Matching DS Organizational Maturity to DS Skills to Optimally Grow - - PowerPoint PPT Presentation

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Matching DS Organizational Maturity to DS Skills to Optimally Grow - - PowerPoint PPT Presentation

Apr 08, 2023 165 likes •651 views

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

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1 | Clinical Services Group

CONFIDENTIAL – Contains proprietary information. Not intended for external distribution.

Matching DS Organizational Maturity to DS Skills to Optimally Grow Your Team

Jesse Spencer-Smith, PhD Director of Data Science, Clinical Services Group

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HCA Healthcare: Helping more people in more places

HCA hospitals care for 20M+ patients annually

  • Admissions – 1,800,000
  • Deliveries – 210,000
  • ER visits – 7,500,000
  • Physician Clinic Visits –

8,000,000

  • Surgeries – 1,400,000

230,000 employees

  • 79,000 nurses
  • 47,000 allied health

professionals

  • 37,000 affiliated physicians
  • 3,100 employed physicians

& 1,000 practitioners

162 Hospitals in the U.S. and 6 in the U.K. 114 Ambulatory Surgery Centers 51 Freestanding ERs

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4 | Clinical Services Group

CONFIDENTIAL – Contains proprietary information. Not intended for external distribution.

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

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication Analyses Retrospective Dashboards Real-time Monitoring Forecasting Key Driver Analyses Real-time Prediction Statistical Modeling Causal Modeling Anomaly Detection NLP Classification Prescriptive Analytics In silica Experiments AI

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication

D accessible, high-quality data E enterprise orientation L analytical leadership T strategic targets A analysts A adoption readiness I infrastructure to run on

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication

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Data Science Maturity Models

2 Maturity Graph

Workflow Adoption Analytical Sophistication

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3 Skills Inventory

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3 Skills Inventory

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3 Skills Inventory

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3 Skills Inventory

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3 Skills Inventory

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3 Skills Inventory

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Statistics and Mathematics Statistical modeling Causal modeling Linear algebra Multi-variable calculus Optimization Bayesian statistics

3 Skills Inventory

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Visualization Best practices Exploratory Data Analysis Programming-based methods Cognitive/Perceptual foundations

3 Skills Inventory

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Communication Presentations Written reports Accessible style Adaptability Executive presentations

3 Skills Inventory

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Storytelling Translating Framing

3 Skills Inventory

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Patient Satisfaction Analysis

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Patient Satisfaction CT Scan

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Domain Knowledge On-the-job Specialized knowledge

3 Skills Inventory

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Big Data Technologies Specialized Most do not require

3 Skills Inventory

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Programming Python R Java Scala (Clojure) GPU frameworks

3 Skills Inventory

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SQL Some experience essential Self-study Working knowledge Expertise in multiple versions

3 Skills Inventory

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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

3 Skills Inventory

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4 Needs based on Maturity

The Guide

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4 Needs based on Maturity

The Builder

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4 Needs based on Maturity

The Architect

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4 Needs based on Maturity

The Visionary

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Accelerating Time to Value

5 Moving to the Next Level

Workflow Adoption Analytical Sophistication

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Accelerating Time to Value

2 Maturity Graph

Workflow Adoption Analytical Sophistication Analyses Retrospective Dashboards Real-time Monitoring Forecasting Key Driver Analyses Real-time Prediction Statistical Modeling Causal Modeling Anomaly Detection NLP Classification Prescriptive Analytics In silica Experiments AI

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Accelerating Time to Value

2 Maturity Graph

Workflow Adoption Analytical Sophistication Analyses Retrospective Dashboards Real-time Monitoring Forecasting Key Driver Analyses Real-time Prediction Statistical Modeling Causal Modeling Anomaly Detection NLP Classification Prescriptive Analytics In silica Experiments AI

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Accelerating Time to Value

2 Maturity Graph

Workflow Adoption Analytical Sophistication Anomaly Detection NLP Classification Prescriptive Analytics AI Deep Solutions Tools for Analysts and Decision makers Goal: Create 10x Analysts

The Toolmaker The Wandmaker

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45 | Clinical Services Group

CONFIDENTIAL – Contains proprietary information. Not intended for external distribution.

Jesse.Spencer-Smith@HCAHealthcare.com

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46 | Clinical Services Group

CONFIDENTIAL – Contains proprietary information. Not intended for external distribution.

Jesse.Spencer-Smith@HCAHealthcare.com

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47 | Clinical Services Group

CONFIDENTIAL – Contains proprietary information. Not intended for external distribution.

Jesse.Spencer-Smith@HCAHealthcare.com

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48 | Clinical Services Group

CONFIDENTIAL – Contains proprietary information. Not intended for external distribution.

Jesse.Spencer-Smith@HCAHealthcare.com