Predictive Analytics, Implementation, & Governance
Comprehensive framework for model development, review & validation, implementation, enhancement and enterprise model management & governance
Solution Offerings
Model Development
Framing of model objective function
Model development, evaluation of various techniques Comprehensive model development documentation
Model Interpretation
Model outcome interpretation using Explainable AI techniques like SHAP & LIME
Assessment of model bias, and recommendations on corrective actions
Model Review & Validation
Independent model review and validation
Model review documentation with observations and recommendations
Model Implementation
Development of model production scripts
Guidance on model implementation including test control/ champion-challenger setup
Model Refinement & Enhancement
Recalibration & refinement
Enhancement of models leveraging the power of external alternative data sources
Model Management & Governance
Integrated scorecard management platform to capture details on all in-production models for internal audit review and senior management oversight
Benefits of Engaging Us
Our robust model design along with right application of statistical techniques for data treatment, transformation, feature selection and model fitting results in higher accuracy and model stability
We provide clear and accurate explanation of model outputs to ensure fairness, transparency and trust, in contrast with the “black-box” approach
We will utilize our comprehensive framework for review of model assumptions, in-time and out-of-time validation to ensure appropriate usage of models
We provide end-to-end model implementation support with production ready scripts, test control set-up and post implementation performance tracking
We will help refine your existing models using data transformation & feature engineering and enhance with external and alternative data attributes
Our integrated scorecard management platform for efficient model maintenance and governance ensures models are always relevant and regulatory compliant