fintechbenchmark.com: The Fintech Benchmark

Analytics & Modelling Tools

Functionality supporting analysis, modeling, and scenario simulation.

Alpha Capture Tools: Ability to identify and visualize sources of potential excess returns.
Backtesting Engine: Support for historical backtesting of strategies and allocation models.
Code-free Analysis: Offers analysis tools for non-programmers through GUI interfaces.
Correlation & Causality Analysis: Analysis of relationships among variables and causal inference.
Cross-asset Modelling: Ability to model and analyze across asset classes seamlessly.
Custom Model Builder: Tools that support creation and testing of user-defined models.
Factor Analysis: Ability to analyze economic or investment factors.
Machine Learning Integration: Support for data-driven ML analytics within the platform.
Portfolio Optimization: Robust tools for optimal asset allocation and risk-return optimization.
Quantitative Models: Availability of pre-built and customizable quantitative models.
Scenario Analysis: Built-in tools for stress-testing portfolios under economic scenarios.
Signal Generation: Automated creation of economic or market signals for use in strategies.
Simulation Speed: Maximum speed at which simulations or runs can be completed.

Collaboration & Workflow

Facilitating communication and workflow among team members and stakeholders.

Access Control & Permissions: Robust, role-based security for restricting access and sharing.
Activity Notifications: Alerts for changes, comments, or team activity.
Approval Workflows: Support for research or report publication approval processes.
Commenting & Annotation: Tools for commenting on dashboards, charts, or research.
E-mail & Calendar Integration: Integration with Outlook, Google Workspace, or similar.
Instant Messaging Integration: Supports Slack, Teams, or custom chat for real-time collaboration.
Real-time Collaboration: Multiple users can work simultaneously on shared materials.
Shared Workspaces: Ability to create and share project or research workspaces among teams.
Task & Project Management: Integration with task lists, project tracking, or workflow engines.
Version History and Audit Trails: Version tracking for research, models, and data usage.

Cost & Licensing

Pricing structures, transparency, and total cost of ownership factors.

Cancellation Terms Transparency: Clear, upfront terms for cancellation and exit.
Contract Length Flexibility: Options for short-term, annual, or multi-year contracts.
Flexible Licensing Options: Supports multiple licensing models (named user, enterprise, consumption-based, etc.).
Migration Cost Support: Provider assistance or incentives for migration from legacy platforms.
Tiered Feature Bundles: Core vs. premium tiers available to match user needs and budgets.
Transparent Pricing: Clearly published and understandable fee schedules.
Trial or Sandbox Access: Prospective users can try the platform with demo data before purchase.
Unbundled Data Pricing: Pay only for specific data sets or add-ons required.
Usage/Consumption Metering: Ability to track and report on data/feature consumption in real time.
Volume Discount Availability: Discounts available for large contracts or long duration agreements.

Data Coverage

The breadth and depth of economic and financial data sources available within the platform.

Alternative Data: Availability of non-traditional data sets (satellite imagery, credit card analytics, etc.).
ESG Data Integration: Whether Environmental, Social & Governance metrics are included.
Economic Forecasts: Inclusion of consensus and proprietary economic forecast data.
Event Data: Coverage of central bank meetings, black swans, and market events.
Frequency of Updates: How frequently the data sets are updated.
Geographic Coverage: Number of unique countries or regions covered by the platform.
Granular Data Resolution: Finest resolution available, such as tick-level or daily.
Historical Depth: How far back time series data extends.
Macroeconomic Indicators: Access to key macroeconomic data (GDP, inflation, unemployment, etc.) from global sources.
Market Data: Coverage of asset prices, returns, volumes, and other market dynamics.
Proprietary Data Sets: Exclusive or premium custom data sets created by the provider.
Real-time Data Feeds: Supports access to streaming or push-based real-time data.
Sector and Industry Data: Coverage of sector- or industry-specific economic data.
Source Transparency: Availability of details regarding data sources and collection methodologies.

Integration & Interoperability

Supports ingestion and output of data and analytics into the user’s technology stack.

API Access: RESTful or Python/R API for extracting platform data and analytics.
Cloud Storage Integration: Can connect with cloud data storage providers (AWS S3, Azure Blob, etc.).
Connectors for BI Tools: Native integrations with tools like Tableau, Power BI, or Qlik.
Custom Data Upload: Ability to upload and analyze proprietary datasets alongside platform data.
Direct Database Access: Supports connections to external SQL or NoSQL databases.
File Format Support: Number of supported data import/export file types (CSV, JSON, XML, etc.).
Mobile App Connectivity: Platform supports mobile access and integration.
Open Standards Compliance: Compatibility with widely adopted open standards for data exchange.
Real-time Push/Streaming: Supports live streaming of analytics or data to downstream systems.
Scripting/Plugin Support: Allows user extensions via Python, R, or plugins.

Performance & Reliability

Attributes relating to platform scalability, response times, and system uptime.

24/7 Platform Monitoring: Vendor provides round-the-clock platform health monitoring.
Concurrent User Support: Maximum number of users supported at once.
Data Throughput: Maximum volume of data processes per second.
Disaster Recovery RPO/RTO: Recovery Point and Recovery Time Objectives in case of outage.
Page Load Speed: Average time to load key dashboards/reports.
Query Latency: Typical latency for user queries or report refreshes.
Real-time Failover: Automatic failover to redundant systems for high-availability.
Resource Usage Monitoring: Built-in monitoring for platform/system resource usage.
Scaling Capacity: Max number of data series or size of data sets handled.
Uptime Guarantee: Service-level uptime commitment from vendor.

Reporting & Visualization

Features that facilitate creation and distribution of analytical reports and visualizations.

API Report Access: Reports and visualizations accessible via API.
Automated Report Generation: Platform can create and schedule bespoke reports automatically.
Charting & Graphing: Wide range of customizable charts and graphs.
Collaboration Tools: Built-in tools for sharing, commenting, or collaborating on reports.
Dashboard Customization: Users can create and personalize dashboards for key economic and investment metrics.
Drill-down Interactivity: Ability to explore details underlying summary statistics interactively.
Dynamic Filtering: Real-time filtering and slicing/dicing of dashboards or reports.
Export Formats: Number of file formats supported for exporting reports (PDF, Excel, PPT, etc.).
Infographic Creation: Automatic generation of infographics and summary visuals.
Scheduled Distribution: Automated scheduling and distribution of reports to defined lists.
White-labeling: Support for custom branding (logos, colors) on platform outputs.

Research Content & Insights

Provision of curated expert research, thematic, and event-driven insights.

Analyst Access: Direct access to research analysts for Q&A or briefings.
Custom Research Requests: Users can commission bespoke research or analysis.
Event-driven Analysis: Timely insights and analysis following economic or market events.
Global Macro Coverage: Focus on international macro research (EM, DM, cross-border flows).
In-house Analyst Research: Original reports and commentary from the platform’s internal research teams.
Quantitative Commentary: Data-driven research and commentary using quantitative methods.
Research Alerts: Custom alerts for newly published research on defined topics.
Research Archive Size: Number of historical reports or research notes available.
Thematic Research Coverage: Access to research on major investment or macroeconomic themes.
Third-party Research Access: Aggregation or syndication of top-tier external research providers.

Security & Compliance

Measures to safeguard data and ensure regulatory, privacy, and audit compliance.

Audit Logs: Detailed logging of data access, downloads, and user actions.
Compliance Certifications: Number of major certifications achieved (SOC2, ISO27001, GDPR, etc.).
Data Encryption: All data is encrypted at rest and in transit.
Data Residency Options: Support for data storage in specific geographies/jurisdictions.
Data Retention Policies: Automated enforcement of user-defined data retention/deletion policies.
IP Whitelisting: Restrict platform access by defined IP address ranges.
Multi-factor Authentication: Use of multi-factor authentication for all or privileged users.
Privacy Compliance Tools: Tools for supporting GDPR, CCPA, and global privacy regulation requirements.
Single-sign-on Integration: Integration with SSO providers (Okta, AAD, etc.).
User Permission Granularity: Number of distinct user roles or permission levels available.

Support & Training

Resources and services to help users maximize platform value.

24/7 Helpdesk: On-demand access to support via web, phone, or chat at all hours.
Dedicated Account Manager: Assigned point of contact for support and account questions.
Implementation Timeline: Usual time from contract to go-live.
Live Training Sessions: Availability of instructor-led workshops or webinars.
Local Language Support: Number of languages spoken by support teams.
Onboarding & Implementation Support: Availability of guided onboarding and implementation services.
SLA First Response Time: Service level agreement for first support response.
Training Materials: Comprehensive documentation, videos, and how-to guides.
User Feedback Integration: Platform actively incorporates user suggestions in product roadmap.
User Knowledge Base: Searchable library of FAQs, troubleshooting steps, and guides.

User Experience & Customization

Adaptability and ease-of-use of the platform for a wide range of users.

Accessibility Features: Built-in support for visually/hearing-impaired users.
Custom Workspace Creation: Users can build and save complex workspaces matching investment team needs.
Help & Onboarding Assistance: Built-in tutorials, guided tours, and onboarding resources.
Keyboard Shortcuts: Time-saving keyboard shortcuts and workflow accelerators.
Multi-language Support: Number of languages the UI is localized in.
Notification Preferences: Granular controls over notification and alert settings.
Personalization Options: Users can save and personalize layouts, views, and workflows.
Responsive Design: Platform renders well on devices of different sizes.
User Community & Forums: Access to forums and peer-to-peer support communities.
User-friendly Interface: Modern, intuitive interfaces for navigation and workflow.

Economic Research Platforms features explained

for Investment Strategy & Asset Allocation