Matching DS Organizational Maturity to DS Skills to Optimally Grow Your Team Jesse Spencer-Smith, PhD Director of Data Science, Clinical Services Group CONFIDENTIAL – Contains proprietary information. 1 | Clinical Services Group Not intended for external distribution.
HCA Healthcare: Helping more people in more places HCA hospitals care for 162 Hospitals in the U.S. 230,000 employees 20M+ patients annually and 6 in the U.K. • 79,000 nurses • Admissions – 1,800,000 • 47,000 allied health 114 Ambulatory Surgery • Deliveries – 210,000 professionals Centers • ER visits – 7,500,000 • 37,000 affiliated physicians • Physician Clinic Visits – • 3,100 employed physicians 51 Freestanding ERs 8,000,000 & 1,000 practitioners • Surgeries – 1,400,000
Data Science in Practice 1 Organizational Data Science Maturity 3 Data Scientist Skills Inventory 4 Matching Maturity to Skills 5 Deep Solutions 6 Questions and Discussion CONFIDENTIAL – Contains proprietary information. 4 | Clinical Services Group Not intended for external distribution.
2 Maturity Graph Data Science Maturity Models AI In silica Prescriptive Experiments Analytics Causal Analytical Sophistication Modeling NLP Real-time Anomaly Prediction Statistical Detection Modeling Classification Key Driver Forecasting Analyses Retrospective Dashboards Real-time Analyses Monitoring Workflow Adoption
2 Maturity Graph Data Science Maturity Models D accessible, high-quality data Analytical Sophistication E enterprise orientation L analytical leadership T strategic targets A analysts A adoption readiness I infrastructure to run on Workflow Adoption
2 Maturity Graph Data Science Maturity Models Analytical Sophistication Workflow Adoption
2 Maturity Graph Data Science Maturity Models Analytical Sophistication Workflow Adoption
2 Maturity Graph Data Science Maturity Models Analytical Sophistication Workflow Adoption
2 Maturity Graph Data Science Maturity Models Analytical Sophistication Workflow Adoption
2 Maturity Graph Data Science Maturity Models Analytical Sophistication Workflow Adoption
2 Maturity Graph Data Science Maturity Models Analytical Sophistication Workflow Adoption
2 Maturity Graph Data Science Maturity Models Analytical Sophistication Workflow Adoption
2 Maturity Graph Data Science Maturity Models Analytical Sophistication Workflow Adoption
3 Skills Inventory
3 Skills Inventory
3 Skills Inventory
3 Skills Inventory
3 Skills Inventory
3 Skills Inventory
3 Skills Inventory Statistics and Mathematics Statistical modeling Causal modeling Linear algebra Multi-variable calculus Optimization Bayesian statistics
3 Skills Inventory Visualization Best practices Exploratory Data Analysis Programming-based methods Cognitive/Perceptual foundations
3 Skills Inventory Communication Presentations Written reports Accessible style Adaptability Executive presentations
3 Skills Inventory Storytelling Translating Framing
Patient Satisfaction Analysis
Patient Satisfaction CT Scan
3 Skills Inventory Domain Knowledge On-the-job Specialized knowledge
3 Skills Inventory Big Data Technologies Specialized Most do not require
3 Skills Inventory Programming Python R Java Scala (Clojure) GPU frameworks
3 Skills Inventory SQL Some experience essential Self-study Working knowledge Expertise in multiple versions
3 Skills Inventory Machine Learning/Deep Learning Experience with non-class projects Experience with major ML/DL methods Well versed in theory CNNs/RNNs Expertise creating novel deep learning solutions
4 Needs based on Maturity The Guide
4 Needs based on Maturity The Builder
4 Needs based on Maturity The Architect
4 Needs based on Maturity The Visionary
5 Moving to the Next Level Accelerating Time to Value Analytical Sophistication Workflow Adoption
2 Maturity Graph Accelerating Time to Value AI In silica Prescriptive Experiments Analytics Causal Analytical Sophistication Modeling NLP Real-time Anomaly Prediction Statistical Detection Modeling Classification Key Driver Forecasting Analyses Retrospective Dashboards Real-time Analyses Monitoring Workflow Adoption
2 Maturity Graph Accelerating Time to Value AI In silica Prescriptive Experiments Analytics Causal Analytical Sophistication Modeling NLP Real-time Anomaly Prediction Statistical Detection Modeling Classification Key Driver Forecasting Analyses Retrospective Dashboards Real-time Analyses Monitoring Workflow Adoption
2 Maturity Graph Accelerating Time to Value AI Prescriptive Analytics Analytical Sophistication NLP Deep Solutions Anomaly Tools for Analysts and Detection Decision makers Classification Goal: Create 10x Analysts The Toolmaker Workflow Adoption The Wandmaker
Jesse.Spencer-Smith@HCAHealthcare.com CONFIDENTIAL – Contains proprietary information. 45 | Clinical Services Group Not intended for external distribution.
Jesse.Spencer-Smith@HCAHealthcare.com CONFIDENTIAL – Contains proprietary information. 46 | Clinical Services Group Not intended for external distribution.
Jesse.Spencer-Smith@HCAHealthcare.com CONFIDENTIAL – Contains proprietary information. 47 | Clinical Services Group Not intended for external distribution.
Jesse.Spencer-Smith@HCAHealthcare.com CONFIDENTIAL – Contains proprietary information. 48 | Clinical Services Group Not intended for external distribution.
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