Machine Learning-Driven Patient Clustering & Churn for a Large, National Provider For Autism Support & ABA Therapy

THE BACKGROUND

According to the Autism Support Network, "ABA (Applied Behavior Analysis) is widely recognized as the single most effective treatment for Autism Spectrum Disorder, and the only treatment shown to lead to substantial, lasting improvements in the lives of children with autism."

The healthcare provider for Autism support & ABA therapy has accumulated a wealth of data on its patient, clinicians, treatments, and outcomes. The client desired to leverage this data using machine learning in order to extract patterns leading to patient improvement and to identify intervention mechanisms to positively influence patient outcomes by systematically improving their treatment plans