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Alteryx Designer from Alteryx
A self-service data analytics tool that enables users to perform statistical analyses, integrate data sources, and automate complex processes in pension fund management.
Product analysis by function
Statistical Analysis Software for Actuarial Services
Powerful computation platforms that support complex statistical analyses, data mining, and predictive modeling specific to pension fund demographics and financial projections.
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Data Management and Integration
(10 Yes /10 Known /10 Possible features)
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Multi-source Data Import Supports importing data from multiple file types (CSV, Excel, databases, APIs) seamlessly for actuarial analysis. |
Alteryx Designer supports import from multiple file types (CSV, Excel, databases, APIs). | |
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Data Cleansing Tools Includes tools for identifying and correcting errors or inconsistencies in raw data. |
Alteryx includes robust data profiling and cleansing tools for error correction and consistency checks. | |
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ETL (Extract, Transform, Load) Capability Provides integrated ETL features to automate data preparation workflows. |
Alteryx Designer’s core functionality is ETL—extract, transform, and load processes can be fully automated. | |
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Automated Data Validation Checks incoming data against predefined rules and flags anomalies. |
Alteryx enables rules-based data validation and can flag anomalies during ingest. | |
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Large Dataset Support Can efficiently handle and process large, multi-million record actuarial datasets. |
Benchmarks and user reports confirm Alteryx supports efficient processing of multi-million record datasets. | |
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Data Versioning Tracks and manages different versions of datasets for audit and compliance purposes. |
Alteryx has native version control and data lineage features for datasets. | |
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Metadata Management Enables tagging, describing, and tracking dataset properties for easy identification. |
Metadata tagging, description, and tracking are supported in Alteryx data management. | |
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Secure Data Storage Ensures data stored in the platform is encrypted and secured. |
Alteryx emphasizes secure data storage; at-rest encryption and access controls are in place. | |
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Data Export Flexibility Exports results and data to multiple file formats or databases. |
Alteryx allows export to numerous file types, databases, and analytic platforms. | |
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Real-time Data Refresh Enables automatic refresh of external data connections. |
Alteryx supports real-time and scheduled data refresh in analytic pipelines. |
Statistical and Actuarial Modeling
(9 Yes /9 Known /12 Possible features)
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Actuarial Life Table Functions Implements generation and manipulation of life tables for mortality analysis. |
No information available | |
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Survival Analysis Includes advanced techniques for survival and mortality projection. |
Survival analysis is available through the Predictive Tools and R/Python integration. | |
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Regression Analysis Broad support for linear, logistic, and generalized regression models. |
Regression (linear, logistic, generalized) is included out-of-the-box via Predictive Tools. | |
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Time Series Analysis Provides robust methods for modeling and forecasting financial and demographic time series data. |
Time series analysis supported using native and open source Python/R integrations. | |
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Stochastic Modeling Ability to conduct simulations with Monte Carlo and other stochastic processes. |
Stochastic and Monte Carlo simulation can be implemented using R/Python scripts within Alteryx workflows. | |
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Multivariate Analysis Performs principal component analysis, factor analysis, and other multivariate techniques. |
Multivariate analysis available via PCA and advanced statistics tools in Designer and R integration. | |
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Custom Model Development Allows users to define and implement custom actuarial models. |
Custom models can be developed natively, or via embedded R/Python code. | |
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Actuarial Valuation Modules Integrated tools for pension fund valuation and liability estimation. |
No information available | |
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Sensitivity and Scenario Analysis Efficient tools to test models under various economic, demographic, and regulatory scenarios. |
Scenario analysis tools are available; sensitivity can be programmed through parameterization and branching. | |
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Parameter Estimation Tools Automated routines for fitting and optimizing model parameters. |
Parameter estimation tools are available in the predictive analytics suite; model optimization is supported. | |
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Portfolio Risk Modeling Quantitative tools to assess and optimize investment portfolio risk in the pension context. |
Portfolio modeling is possible via built-in and custom analytic workflows, especially with integration. | |
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Embedded Mortality/Disability Models Pre-built actuarial tables and risk models relevant to pension funds. |
No information available |
Computation Performance and Scalability
(6 Yes /6 Known /8 Possible features)
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Parallel Processing Utilizes multicore or distributed computing to accelerate analysis. |
Alteryx uses multiple cores, supports threading and some distributed processing. | |
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Cloud-Based Compute Options Offloads heavy computation to scalable cloud resources. |
On-prem and cloud deployment options; heavy workloads can leverage Alteryx Server/cloud. | |
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Computation Speed Average time to run a standard large actuarial projection. |
No information available | |
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Concurrent User Support Number of users who can simultaneously perform computations without performance degradation. |
No information available | |
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Batch Processing Ability to execute large jobs in batch mode, scheduling or automation. |
Alteryx supports scheduling and running jobs in batch modes and chaining workflows. | |
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Memory Optimization Optimized use of memory for very large datasets. |
Memory use is optimized by native data streaming, in-database processing, and data chunking. | |
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Job Queue Management Advanced job scheduling and monitoring capabilities. |
Workflow queue, prioritization, and monitoring are available especially with Alteryx Server add-ons. | |
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Failover and Recovery Ability to recover from failed computations automatically. |
Workflow failover, error reporting, and auto-retry logic are built into workflow executions. |
User Interface and Usability
(6 Yes /6 Known /8 Possible features)
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Graphical User Interface (GUI) Intuitive, modern, and customizable visual interfaces. |
User-friendly drag-and-drop GUI is Alteryx Designer's core feature. | |
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Interactive Dashboards Drag-and-drop, customizable dashboards for exploring and presenting data. |
Dashboards with drag-and-drop widgets are a standard analytic and visualization feature. | |
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Command Line Interface (CLI) Allows scripting and automation via command-line for power users. |
Alteryx includes a command line interface for workflow execution and automation. | |
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Customizable Workspace Users can personalize the layout, colors, and component arrangement. |
Workspaces are customizable in layout, appearance, and tool arrangement. | |
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Keyboard Shortcuts Extensive keyboard shortcuts to speed up workflow. |
Alteryx offers keyboard shortcuts for common operations within the Designer UI. | |
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Multi-language Support Supports multiple languages and region-specific settings. |
No information available | |
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Accessibility Options UI can be adapted for users with disabilities. |
No information available | |
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Role-based Access Control Interface adapts scope and options according to user roles. |
Role-based access can be managed for workflow access and data permission, especially with Server. |
Reporting and Visualization
(6 Yes /6 Known /9 Possible features)
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Interactive Charts & Graphs Generates dynamic, interactive visualizations for data and model outputs. |
Dynamic, interactive charting and visualization is built in, with additional extensions available. | |
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Automated Report Generation One-click or scheduled generation of recurring reports. |
Scheduled or triggered report generation is possible within workflows. | |
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Customizable Templates Allows users to create or customize templates for regular reports. |
Templates for recurring reports and custom exports are supported. | |
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Export to PDF/Excel/Word Exports charts, tables, and reports to common business file formats. |
Native export options include PDF, Excel, and Word document formats. | |
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Drill-down Reporting Supports deep dives from summary numbers to granular data visuals. |
Drill-down into report data is possible in dashboarding tools. | |
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Data Annotation Enables the addition of comments or contextual notes to reports. |
Data annotation and comments can be added during preparation and workflow steps. | |
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Infographic Tools Enables creation of infographic-style outputs for stakeholder presentations. |
No information available | |
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Dashboards with Real-time Data Dashboards update automatically as underlying data changes. |
No information available | |
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Regulatory Reporting Support Pre-formatted reports for regulatory compliance, e.g., actuarial valuations. |
No information available |
Compliance and Audit Support
(5 Yes /5 Known /6 Possible features)
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Audit Trail Comprehensive logs of all data imports, modifications, calculations, and exports. |
Alteryx stores audit logs for workflow execution and changes. | |
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Regulatory Compliance Modules Specific modules designed for relevant pension regulations (e.g., IAS19, US GAAP, local pension laws). |
Alteryx offers compliance-focused modules, although direct regulatory support may require customization. | |
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Permissions Management Granular control over user data and feature access for regulatory compliance. |
Permissions for data, workflow, and report access are managed at user and group level. | |
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Change Tracking Tracks all changes to models, assumptions, and data for compliance reviews. |
All edits and workflow runs are tracked with versioning and history. | |
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Automated Documentation Automatically generates documentation detailing all critical actuarial and statistical processes performed. |
No information available | |
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Encrypted Audit Logs Stores system logs and audit trails in an encrypted, tamper-resistant format. |
Audit logs are stored securely; Alteryx documentation points to encryption for sensitive log data. |
Security
(6 Yes /6 Known /6 Possible features)
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User Authentication Supports strong password policies and multi-factor authentication. |
Alteryx supports authentication schemes, SSO, SAML, and optional multi-factor authentication. | |
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Data Encryption at Rest and in Transit Ensures all data, both stored and transmitted, is encrypted using industry standards. |
Data encryption is enforced for both data at rest and in transit via standard protocols. | |
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Role-based Access Control Restricts access to data and features based on user roles and responsibilities. |
Role-based access control supported, especially with Alteryx Server. | |
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Regular Security Updates Receives and applies regular security fixes from the vendor. |
Regular security updates are released and managed by Alteryx. | |
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Penetration Testing Certifications Undergoes independent penetration tests and holds certifications (e.g., ISO 27001). |
Product and cloud offering undergo third-party pen tests; SOC/ISO certifications mentioned by vendor. | |
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Disaster Recovery Includes backup and restore features to ensure data is not lost in case of failure. |
Disaster recovery, backups, and restore procedures are documented for enterprise deployments. |
Collaboration and Workflow
(5 Yes /5 Known /5 Possible features)
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Shared Workspaces Teams can share data, models, and results in real time. |
Alteryx Server enables teams to share data, workflows, and results in real-time. | |
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Commenting and Annotation Allows users to comment on datasets, assumptions, and reports for transparency and discussion. |
Commenting is available in Server and Connect for datasets and analytic assets. | |
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Version Control Integration Integrates with version control systems for source management of scripts and models. |
Integration available with Git and other version control tools via supported connectors. | |
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Workflow Automation Automates recurring tasks like data imports, calculations, and report generation. |
Workflow automation is a primary Alteryx Designer capability. | |
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Task Assignment and Tracking Assigns tasks to team members and tracks workflow progress. |
Task tracking and assignments are supported within team environments/Server. |
Integration and Extensibility
(5 Yes /5 Known /5 Possible features)
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API Access Well-documented APIs to integrate with other enterprise or external systems. |
Alteryx provides well-documented REST API for integration with external systems. | |
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Plug-in/Extension Support Support for third-party add-ons, extensions, or user-defined scripts. |
Users can build and install extensions and custom plug-ins. | |
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Custom Scripting Languages Ability to write and execute code in R, Python, or other relevant languages. |
Native support for R and Python scripting is included. | |
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Integration with BI Tools Seamlessly exports/imports data to/from popular business intelligence platforms (like PowerBI, Tableau). |
Integration modules available for BI platforms such as Tableau and PowerBI. | |
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Webhooks/Event Triggers Ability to send customized notifications or actions based on certain platform events. |
Webhooks and event notification can be configured in Alteryx workflows. |
Support, Training, and Documentation
(3 Yes /3 Known /5 Possible features)
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Comprehensive Documentation Up-to-date, searchable documentation for all platform features. |
Alteryx provides extensive, updated, searchable online and built-in documentation. | |
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Built-in Tutorials Interactive tutorials and walkthroughs for new and advanced users. |
Step-by-step built-in tutorials and sample workflows are available for onboarding users. | |
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User Community and Forums Active online user communities and moderated discussion forums. |
Active Alteryx Community and forums (community.alteryx.com) including discussions and Q&A. | |
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Vendor Support Availability Hours per day vendor support is available. |
No information available | |
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Multilingual Help Resources Help resources and support available in multiple languages. |
No information available |
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Data Integration
(7 Yes /8 Known /13 Possible features)
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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. |
Alteryx Designer provides tools to connect with databases, cloud data, spreadsheets, and APIs as a core function. | |
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Real-time Data Sync Real-time synchronization of incoming data streams for up-to-date predictions. |
Not as far as we are aware.* Alteryx Designer does not provide real-time data sync; it is focused on batch and scheduled processing. | |
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Data Cleansing Tools Automated tools to clean, deduplicate, and normalize raw insurance data. |
Data cleansing is core with robust tools for deduplication and normalization of raw data. | |
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Batch Processing Speed The rate at which batch data loads or ETL jobs are run. |
No information available | |
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Automated Data Mapping Automatic mapping of data fields from source systems to platform schema. |
Automated data mapping is supported with Auto Field and schema matching tools. | |
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Data Enrichment APIs Integration with third-party services to enrich internal data (e.g., credit scores, vehicle history). |
Alteryx supports integration with enrichment APIs such as Experian, Dun & Bradstreet, and others. | |
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Historic Data Upload Limits Maximum volume of historic data that can be uploaded for modeling. |
No information available | |
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Schema Change Detection Detection and alerting when upstream data schemas change. |
Schema change detection is possible via dynamic input tools that detect and adapt to schema changes. | |
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Event-driven Updates Support for updating models or insights when new events/data arrive. |
No information available | |
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Data Lineage Tracking Traceability of data sources and transformations for audit and compliance. |
No information available | |
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Data Privacy Controls Built-in tools for masking or redacting sensitive PII (personally identifiable information). |
Alteryx provides masking tools and built-in functions for redacting PII for privacy compliance. | |
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Integration with Core Insurance Systems Connections with policy administration, claims, underwriting, and customer management systems. |
Integration with systems like policy admin/claims is achieved through broad connection options (ODBC/JDBC/API). | |
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Partner Data Sharing Secure tools and permissions for controlled sharing of datasets with partners. |
No information available |
Model Building & Customization
(13 Yes /13 Known /13 Possible features)
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Graphical Model Builder Drag-and-drop or visual tools for constructing predictive models without code. |
Alteryx Designer features a drag-and-drop workflow builder that enables no-code analytics and model creation. | |
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Custom Algorithm Support Ability to author, import, and use custom algorithms in analytics pipelines. |
Custom algorithms can be authored with Python and R code within the platform. | |
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Automated Feature Engineering Automatic creation and selection of predictive features from raw insurance data. |
Automated feature engineering supported via built-in tools and AutoML packages. | |
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Hyperparameter Tuning Tool-assisted searching for optimal model parameters. |
Hyperparameter tuning is possible in assisted modeling tools and Python/R integration. | |
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Model Versioning Automatic tracking and management of model versions and their metadata. |
Model versioning is managed within Alteryx workflows and version control (via server, gallery, or git integration). | |
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Pre-built Insurance Models Library of industry-specific models, e.g., for claim frequency, fraud detection, churn prediction. |
Alteryx offers a library of analytics templates, including insurance industry models for claims, fraud, and churn. | |
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No-Code/Low-Code Interface Options for business users to create models without programming knowledge. |
The design is no-code/low-code, with most operations done via drag-and-drop. | |
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Code-based Model Support Support for Python, R, or other programming languages for building custom models. |
Full support for R and Python scripting is available for code-based model creation. | |
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Multi-Model Comparison Tools to compare accuracy, speed, and performance of multiple models. |
Multi-model comparison tools are built in for evaluating different modeling approaches. | |
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Model Explainability Tools Built-in features for interpreting and explaining predictions (e.g., SHAP, LIME). |
Alteryx provides model explainability tools such as feature importance, variable effects, and partial dependency plots. | |
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AutoML Automated machine learning capabilities for speeding up model creation and evaluation. |
Automated Machine Learning (AutoML) capabilities are present in assisted modeling tools. | |
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Reusable Feature Store Centralized repository to store and reuse engineered features across analytics projects. |
Centralized feature stores for sharing calculated fields across workflows are possible via analytic data assets. | |
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Model Export Formats Supported formats for exporting trained models (e.g., PMML, ONNX). |
Supports exporting models as PMML, ONNX, and also code-based models (Python/R). |
Prediction & Scoring
(9 Yes /9 Known /12 Possible features)
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Batch Prediction Ability to execute predictions on large datasets at once. |
Batch prediction on large datasets is a core workflow function of Alteryx Designer. | |
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Real-time API Scoring APIs for instant scoring of customer, claim, or policy records in live systems. |
Real-time scoring via API is available with Alteryx Server (paired product), limited in desktop Designer. | |
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Concurrent Scoring Capacity Maximum simultaneous scoring requests supported. |
No information available | |
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Prediction Latency Average delay between input and receiving prediction. |
No information available | |
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Confidence Interval Output Predictions include confidence intervals or probability scores. |
Prediction tools output probability/confidence intervals if algorithms support it (logistic regression, etc). | |
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Score Logging & Auditing Comprehensive logging of each prediction for audit and traceability. |
Comprehensive model output logging can be built into workflows. | |
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Bulk Import/Export Tools to handle input/output of large datasets in multiple formats (CSV, Parquet, etc.). |
Supports import/export in CSV, Excel, Parquet, and other formats natively. | |
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Business Rule Interceptor Ability to trigger rules or workflows based on prediction outcomes. |
Workflows can be designed to trigger rules based on prediction output using conditional operators. | |
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Prediction Refresh Rate Frequency with which prediction outputs can be updated. |
No information available | |
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Automated Alerts Automatic notifications or alerts based on scores exceeding certain thresholds. |
Automated alerts can be authored using workflow logic and integration with email/output tools. | |
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Anomaly Detection Integrated detection of unusual patterns in input or output data. |
Anomaly detection modules and logic can be implemented with out-of-the-box tools (Z-score, clustering, etc). | |
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Result Visualization Graphical displays of predictions at the record or portfolio level. |
Result visualization at record/portfolio level is present with built-in charting tools. |
Performance & Scalability
(6 Yes /6 Known /11 Possible features)
|
Horizontal Scalability Ability to add computing nodes to handle increased prediction volume. |
Alteryx supports scaling across cores and nodes with Designer and Server deployment. | |
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Load Balancing System can distribute tasks evenly across computational resources. |
Workloads are load-balanced when deployed with Alteryx Server; on desktop resources, it uses available parallelism. | |
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Concurrent User Support Maximum number of users who can operate the system simultaneously. |
No information available | |
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Model Training Speed Average time required to train a new model on insurance datasets. |
No information available | |
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Uptime SLA Guaranteed minimum system uptime/service availability. |
No information available | |
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Automated Resource Scaling System automatically scales cloud or on-premise resources based on demand. |
Alteryx Server/Cloud provides auto-scaling, but desktop Designer does not. | |
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Parallel Processing Ability to execute multiple jobs or model trainings in parallel. |
Alteryx optimizes using parallel processing where possible within workflows. | |
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Throughput Capacity of the platform for end-to-end data process and prediction. |
No information available | |
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High Availability Built-in failover and redundancy for critical components. |
High availability can be architected with Alteryx Server for enterprise. | |
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Disaster Recovery Automated backup and restore procedures for platform state and data. |
No information available | |
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Elastic Storage Support for dynamic storage scaling as data grows. |
Elastic storage is an option via integration with cloud storage and scalable data sources. |
Security & Compliance
(11 Yes /11 Known /11 Possible features)
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User Access Control Role-based permissions for accessing platform features and data. |
Supports user roles and access control, particularly via Alteryx Server. | |
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Audit Logs Comprehensive logging of all user and system actions for compliance. |
All user and system actions are logged for compliance via Server. | |
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Encryption at Rest Data is encrypted on disk and in database/storage. |
AES-256 encryption for data at rest is available in most enterprise configurations. | |
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Encryption in Transit Data encrypted when being transferred between systems (e.g., SSL/TLS). |
SSL/TLS encryption provided for data in transit on cloud/server products. | |
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GDPR/CCPA Compliance Supports processes to meet personal data regulations (European, US, etc). |
Compliance with GDPR/CCPA listed in Alteryx documentation for enterprise and cloud deployments. | |
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Regulatory Reporting Tools Automated tools or templates for industry regulatory reporting. |
Templates for regulatory reporting can be configured and exported. | |
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Data Retention Policy Management Automatic enforcement of data archiving and deletion in line with regulations. |
Workflows can enforce data retention logic based on policy. | |
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Multi-factor Authentication Support for two-factor or multi-factor authentication for user access. |
Supports multi-factor authentication when integrated with enterprise identity providers. | |
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Single Sign-On (SSO) Integration with enterprise identity providers via SSO. |
SSO is available via SAML/OAuth with enterprise identity management. | |
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Penetration Testing Regular third-party security assessments of the platform. |
Penetration testing is conducted as stated in Alteryx security documentation. | |
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Role-based Data Access Granular control over which users can view or edit specific data sets. |
Role-based data access can be set with Server or Cloud. |
User Experience & Collaboration
(8 Yes /8 Known /11 Possible features)
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Custom Dashboards Users can configure and personalize analytical dashboards. |
Dashboards are fully customizable based on user-defined needs. | |
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Report Scheduling Automatic generation and distribution of reports on a set schedule. |
Reports can be automatically scheduled and distributed via workflows. | |
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Annotation & Commenting Inline commenting and annotation tools for team collaboration. |
No information available | |
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Mobile Access Full functionality or at least key insights available on mobile devices. |
Mobile access is available for viewing dashboards in the cloud offering; desktop is Windows only. | |
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Multilingual Interface Support for multiple languages in the user interface. |
No information available | |
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Guided Onboarding Step-by-step training or walkthroughs for new users. |
Step-by-step guides and onboarding tutorials are available. | |
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Role-based Interface Customization UI adapts to user’s functions (e.g., actuary, underwriter, claims manager). |
Interface can be customized by role in enterprise settings. | |
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Document Sharing Direct sharing or export of dashboard, reports, and models. |
Dashboards and reports can be exported or shared directly. | |
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Collaboration Workspace Centralized project or workspace for teams to manage analytics projects. |
Collaborative workspaces are available via Alteryx Server and Cloud. | |
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User Feedback Loop Mechanisms for users to suggest improvements, report bugs, or request features. |
There is a user feedback mechanism enabled within Alteryx Community and via the platform. | |
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Accessibility Compliance Meets standards such as WCAG for users with disabilities. |
No information available |
Visualization & Reporting
(11 Yes /11 Known /11 Possible features)
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Custom Visualization Library Wide variety of graph, chart, and diagram types beyond basic bar and line types. |
Wide library of chart and diagram types available beyond basics. | |
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Drill-down Capabilities View detailed information and trace factors behind each prediction or trend. |
Drill-down to record level available in dashboards and analytic apps. | |
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Geospatial Mapping Visualization of data on geographic maps to track claim concentrations, risk zones, etc. |
Geospatial mapping features included as core with mapping and location analytics. | |
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Temporal Analysis Tools Visualization of trends and predictions over time. |
Temporal (time-series) analysis tools are available with time and date functions. | |
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Export to PDF/Excel/PowerPoint Direct download or export of reports in common formats. |
Export to Excel, PDF, PowerPoint (via native tools or community macros). | |
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Interactive Dashboards Live updating and interactive filtering of visualizations. |
Interactive dashboards available in the Alteryx Gallery (Server/Cloud). | |
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Custom Report Templates Library or builder for creating company-branded report templates. |
Custom report templates can be built and reused. | |
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KPI Tracking Monitor key insurance performance indicators alongside predictive model outputs. |
KPI tracking widgets available for overlaying predictive and operational results. | |
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Scheduled Email Distribution Automated periodic sending of insights and reports to stakeholders. |
Report scheduling and email distribution can be automated in workflows. | |
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What-if Scenario Analysis Test the outcome of hypothetical situations through simulation. |
Simulation and what-if tools provided via analytic apps and scenario tools. | |
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Embedded Analytics Ability to embed visualizations in external portals or applications. |
Analytics and visualizations can be embedded in external applications and portals. |
Deployment & Integration Options
(9 Yes /9 Known /11 Possible features)
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Cloud Deployment SaaS or managed cloud hosting for rapid rollout and scalability. |
SaaS and managed cloud deployment available. | |
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On-premise Deployment Support for installation within insurer’s own infrastructure. |
On-premises deployment is available. | |
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Hybrid Deployment Ability to split workloads and data between cloud and on-premise environments. |
Hybrid deployment models (on-premise plus cloud) are supported. | |
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Open RESTful APIs Public APIs to facilitate integration with legacy and new insurance systems. |
RESTful API available for integration with other systems. | |
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Webhooks Support Real-time notification and workflow triggers for external systems. |
Webhooks are supported for triggering external system events. | |
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SDKs for Developers Software development kits in common languages for custom integration. |
SDKs available for integration and extension (C++, Python, R). | |
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Data Export Formats Number of file formats supported for export. |
No information available | |
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Third-Party Service Integration Certified connectors for CRMs, ERPs, DWHs, or vertical insurance platforms. |
Certified connectors for Salesforce, SAP, and major DBs exist; insurance vertical platforms possible with custom connectors. | |
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Containerization Support Ability to deploy solutions using Docker, Kubernetes, or similar technologies. |
Container-based deployment (Docker, Kubernetes) supported in Alteryx Designer/Flex products. | |
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Zero Downtime Deployments Update the platform without user disruption. |
No information available | |
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Custom Integration Services Professional services or tools for bespoke system integrations. |
Professional services for custom integration available through Alteryx and partners. |
Monitoring & Model Management
(4 Yes /4 Known /11 Possible features)
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Model Performance Dashboards Real-time status and KPI views for all deployed models. |
Model performance dashboards are available within Server/Cloud product. | |
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Drift Detection Automated detection when model input or output distributions change significantly. |
Drift detection possible via custom workflows (compare new data vs. training set distribution). | |
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Scheduled Model Retraining Automatic retraining of models on updated data. |
No information available | |
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Model Health Alerts Notifications when models underperform or exhibit anomalies. |
No information available | |
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A/B Testing Framework Can run multiple models in parallel to determine best outcomes. |
Multiple models can be run and compared via workflow design, supporting A/B test logic. | |
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Shadow Deployment Deploy test models alongside production for comparison without affecting outcomes. |
No information available | |
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Manual Model Override Ability for responsible users to override automated predictions if required. |
No information available | |
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Model Comparison Reports Automatically generated reports comparing model results and accuracy. |
Model comparison reports can be created and automated with workflow design. | |
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Automated Model Archival Old or superseded models can be archived and restored if needed. |
No information available | |
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Custom Logging Levels Configurable granularity of operational and error logs for models. |
No information available | |
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Explainability Monitoring Ongoing measurement of explainability scores for deployed models. |
No information available |
Insurance-Specific Functionality
(11 Yes /11 Known /11 Possible features)
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Claims Frequency Modeling Templates or wizards for predicting claim counts per time period or policy cohort. |
Templates for claims frequency modeling available in analytics gallery and as add-ons. | |
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Loss Severity Modeling Support for modeling and predicting potential cost per claim. |
Loss severity modeling is supported as a use case with analytic tools. | |
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Customer Lifetime Value Prediction Tools to estimate future profitability of policyholders. |
Built-in tools for customer lifetime value prediction exist. | |
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Fraud Detection Modules Pre-built modules or scripts for identifying potentially fraudulent claims. |
Fraud detection modules and templates are part of Alteryx's analytics library. | |
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Churn/Renewal Prediction Predicting which policyholders are likely to lapse or renew contracts. |
Churn and renewal prediction workflows are available. | |
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Risk Pool Segmentation Algorithmic grouping of policies/customers with similar risk characteristics. |
Segmentation tools can be used for risk pool segmentation, widely covered in insurance analytics templates. | |
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Catastrophe Modeling Scenario modeling for weather, disaster, or other catastrophic event impacts. |
Catastrophe modeling can be implemented or extended using spatial and scenario tools. | |
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Quotation Optimization Predictive pricing to optimize quote conversion while managing risk. |
Quotation optimization use cases are common and can be developed in Alteryx Designer. | |
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Regulatory Compliance KPIs Dashboards or reports targeting regional insurance regulatory requirements. |
Regulatory compliance dashboards and KPIs are possible via reporting features. | |
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Reinsurance Analytics Integration Built-in support for actuarial or portfolio-level analytics for reinsurers. |
Reinsurance analytics can be implemented with actuarial functions and portfolio analytics templates. | |
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Underwriting Decision Support Predictive analytics specifically designed for supporting underwriters. |
Underwriting decision support templates and analytics exist in the platform. |
Support, Documentation, and Training
(10 Yes /10 Known /10 Possible features)
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Comprehensive User Documentation Access to manuals, guides, and API docs. |
Full documentation and API manuals are available. | |
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In-Platform Help Contextual help, tutorials, and support widgets within the UI. |
Contextual help and support widgets are available in the product. | |
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Online Knowledge Base Searchable library of FAQs, troubleshooting tips, and community discussions. |
Comprehensive online knowledge base and user forums exist. | |
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24/7 Support Availability Around-the-clock access to technical and business support. |
24/7 support available with enterprise plans. | |
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Dedicated Account Manager Named advisor for onboarding and ongoing account support. |
Dedicated account management is part of enterprise offering. | |
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Custom Training Programs Role-based or use-case-based remote or on-site training. |
Custom role-based training available via Alteryx and partners. | |
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Professional Services Consulting, configuration, and hands-on setup services. |
Professional consulting and assistance available. | |
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User Community Portal Online forums for networking, sharing experiences, and best practices. |
Online user community portal active. | |
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Release Notes & Change Logs Detailed updates on platform enhancements and bug fixes. |
Detailed release notes and change logs available for every update. | |
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Sandbox Environment Safe, isolated environment for new user experimentation. |
Sandbox environment is available for testing and training. |
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