Data Studio
Powerful data access and data feature management
A powerful unified data management module with advanced big data capabilities. The module can manage a vast amount of connections to structured and unstructured data sources, then automatically compute and store data into recognisable features for future risk analysis by data scientists.
Product Features
| Data Source Management | Designed to work with third-party data sources and accommodate connection policies. Continuous monitoring for data source stability |
| Data Aggregation | Enabling the rapid on-boarding of data source and access configuration for data aggregation through plug-in management |
| Data Aggregate Storage | Storage, backup and versioning of data aggregates to be called by other modules and backtracking |
| Feature Computation | Automatically turn data into features based on predefined algorithms, capable of identifying and handling exceptions |
| Feature Algorithms Management | Edit and update automation scripts against their respective feature on the UI instead of command line |
| Computation & Call Record | Store and manage feature computation records and call records for investigation and backtracking |
| Automated Feature Extension | Provide automated feature extension and variable selection capabilities and effectiveness comparison |
Product Advantages
- Supports connection and data aggregation to a wide range of data sources, including credit bureau, basic demographic, travel history, telecommunication, social media, eCommerce & consumption, web browsing, geo-location, access channel and more
- Data aggregation done in isolation and does not impact other data sources
- Internal connection done via normalised APIs to remove variance in different data sources
- Various configurable policies for data connection management and supports auto-switchover between data sources on the same dimension
- Effective data acquisition cost reduction by tagging data aggregation with validity period and sequencing data call flow
- Complete edit and update algorithm-based automation scripts for feature computation on GUI and apply them in real-time
- Provide feature set aggregation capability for simpler use
- Fully automated feature computation according to pre-defined workflow
- Features can be cached and a validity period defined
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