patches and upgrades automatically. |
. | No information available |
SLA/Support Levels Guaranteed support response and resolution times. |
. | No information available |
Monitoring & Alerting Tools Integrated operational health monitoring and alerting. |
. | No information available |
API for DevOps Automation DevOps-friendly APIs for infrastructure-as-code management. |
. | No information available |
Usage Analytics Track user adoption, engagement, and feature usage metrics. |
. | No information available |
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