Atyeti is a leader in data systems and analytical thinking within the asset management and regulatory space. For 14 years Atyeti has been providing solutions that leverage our expertise in engineering, data analysis, and a deep understanding of the banking industry to provide powerful insights and automation tools to our clients.
"Data analysis, and a deep understanding of the banking industry to provide powerful insights and automation tools to our clients."
Solution Overview
- Stakeholders register a new control with the RAD UI, upload sample data and set configuration.
- Sample data is validated, and an analytic plan built. Instructions for delivering data is provided.
- Per specified schedule, new data is ingested, validated and transformed. Any exceptions are reported and handled according to configuration.
- All models are trained and tested using on-demand clusters, and report is generated.
- Stakeholders submit feedback either in Tableau using a write-back feature, or uploaded as notes in Excel. This feedback is stored for the next training cycle.
An automated approach to regulatory anomaly detection
Major Development Milestones
- Infrastructure/ DevSecOps/ DataOps /MLOps : Streamlined tooling, on-demand scalable compute, end-to-end data security, CI/CD automation, QA automation, ML CM/CT/CD automation, regional data isolation control, VCP and networking.
- Data Validation/ ETL : Automated schema-based expectation generation, outlier detection, and transformation.
- Supported Models/ Continuous Training/ Deployment : Build out of library of supported statistical and learning models, expert ruleset for model selection, custom auto-ensemble-ML, automated prediction distribution analysis setup, CM/CT/CD.
- Data Management / Governance : Data quality automation, data security, data legacy tracking, storage and retrieval, automated pipeline orchestration, data retention / archival process.
- Management/ Feedback UI : Visualization write-back capability, online feedback submission, feedback consumption and management, progressive shift to feedback-based training.
- Analytic Planning/ Control Init : System administration UI, control creation, management and monitoring, exception resolution, report generation, analytic plan generation, data submission analysis.