Case Studies

  • If it walks like a duck, talks like a duck, it’s a pig… The Confusion Matrix is a Simple Tool for Model Performance

    Third in a Series: Mastering Data Quality for Safe & Scalable AI Saibal Banerjee, PhD and Steven Atneosen, JD Introduction If there’s one tool every data scientist should master, it’s the confusion matrix. Despite its simplicity, it offers unparalleled insight into model performance, including class-wise behaviors, average trends, systemic biases, and types of errors. If…

  • CASE STUDY: Precision Health/Insuretech

    Data savvy precision health reinsurance analytics company leverages tomtA.ai to access all sensitive health data at scale to vastly increase predictive ability value to self-insured employers to determine cost of healthcare for their people Mission: To aid self-insured employers to cut costs and preserve vital class leading healthcare benefits for employees. Problem: No safe access…

  • CASE STUDY: Fintech Collaborator

    Traditional, Legacy Credit Card Company Leverages tomtA.ai to Take On Disruptive Competitors Mission: To aid self-insured employers to cut costs and preserve vital class leading healthcare benefits for employees. Problem: No safe access to vast data at an individual level to properly assess risk Problem of Disruptive InnovationTraditional credit card companies face disruption from smart…