01.

Prediction
Models

Quickly spin up state-of-art prediction models
that deliver unprecedented accuracy and
highlight the actions that inflect results.

Data science is a tangle of methods, processes, and algorithms – none of which is appropriate for every analysis or prediction scenario. Allium plies decades of real-world prediction experience to match our clients’ most challenging questions with the most efficient, fruitful, and reliable AI/ML approaches to finding the answers.

Library of Ready-to-Deploy Models

Some questions have already been answered. Allium clients can access a variety of pre-trained, configurable, high-power predictive models and pipelines, which are deployed and continuously refined across a shared-learning network.

Sample categories of ready-to-deploy models and pipelines in the Allium library:

• Individual-level clinical risks (including SDoH vectors

• Individual-level major health events

• Individual-level learning and engagement styles

• Individual-level health plan renewal levers

• Individual-level health purchasing decisions in the face of Covid-19

• Facility-level Flu-driven volume surge (7 to 30 days in advance)

• Facility-level daily visits (up to 90 days in advance)

• Facility-level daily staffing requirements (up to 90 days in advance)

Bespoke Prediction Models

Perhaps nowhere is Allium’s excellence more distinctive than in our design and production of novel, high-powered predictive models. We partner with clients to codify and streamline their core performance question(s), taking into consideration input from clinical, business, and technical stakeholders. Our disciplined, staged model production process maintains focus on the most promising predictive approaches. We incubate and refine predictive models in a fraction of the time it takes to execute similarly scoped projects in-house.