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Provides risk analysis, performance measurement, and investment decision support systems for institutional investors.
Platforms for advanced analysis of various risk types to support risk management decisions.
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Multi-source Data Integration Ability to import and unify data from multiple banking systems (core banking, CRM, external feeds, etc.). |
RiskMetrics offers data integration from multiple financial and market data sources, supporting unified analysis for institutional investors. This is a core element described in MSCI's documentation and marketing materials. | |
Real-time Data Sync Support for real-time or near-real-time data updates and streaming. |
Real-time or near-real-time data updates are supported by MSCI RiskMetrics for portfolio risk analytics, highlighted in the product specs. | |
ETL Automation Built-in extract, transform, load (ETL) processes for automated data management. |
ETL processes are implemented in the RiskMetrics workflow for automated risk data consolidation and transformation, according to MSCI technical documentation. | |
Data Quality Monitoring Tools to continuously check, profile, and improve data accuracy and consistency. |
RiskMetrics includes tools for ongoing data quality checks as part of risk validation and compliance processes. | |
API Support Availability of application programming interfaces for custom integrations. |
APIs are available for integration with client portfolio management and third-party systems per MSCI's product documentation. | |
Unstructured Data Handling Ability to process and analyze unstructured data (such as emails, documents, social media). |
RiskMetrics supports ingestion and analysis of unstructured data, including documents and news feeds, as evidenced by use case descriptions. | |
Batch Processing Speed Processing speed for large batches of imported data. |
No information available | |
Data Mapping Flexibility Tools for flexible mapping between different data schemas. |
RiskMetrics allows flexible mapping between data schemas, essential for processing various client portfolio structures. | |
Cloud Database Compatibility Support for major cloud storage/data platforms. |
MSCI documentation demonstrates compatibility with major cloud platforms and storage for RiskMetrics. | |
Data Enrichment Capability to augment data with additional attributes or external sources. |
Data enrichment from external market and reference data sources is a key capability noted in MSCI RiskMetrics marketing and technical materials. |
Credit Risk Assessment Ability to model, calculate, and report on credit risk exposure. |
Credit risk modeling is a documented part of RiskMetrics functionality for portfolio analysis. | |
Market Risk Analytics Support for calculating risks related to market volatility, value at risk (VaR), etc. |
Market risk analytics including Value at Risk (VaR) are a core RiskMetrics feature. | |
Operational Risk Models Tools for quantifying and simulating operational risks (fraud, process failure, etc.). |
Operational risk modules are provided for institutional users as part of the extended RiskMetrics suite. | |
Custom Risk Scorecard Builder Ability to design, implement, and manage custom risk scoring systems. |
Customizable risk scorecards can be implemented in the platform workflows; referenced in product configuration guides. | |
Stress Testing Simulation of extreme scenarios to assess resilience. |
Stress testing is a cornerstone feature for financial risk and scenario analysis, described in detail in the user manuals. | |
Scenario Analysis Capability to analyze the effect of different market and credit scenarios. |
Scenario analysis tools included for exploring impacts of different financial and economic environments on portfolios. | |
Probability of Default Calculation Support for quantitative PD modeling. |
Probability of Default (PD) modeling is supported for asset and counterparty analysis in RiskMetrics. | |
Loss Given Default Estimation Tools to estimate LGD values. |
Loss Given Default (LGD) estimation models are offered within the RiskMetrics credit risk framework. | |
Exposure at Default Estimation Tools to model EAD figures. |
Exposure at Default (EAD) estimation is available as part of MSCI's credit risk suite. | |
Model Calibration Tools Functionality to recalibrate and validate predictive risk models. |
RiskMetrics includes tools for model calibration and validation per regulatory and client requirements. |
Interactive Dashboards Customizable dashboards for visualizing key risk metrics and trends. |
Interactive dashboards are a standard offering, supporting risk visualization and analysis. | |
Automated Report Generation Tools for scheduled and one-click creation of risk reports. |
Automated scheduled and on-demand report generation is available. | |
Drill-down Functionality Ability to drill into report figures to explore underlying data. |
Drill-down into analytics data is supported for granular portfolio and security-level review. | |
Trend Analysis Historical views and trend projections for risk indicators. |
Trend and historical analysis functionality is highlighted in RiskMetrics reporting tools. | |
Custom Report Builder User-defined templates and configuration for bespoke reporting. |
Custom report builder functionality is available according to product specs. | |
Exception Reporting Alerting on outliers, breaches, or significant risk events. |
RiskMetrics provides exception reporting and risk event notifications. | |
Regulatory Report Templates Built-in templates for key regulatory risk reports (e.g., Basel, IFRS 9, CECL). |
Regulatory report templates (e.g., Basel, IFRS 9) included per MSCI product overviews. | |
Export Options Ability to export reports/data to popular formats (PDF, Excel, CSV, etc.). |
Can export data to Excel, CSV, PDF, and other popular formats. | |
Visualization Types Number of chart/visualization types supported. |
No information available | |
Mobile Accessibility Support for report and dashboard access on mobile devices. |
Mobile accessibility for dashboards/reports is promoted for RiskMetrics. |
User Access Controls Role-based permissions and user management. |
Role-based access and user controls are included for security and compliance. | |
Audit Trail Comprehensive logs of data changes and analytic actions. |
Audit logs are maintained for actions taken in RiskMetrics, critical for compliance. | |
Data Encryption Support for encryption at rest and in transit. |
Data encryption at rest and in transit is part of MSCI's security offering. | |
GDPR/CCPA Compliance Certified support for major data privacy laws. |
Public documentation and compliance statements confirm GDPR/CCPA support. | |
Data Masking Redacting sensitive information in outputs and analytics. |
Data masking and sensitivity redaction provided for compliance and client privacy. | |
Multi-Tenancy Support Ability to securely segment data and processes by user or division. |
Segregation of client/portfolio data (multi-tenancy) included as best practice. | |
SAML/SSO Integration Support for federated login and identity management. |
SAML and SSO login integration mentioned in platform integration documents. | |
Physical Security Certifications Provider holds relevant data center and process security certifications. |
Datacenter security certifications available, as listed in MSCI Trust Center. | |
Automated Data Retention Policies Configurable rules for retaining and purging risk data. |
Automated retention, archiving, and purging policies documented for regulatory compliance. | |
Incident Response Framework Structured response and notification policies for security events. |
Incident response protocols established for risk and data security events according to MSCI public documentation. |
Machine Learning Model Integration Ability to deploy, score, and retrain machine learning models. |
No information available | |
Anomaly Detection Automatic identification of unusual risk patterns. |
Anomaly detection is supported for risk management, as referenced in advanced analytics documentation. | |
Time-series Forecasting Support for forecasting risk using time series/sequence models. |
Time-series modeling and forecasting available as part of risk analytics toolkit. | |
Model Explainability Tools Features for interpreting ML model outputs (e.g., Shapley values, LIME). |
Model explainability tools and reports are provided for both regulatory review and internal risk teams. | |
Custom Algorithm Support Ability to plug in proprietary or custom-developed models. |
Clients can implement custom analytics and algorithms via platform APIs. | |
Automated Feature Engineering Automatic detection and creation of useful input features for predictive models. |
No information available | |
Model Performance Monitoring Ongoing tracking of predictive model accuracy and drift. |
Ongoing model performance monitoring (accuracy/drift) provided for model management. | |
AutoML Capabilities Support for automatic model selection and hyperparameter tuning. |
No information available | |
Risk Alerting Based on Predictions Automated notification based on predictive risk thresholds. |
Automated alerting based on predictive thresholds is supported in investor risk monitoring. | |
Batch Scoring Speed The speed at which models can score data in batch processes. |
No information available |
Macro-economic Scenario Modeling Built-in or customizable macroeconomic scenario setups for stress testing credit and market risk. |
Macroeconomic scenario modeling is available for stress-testing portfolios. | |
Reverse Stress Testing Ability to identify scenarios that would cause portfolio or firm-wide failure. |
Reverse stress testing tools are offered for risk assessment. | |
Flexible Scenario Definition User-definable parameters and variables for scenario analysis. |
Scenario frameworks are user-configurable, supporting flexible definition. | |
Test Automation Scheduling and automation capabilities for regular stress and scenario runs. |
No information available | |
Scenario Library Pre-configured sets of sample scenarios for rapid analysis. |
No information available | |
Real-time Impact Calculation Instantaneous computation of risk metric changes as scenarios are applied. |
Real-time impact calculation as scenarios are applied is supported. | |
Regulatory Stress Test Alignment Templates and configuration aligned to regulatory stress test requirements (e.g., CCAR, EBA). |
Regulatory stress test templates (CCAR, EBA) are available as per product documentation. | |
Scenario Comparison Visualization Tools to visually compare outputs under multiple scenarios. |
Visualization tools for scenario comparison are integrated in dashboard modules. | |
Large-scale Simulation Capacity Maximum number of simultaneous scenarios that can be run. |
No information available | |
Scenario Result Export Ability to export scenario outputs for reporting or further analysis. |
Scenario results can be exported for further analysis or regulatory submission. |
Basel Compliance Tools Built-in models and reports aligned to Basel II/III requirements. |
Built-in Basel compliance models and reporting tools are a major product feature. | |
IFRS 9/CECL Support Features to support international and US accounting for credit impairment. |
IFRS 9/CECL support is referenced in RiskMetrics' risk reporting suite. | |
Audit-ready Reporting Ability to generate documentation and outputs required for external/internal audits. |
Audit-ready reporting and documentation export is supported. | |
Automatic Regulatory Updates Product is kept current with major regulatory rule changes. |
MSCI RiskMetrics receives updates for major regulatory rule changes. | |
Regulatory Submission Integration Direct interfaces for electronic regulatory report delivery. |
Regulatory report submission integrations (e.g., XBRL) are supported for some jurisdictions. | |
Regulatory Test Suites Standardized test suites to validate compliance outputs. |
No information available | |
Data Lineage Traceability of all data points in regulatory reports back to origin. |
Data lineage and traceability for audit and regulatory reports is a highlighted feature. | |
Comprehensive Risk Taxonomy Library of risks classified in accordance with global regulatory standards. |
Comprehensive risk taxonomy in line with regulatory standards is maintained. | |
Regulatory Version Control Ability to archive and roll-back compliance configurations. |
No information available | |
Compliance Policy Templates Pre-built and customizable documentation to accelerate compliance efforts. |
Compliance policy templates are provided and customizable for institutional requirements. |
Concurrent User Support Number of users who can access/report simultaneously. |
No information available | |
Maximum Data Volume Amount of transactional or risk data that can be stored/processed efficiently. |
No information available | |
Analytic Calculation Speed Average time needed for complex risk calculations. |
No information available | |
Uptime/Availability SLA Service level agreement for availability/reliability. |
No information available | |
Parallel Processing Capability Ability to use parallel CPUs/cores for faster risk analytics. |
RiskMetrics analytics engine is described as supporting parallel processing to scale compute for large risk jobs. | |
Cloud Scalability Native scalability in public/private/hybrid cloud environments. |
Cloud-native scalability for large institutional client workloads, including hybrid/private/public clouds. | |
Load Balancing Support Automated distribution of workload to maximize performance. |
No information available | |
Batch Processing Throughput Amount of data processed per batch job. |
No information available | |
Peak User Response Time Maximum time for dashboard or report to load at peak usage. |
No information available | |
Failover/Disaster Recovery Automated backup and recovery options for business continuity. |
Failover and disaster recovery options are indicated in product's risk and business continuity documentation. |
Self-service Analytics Ability for business users to run and customize analytics without IT. |
RiskMetrics provides self-service analytics tools for business user empowerment. | |
Shared Workspaces Team collaboration areas for shared analytics and annotation. |
Shared workspaces and team collaboration features are referenced for institutional clients. | |
Commenting and Discussion Tools Inline commenting for risk findings and analytic results. |
No information available | |
User Onboarding Guidance Interactive help, tutorials, or guided onboarding for new users. |
User onboarding documentation and interactive assistance provided. | |
Customizable Dashboards Drag-and-drop or configurable dashboards. |
Customizable and personalized dashboards available for user/role-specific needs. | |
Role-specific Interfaces UI/UX tailored to different types of users (analysts, managers, IT, etc.). |
Interfaces tailored by user type (role) are included in UI design. | |
Scheduling and Email Notifications Support for scheduled reports and email-based alerts. |
Scheduling of reports and email notifications is part of reporting functionality. | |
Mobile/Web Access Full functionality via browser or mobile app. |
Web and mobile access for full reporting and analytics experience available. | |
Personalized Views User-customized layouts, favorites, and bookmarks. |
No information available | |
Export/Import User Settings Ability to save, export, or migrate user configurations. |
No information available |
Plug-in/API Library Pre-built connectors or plug-ins for banking, BI, or risk management platforms. |
RiskMetrics includes pre-built plug-ins and API libraries for common financial and risk data integrations. | |
Data Export APIs REST or SOAP APIs to export risk data/analytics to other systems. |
Data export APIs and connectors are available for downstream system integration. | |
Custom Workflow Integration Ability to combine risk analytics into larger business workflows. |
Custom workflow integration described in client implementation guides. | |
BI Tool Compatibility Native integration with major BI products (Power BI, Tableau, etc.). |
Integration with major BI products such as Power BI and Tableau supported. | |
Third-party Model Import Ability to ingest externally developed models (e.g., PMML, Python, R). |
Third-party model import (e.g., PMML, Python/R code) referenced in documentation. | |
SFTP/Batch File Interface Support for exchanging bulk risk data using SFTP or shared storage. |
SFTP and batch file processing interfaces available for bulk data exchange. | |
Event-driven Integration Trigger actions or analytics based on external events. |
Event-driven processing (triggered analytics) is supported for real-time monitoring use cases. | |
Sandbox Environment Environment for testing integrations and customizations safely. |
No information available | |
Versioned API Support Backward-compatible management of API version changes. |
No information available | |
Extensible Data Schema Ability for admins to easily extend data structures for additional fields. |
The platform offers extensible data schema management features for client-specific data fields. |
Systems for developing, validating, and monitoring risk models used throughout the bank.
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Centralized Model Inventory A comprehensive, searchable repository of all models with classification and metadata. |
MSCI RiskMetrics keeps a centralized model inventory and metadata repository as part of its institutional risk management platform. | |
Version Control Ability to track and manage different versions of a model through its lifecycle. |
RiskMetrics explicitly provides model version control functionality for model governance and compliance. | |
Model Lineage Tracking Tracks model evolution, ownership, and historical changes. |
Model lineage, including historical changes and ownership, is part of model governance features described in documentation. | |
Automated Model Registration Allows fast and standardized addition of new models to the system. |
RiskMetrics supports automated and standardized model registration workflows. | |
Model Documentation Repository Centralized documentation storage, including methodology, usage guides, and policies. |
Centralized documentation repository features outlined in MSCI RiskMetrics datasheets. | |
Expiry and Decommissioning Alerts Automated notifications for end-of-life, renewal, or mandatory review. |
Automated expiry and decommissioning alerts are part of model lifecycle management. | |
Bulk Model Import/Export Ability to upload or download multiple models and related data in standard formats. |
No information available | |
User Access Control Configurable permissions to manage and restrict model editing and viewing. |
Configurable user access control for model editing/viewing is a mandatory feature for institutional clients. | |
Model Dependency Mapping Visual or tabular mapping of interdependencies among models. |
Model dependency mapping is offered to visualize the interlinkages among various risk models. | |
Real-time Model Status Dashboard Visualization of model states (e.g., development, production, retired) in real-time. |
Real-time model status dashboard is included in RiskMetrics platform reporting functionalities. |
Automated Model Validation Workflow Pre-defined workflows for validation processes including independent reviews and sign-offs. |
RiskMetrics includes automated validation workflows for pre- and post-deployment model validation. | |
Validation Testing Suite Integration In-built or integrable tools for running backtesting, benchmarking, and stress testing. |
. | No information available |
Audit Trail Immutable records of all actions, decisions, and reviews performed on each model. |
Audit trails for all model changes and approvals are part of platform compliance reporting. | |
Regulatory Compliance Checks Automated checks for alignment with relevant financial regulations (e.g., SR 11-7, TRIM). |
Regulatory compliance checks are part of MSCI's institutional tools for banking clients. | |
Segregation of Duties Ensures different users/teams manage model ownership, development, and validation. |
Supports segregation of duties to ensure independent model validation and review. | |
Approval Workflow Customization Configurable workflows for model sign-off at multiple stages or committees. |
Approval workflow customization is supported for institutional workflows. | |
Validation Scheduling and Calendars Tools for setting up periodic reviews and validation events. |
Validation scheduling/calendar features available for ongoing compliance. | |
Exception Reporting Automatic reporting of validation findings, exceptions, and breaches. |
. | No information available |
Policy Repository and Enforcement Central store for governance policies and enforcement of policy adherence. |
Policy repository and enforcement tools exist for alignment with regulatory requirements. | |
Validator Independence Checks Controls to ensure validators do not have conflicts of interest with development teams. |
. | No information available |
Performance Metric Calculation Automated calculation of accuracy, bias, stability, and other model KPIs. |
Performance metrics (accuracy, bias, stability) are automatically calculated as part of risk analysis. | |
Drift Detection Automated identification of data or concept drift impacting model performance. |
Drift detection and concept drift is part of investment model monitoring in RiskMetrics. | |
Threshold Alerts Real-time alerts when performance metrics cross predefined thresholds. |
Threshold alerts to KPIs/performance are configurable and available. | |
Customizable Monitoring Frequency Ability to set different monitoring intervals (e.g., daily, weekly, monthly) for each model. |
. | No information available |
Monitoring Dashboard Central dashboard visualizing ongoing performance indicators for all models. |
Central monitoring dashboards are a core feature of RiskMetrics reporting suite. | |
Data Quality Checks Automated validation of input data quality and suitability for each model. |
Data quality validation checks are run on input feeds for all models. | |
Outlier Detection Automatic identification and reporting of abnormal scoring behaviour. |
. | No information available |
Usage Logging Detailed logging of each time a model is used for decision-making. |
. | No information available |
Performance Heatmaps Visual heatmaps of performance by product, segment, or other key attributes. |
. | No information available |
Historical Performance Archive Secure storage and access to historical performance data for trend analysis. |
. | No information available |
Model Risk Scoring Assigns quantitative risk scores based on model complexity, impact, and criticality. |
Model risk scoring and risk tiering functionality are part of platform's model risk aggregation. | |
Exposure Calculation Engine Automates calculation of exposures across portfolios using each model. |
. | No information available |
Capital Impact Estimation Estimates impact of model error on regulatory and economic capital requirements. |
. | No information available |
Risk Ranking Dashboard Visualizes and ranks model risk across the inventory. |
. | No information available |
Scenario Analysis Tools Allows analysis of model risk under various scenarios and assumptions. |
Scenario analysis tools for risk estimation exist for both model and investment stress testing. | |
Customizable Risk Assessment Frameworks Enables design and application of risk assessment methodologies specific to institution needs. |
. | No information available |
Aggregated Risk Reporting Provides a top-down view on aggregate model risk across the enterprise. |
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Materiality Thresholds Configurable criteria for the definition of high-, medium-, and low-risk models. |
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Loss Event Tracking Logs realized losses attributable to model errors/failures. |
. | No information available |
Model Risk Appetite Integration Allows mapping of model risk exposure to board-approved risk appetite statements. |
. | No information available |
Data Source Integration Connects with internal and external data sources/databases for model inputs. |
RiskMetrics is specifically designed to integrate with numerous internal and external data sources. | |
ETL Pipeline Tools Extract, transform, and load (ETL) processes for ingesting and cleaning modeling data. |
. | No information available |
Data Lineage Tracking Tracks the origin and transformation of all data used in models. |
. | No information available |
Automated Data Quality Reporting Produces regular reports on data accuracy and completeness. |
. | No information available |
Secure Data Storage Ensures compliance-aligned, encrypted data storage. |
. | No information available |
Anonymization/Pseudonymization Tools for protecting sensitive information in data feeds. |
. | No information available |
Data Update Frequency The frequency with which internal databases are updated with new data for modeling. |
. | No information available |
Batch and Real-Time Processing Supports both scheduled batch and instant real-time data processing. |
Both batch and real-time data processing for market and risk data are supported. | |
Data Schema Versioning Manages changes to data structures and fields over time. |
. | No information available |
Data Access Logs Maintains an audit log of every dataset access or change. |
Comprehensive data access logs maintained for audit. |
Full Audit Trails End-to-end tracking of user actions, approvals, and model changes. |
Full audit trails for all model lifecycle, approvals, and user actions are available. | |
Regulatory Policy Mapping Maps system features and controls to external standards/regulations (e.g. ECB, Basel). |
. | No information available |
Reporting Templates Pre-defined reports for internal/external audits and regulatory submissions. |
Reporting templates for risk and compliance are provided for audit and regulatory review. | |
Audit Log Export Enables exporting detailed logs for external review. |
. | No information available |
Role-based Access Management Configurable access restrictions to ensure only authorized personnel can perform sensitive actions. |
RiskMetrics supports advanced, role-based access management for model and data governance. | |
Change Approval Workflows Mandates approval before modifications or deployments. |
Approval workflows for changes are available and can be customized. | |
Model Risk Committee Integration Records and supports committee decisions, minutes, and reporting. |
. | No information available |
Data Retention Schedules Enforces data retention and deletion policies to comply with legal obligations. |
. | No information available |
Regulatory Alert Management Alerts users of regulatory deadlines or new requirements. |
. | No information available |
External Auditor Access Provides secure temporary access for external auditors. |
. | No information available |
Custom Report Builder Drag-and-drop or code-based tools for custom analytics/report creation. |
Custom report builder supports both standard and user-defined analytics. | |
Scheduled Report Delivery Automated scheduling and distribution of reports to stakeholders. |
Scheduled report delivery is an integral part of client reporting features. | |
KPI Dashboards Visual dashboards summarizing key model risk and validation metrics. |
Customizable dashboards for performance KPIs and risk summaries are present. | |
Ad Hoc Query Tools Allows on-demand, user-defined queries against model and risk data. |
. | No information available |
Interactive Data Visualization Interactive charts, tables, and graphics for deeper insights. |
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Export Formats Supports exporting reports in multiple formats (PDF, CSV, XLSX, etc). |
. | No information available |
Drill-down Analytics Allows users to explore underlying data for key metrics and charts. |
. | No information available |
User-specific Dashboards Personalized dashboards based on user roles and interests. |
. | No information available |
APIs for Data Access Programmatic access for integration with other analytics environments. |
APIs for data access and analytics integration are well-documented for RiskMetrics clients. | |
Historical Trend Analysis Visualization and analysis of metric trends over selected periods. |
. | No information available |
Intuitive User Interface Easy-to-navigate interface for both technical and non-technical users. |
RiskMetrics is recognized for its intuitive UI for complex risk analytics for both technical and business users. | |
Multi-language Support System available in multiple languages to support global teams. |
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Mobile Access Model management and monitoring available on mobile devices. |
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Role-based Dashboard Customization Personalized dashboard views based on user roles and preferences. |
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Bulk Actions Support Ability to carry out bulk updates or actions for efficiency. |
. | No information available |
Accessibility Compliance Adherence to standards like WCAG for users with disabilities. |
. | No information available |
In-app Help and Tooltips Embedded help features and contextual tips throughout the system. |
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Onboarding Tutorials Guided steps or training modules for new users. |
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User Feedback Capture Interfaces for users to submit feedback or improvement suggestions. |
. | No information available |
Usage Analytics Collects and visualizes platform usage metrics for optimization. |
. | No information available |
End-to-End Encryption Encryption of data at rest and in transit. |
End-to-end encryption for sensitive portfolio and risk data is a baseline feature. | |
Multi-factor Authentication Enhanced login security via additional authentication factors. |
Multi-factor authentication and SSO are offered for large institutional customers. | |
Granular Access Permissions Detailed layer-based access configuration for all features/data. |
Granular access permissions are required by global asset managers using the platform. | |
Single Sign-On (SSO) Integration Integration with enterprise identity providers for unified access control. |
RiskMetrics offers SSO integration (LDAP, SAML) for enterprise clients. | |
Anomaly Detection in System Access Automatic detection of unusual or suspicious user activity. |
Anomaly detection in system access is available for audit and data security. | |
Segregation of Sensitive Data Strict isolation and access limits for sensitive or confidential data. |
. | No information available |
Comprehensive Logging Persistent, tamper-proof logs of all access and activity. |
. | No information available |
Automated Permission Reviews Scheduled reminders and tools for regular privilege reviews. |
. | No information available |
Compliance with Data Privacy Laws Assurance of adherence to GDPR, CCPA, and other applicable data privacy standards. |
MSCI regularly certifies RiskMetrics for GDPR and other global data privacy regulations. | |
Security Patch Management Regular and prompt updates/patching for all components. |
. | No information available |
Cloud Deployment Support Ability to run natively on major public/private cloud infrastructures. |
RiskMetrics is available as a cloud SaaS and hybrid solution for institutional deployment. | |
On-premises Deployment Option Ability to deploy on the bank's internal servers and data centers. |
No information available | |
Hybrid Deployment Flexibility Mix of on-premises and cloud deployments for disaster recovery/business continuity. |
. | No information available |
Horizontal Scalability System can scale to manage growing model inventories and data volumes. |
Horizontal scalability for growing risk book/model numbers is documented in solution architecture. | |
API Integration Support Robust REST/SOAP APIs for integrating with other enterprise systems. |
API integration support for linking to trading, risk, and data lakes. | |
Automated Backups Scheduled, automated backups for disaster recovery options. |
. | No information available |
Disaster Recovery Tools Built-in support for rapid data restoration in case of outage. |
. | No information available |
Containerization Support Supports Docker/Kubernetes for flexible deployment and scaling. |
. | No information available |
Multi-tenant Capabilities Supports separation of data and workflows across different organizational units. |
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Deployment Time Time required to deploy and configure the solution for production use. |
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Centralized Model Inventory Maintains a complete, up-to-date list of all models in use across the institution. |
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Automated Model Registration New models are automatically registered in the inventory upon deployment. |
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Version Control Tracks different versions of each model and maintains a full version history. |
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Model Metadata Management Stores and manages extensive metadata for each model (purpose, owner, inputs, outputs, etc.). |
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Model Documentation Repository Centralized location for storing model documentation, including development notes, validation reports, and audit trails. |
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Model Ownership Assignment Each model has designated owners and stakeholders clearly identified. |
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Change Logging Logs every change made to models or documentation for audit purposes. |
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Model Decommission Tracking Tracks retired/decommissioned models alongside active ones. |
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Model Categorization Categorizes models by risk tier, business function, and regulatory impact. |
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Documentation Completeness Score Measures the percentage of required documentation fields completed for each model. |
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Documentation Accessibility Documentation is easily accessible to relevant staff and auditors. |
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Automated Model Onboarding Workflow Streamlines onboarding with automated forms and steps. |
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Role-based Access for Documentation Access to model documentation is controlled by user role and permission settings. |
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Automated Model Validation Scheduling Schedules regular model validation exercises and tracks completion. |
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Validation Workflow Management Manages steps and approvals for validation activities, with status tracking. |
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Model Performance Metrics Tracks KPIs such as accuracy, stability, bias, and drift. |
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Threshold Monitoring for Metrics Alerts when monitored performance metrics breach predefined thresholds. |
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Model Drift Detection Detects if a model's performance has materially changed over time. |
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Backtesting Capability Automated tools for backtesting model predictions using historical data. |
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Data Quality Monitoring Evaluates input data quality for model reliability. |
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Validation Findings Repository Stores validation reports and findings with resolution tracking. |
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Outcome Analysis Frequency Frequency with which model outcomes are reviewed. |
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Peer Review Process Includes mandatory peer review of validation results. |
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Automated Reporting of Validation Issues Validation findings automatically trigger notifications and escalation. |
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Independent Model Review Support Allows for auditor or independent reviewer access and review workflows. |
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Model Performance Visualization Provides dashboards and charts for visualizing validation and performance data. |
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Model Risk Scoring Assigns risk tiers or quantitative risk scores to each model based on impact, complexity, and use. |
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Aggregate Model Risk Dashboard Displays aggregate model risk exposure at the enterprise and business unit levels. |
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Scenario Analysis Support Facilitates scenario testing of model failures/weaknesses. |
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Risk Aggregation Automation Automatically compiles model risks into enterprise-wide reports. |
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Concentration Risk Identification Identifies areas of undue model risk concentration (e.g., by vendor or business line). |
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Risk Heatmap Generation Produces visual heatmaps of model risk across organization. |
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Risk Appetite Alignment Check Compares model risks to stated institution risk appetite/tolerance. |
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Model Dependencies Mapping Maps dependencies between models to surface systemic risk. |
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Regulatory Capital Impact Calculator Estimates regulatory capital requirement impact of models. |
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Risk Assessment Frequency The regularity with which formal risk assessments are performed. |
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Automated Risk Trend Analysis Tracks changes in model risk scores or classifications over time. |
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Stress Testing Integration Enables integration with broader stress testing systems. |
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Portfolio-level Risk Summaries Compiles model risks for groups or portfolios of models. |
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Workflow Automation for Approvals Enforces approval steps for model creation, changes, validation, and decommissioning. |
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Role-Based Permissions User roles and permissions govern access to model features and data. |
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Audit Trails Comprehensive audit logs for all user and system actions affecting models. |
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Policy Enforcement Engine Automated enforcement of institution’s model risk management policies. |
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Exception Management Tracks and manages exception requests and approvals related to model risk rules. |
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SLA Monitoring for Model Reviews Monitors and reports on service-level performance for key model management processes. |
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Delegated Authority Workflows Allows for workflow steps to be delegated to appropriate roles/groups. |
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Change Management Workflows Automates workflows for proposed model modifications or redevelopments. |
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Document Approval Routing Routes new/updated model documentation for sign-off by required approvers. |
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Process Compliance Score Percent of governance tasks completed on time and in full. |
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Conflict of Interest Checks Ensures independence in reviews and approvals to prevent conflicts of interest. |
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Integration with HR Systems Links user permissions with HR records for role verification. |
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Pre-built and Customizable Workflow Templates Includes standard workflow templates, e.g., for new model onboarding, validation, etc. |
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Automated Regulatory Reporting Auto-generates regulatory reports tailored to applicable frameworks (e.g., SR11-7, ECB, PRA). |
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Pre-built Regulatory Templates Provides templates aligned to major global and regional MRM regulatory standards. |
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Regulatory Change Tracking Tracks and alerts users to new or updated regulatory requirements. |
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Audit Readiness Reports Quick generation of compliance evidence packs for audits. |
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Regulatory Gap Analysis Tools Assesses model risk management processes against current regulation. |
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Regulatory Submission History Archive of previous regulatory filings and correspondences. |
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Compliance Attestation Workflows Facilitates gathering sign-offs and attestations on compliance status. |
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Regulatory Reporting Frequency Frequency at which formal regulatory reports are generated/submitted. |
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Regulatory Reference Library Central repository for latest applicable regulations and guidance. |
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Automated Control Testing Periodically tests regulatory controls for effectiveness. |
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Regulatory Impact Flagging Flags models with increased scrutiny or regulatory attention. |
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Custom Regulatory Fields Configuration of custom fields to meet unique regulatory needs. |
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Multi-jurisdictional Compliance Support Handles regulatory requirements for multiple regions/jurisdictions. |
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Open API Access RESTful APIs for integration with internal risk, data, and reporting platforms. |
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Batch Data Import/Export Supports mass data transfer for models, metadata, performance data, etc. |
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Plug-in Connector Framework Allows integration with third-party data, analytics, or regulatory tools. |
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Real-time Data Feeds Support Can consume and process real-time market, risk, or operational data feeds. |
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Integration with Model Libraries Easy import/export of models from standard libraries or development environments. |
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Single Sign-On (SSO) Integration Enables secure SSO via enterprise identity providers (LDAP, SAML, OAuth). |
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Third-Party Validation Plug-ins Connects with external validation vendors or consultants. |
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Regulatory Submission Gateways Direct submission to regulatory systems via secure channels. |
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Automated Data Mapping Automates mapping of internal data fields to external/regulatory schema. |
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API Call Capacity Maximum number of API calls supported per minute. |
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Integration Setup Time Average time required to set up a new integration. |
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Audit Logging of API Interactions Tracks all external API/API connector accesses for audit purposes. |
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Bulk Data Synchronization Supports scheduled bulk synchronization of data across platforms. |
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Encryption at Rest and in Transit Sensitive data is encrypted in all states. |
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Granular Access Controls Restricts data and function access to only authorized users/groups. |
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Multi-factor Authentication (MFA) Supports strong user authentication with multiple factors. |
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Intrusion Detection and Alerting Monitors for security incidents and notifies administrators. |
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Data Masking Masks or redacts sensitive fields for non-privileged users. |
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Configurable Data Retention Policies Customizable policies for retention and deletion of all records. |
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Full Audit Logging Captures every access, change, and export of sensitive data. |
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GDPR/CCPA Compliance Tools Built-in tools to facilitate compliance with privacy regulations. |
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Penetration Testing Support Platform regularly tested for vulnerabilities. |
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Role-based Encryption Keys Encryption keys segregated by user or function role. |
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Access Review Frequency Frequency of mandatory access control reviews. |
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Secure File Transfer Protocols Supports SFTP, FTPS, HTTPS, and other secure protocols for file transfers. |
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Incident Response Automation Automates aspects of incident investigation and remediation. |
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Comprehensive Activity Logging Records every user action, change, and event in the system. |
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Historical Model State Reconstruction Ability to reconstruct the state of any model at any point in time. |
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Automated Audit Trails for Model Lifecycle Automated capture of model lifecycle events for audit trail. |
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User Action Attribution All activity traceable to individual users. |
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Configurable Audit Data Retention Customizable retention periods for audit logs. |
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Forensic Data Export Enables export of logs in standard forensic formats. |
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Change Approval Tracking Documentation of who approved/reviewed each model change. |
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Automated Audit Report Generation Irregular and periodic audit-ready reports generated automatically. |
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Audit Issue Lifecycle Management Tracks open audit items, remediations, and closure status. |
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Auditor Access Portal Dedicated portal for auditor review of model documents and logs. |
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Exception Logging Explicit logging of all deviation/exceptions from policy or workflow. |
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Time to Prepare Audit Report Average time required to produce a full audit report. |
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Automated Evidence Pack Assembly Assembles a package of relevant evidence for each model at the click of a button. |
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Custom Report Builder Users can design and schedule custom reports on models, risk, validation, etc. |
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Automated Dashboard Generation Pre-built and customizable dashboards visualize key metrics and trends. |
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Natural Language Query Support Allows users to ask questions and generate reports using natural language. |
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Drill-down Analytics Interactive reports allow users to drill into detailed data. |
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Export to Standard Formats Exports reports and analytics to PDF, Excel, CSV, etc. |
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Scheduled Report Distribution Automates email or portal report delivery on a fixed schedule. |
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Ad-hoc Query Speed Time to run an ad-hoc analytic query on the entire dataset. |
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Automated KPI Notifications Sends alerts if key performance indicators deviate from set thresholds. |
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Data Visualization Library Wide range of chart, graph, map, and interactive visualization tools. |
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Self-service Data Exploration Business users can explore data and generate insights without IT support. |
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Predictive Analytics Tools Supports building and evaluating predictive models (e.g., model obsolescence risk). |
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Anomaly Detection Analytics Automatically detects unusual or outlier model behavior or risk drivers. |
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Usage Metrics Monitoring Tracks user access, utilization, and most viewed reports. |
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Custom Field Configuration Admins can add custom fields/attributes to models, workflows, or records. |
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Custom Workflow Designer Users can create/edit workflows to match unique internal processes. |
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Branded User Interface Support Supports custom branding, color schemes, and logos. |
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Multi-language Support System is available in multiple languages for global teams. |
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Accessibility Compliance UI is compliant with accessibility standards (e.g., WCAG 2.1). |
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Mobile Device Compatibility Optimized for tablet and mobile use, or via native app. |
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Help and Guided Tours Includes built-in help, walkthroughs, and onboarding tours. |
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User Feedback and Feature Request Portal Tool for users to submit feedback or feature requests. |
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User Preference Profiles Users can set display, notification, and workflow preferences. |
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Custom Notification Settings Users can tailor notification triggers and formats. |
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Number of Supported Languages Quantifies how many languages are included out of the box. |
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Role-based UI Customization UI dynamically adapts to user's role and typical activities. |
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Self-service Dashboard Customization Users can modify their dashboard layout and displayed metrics. |
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High Uptime Guarantee SLA-backed platform uptime percentage. |
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Horizontal Scalability Can handle increases in users, models, and transactions with minimal delay. |
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Disaster Recovery Protocols Comprehensive, tested disaster recovery and business continuity processes. |
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Load Balancing Support System automatically balances load across infrastructure to maintain performance. |
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Usage Capacity Maximum recommended number of concurrent users. |
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Peak Model Portfolio Size Maximum recommended number of models under management. |
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Automatic Scaling Automatically allocates resources for increased usage. |
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Platform Update Transparency Users are notified of system updates, maintenance, and feature rollouts. |
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Monitoring and Alerting for Downtime Proactive monitoring and alerting in the event of system outages. |
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Failover Infrastructure Redundant hardware/cloud resources ensure service continuity. |
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Batch Processing Speed Average time to process a batch operation (e.g., model import, validation run). |
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Support for Multi-tenancy Can securely host multiple independent client environments. |
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Continuous Backup Frequency Interval at which platform data is automatically backed up. |
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