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Follow us on Twitter @eHealthQLD Data Analytics in Healthcare Dr Richard Ashby Chief Executive / Chief Information Officer eHealth Queensland Health Data Analytics Conference – October 2017

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Page 1: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Data Analytics in Healthcare

Dr Richard Ashby

Chief Executive / Chief Information Officer

eHealth Queensland

Health Data Analytics Conference – October 2017

Page 2: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Data analytics in healthcare

Advanced health analytics is one of the hottest topics in healthcare today!

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Page 3: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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“Health analytics is the use of data, technology and quantitative and qualitative methods aimed at gaining insight for making informed decisions to improve health outcomes and health system performance”

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NSW Health 2016

Page 4: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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History of health analytics

• ‘Founder of modern nursing’

• Crimean War 1854

• Popularised the graphical presentation of statistical data, especially around infection, sanitation, nutrition, etc.

• Mortality 40% 10%

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Florence Nightingale

Page 5: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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History of health analytics

• Founder of outcomes management in patient care

• ‘End results cards’

– Demography

– Diagnosis

– Treatment

– Outcome

• Morbidity and mortality conferences

• Advocated publication

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Ernest Codman

Page 6: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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History of health analytics

Descriptive analytics – “What happened”

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1914 - 2005

Page 7: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Contemporary development and concepts

• Predictive analytics

• Prescriptive analytics

• Big data / small data

• Augmented intelligence / Swarm intelligence

• Machine learning

• Visualisation / virtualisation

• Gamification

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Page 8: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Adoption model

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Page 9: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Adoption model

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Page 10: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Data analytics and business intelligence

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Foundations

Data sources

Data warehousing

Data delivery

Information

Insight

Information management and Governance | Security and Privacy | Organisation, roles, capability | Technology

Page 11: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Use case: Princess Alexandra Hospital

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Page 12: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Health analytics - PAH

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Traditional descriptive analytics of:

Department level

Division

HospitalFTE Access

Efficiency Quality

Page 13: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Performance Explorer

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Page 14: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Performance Explorer

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Page 15: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Payroll Dashboard

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Page 16: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Management Information System

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Page 17: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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System Performance Reporting

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Page 18: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Health analytics - PAH

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Page 19: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Benchmarked• Department peers• National Peer

Group

Health analytics - PAH

By:

• Activity

• LOS

• Complication rates

• Readmission rates

• Other (e.g. LWs)

+ 360° peer survey

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At the individual doctor level (SMPR)

Main data source: Health Round Table

Page 20: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Health analytics - PAH

• Bed management (patient flow)

• Early warning tools (clinical deterioration)

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Predictive analytics

Page 21: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Health analytics - PAH

• Advanced decision support and reporting (e.g. 3D vector imaging –IBM Watson)

• Standardised Care Plans – use and variation

• Command Centre / Virtual Hospital

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Prescriptive analytics

Page 22: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Health analytics - PAH

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New ieMR enabled dashboards – disease and therapeutics

Page 23: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Health analytics - PAH

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Dashboards – Departmental Management

Page 24: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Health analytics - PAH

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Streaming analytics Edge centric decision making

Change care delivery

prospectively to prevent harm

Page 25: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Clinical governance scorecard

Health analytics - PAH

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Page 26: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Health analytics - PAH

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Clinical governance - National Safety and Quality Standards

Page 27: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Health analytics

• Command centre

• Automated registries (Cancer, trauma, etc.)

• Augmented Intelligence / Swam Intelligence

• Data fusion

• Etc.

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Future

Page 28: Data Analytics in Healthcare - HISA · Data analytics in healthcare Advanced health analytics is one of the hottest ... • Big data / small data • Augmented intelligence / Swarm

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Data analytics in healthcare

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Conclusion