Business Intelligence and H Healthcare lth MHPW 2010, 15-16 - - PowerPoint PPT Presentation
Business Intelligence and H Healthcare lth MHPW 2010, 15-16 - - PowerPoint PPT Presentation
Business Intelligence and H Healthcare lth MHPW 2010, 15-16 February Eindhoven, the Netherlands Information Systems Group Uzay Kaymak Overview Goal: discuss role of business intelligence (BI) in the healthcare in relation to information
Overview
Goal: discuss role of business intelligence (BI) in the healthcare in relation to information systems y Outline Outline
- Affordability of healthcare
B i i t lli
- Business intelligence
- BI in the healthcare
- Role of BI in the healthcare
- Possible directions for research
Possible directions for research
- Conclusions
Dutch Health Expenditure
Source: CBS
Growth of Dutch Health Expenditure
Source: World Health Organization
Growth of Elderly Population
Source: World Health Organization
Business Intelligence
From data to information to knowledge
- Definition:
Business intelligence is composed of methods that Business intelligence is composed of methods that enhance efficiency and facilitate decision making by integrating information and processes with the use integrating information and processes with the use
- f tools that transform data into useful and
actionable information. actionable information.
Many Success Stories
- Real-time business intelligence solution at Continental
Airlines (CA): CA uses business intelligence to gather ( ) g g and store data from the flight manifest, customer information, reservation data, departure times, gate p g locations and real-time flight data in a data warehouse. Continental’s analytical toolset combines the data, determines which passengers will miss a connecting flight and combines this information with customer data to determine whether special arrangements have to be made to best help these customers. (Wixom, 2008).
Business Intelligence Systems
Reporting and Reporting and visualization Data integration Analytics
Azvine et al. (2005)
Analytics Capability
What’s the best that can happen? What if these trends continue? What will happen next? Why is this happening? What if these trends continue? What actions are needed? Where exactly is the problem? What happened? How many, how often, where?
Source: SAS
Crisp-DM Data Mining Framework
Reporting
- Summarization
- Visualization
- Dashboards
- Monitoring
- Definition of KPI’s
BI Framework for Healthcare
Mettler & Vimarlund (2008)
Benefits of BI in Healthcare
Information
- Reduction in time and effort
Information
- Reduced amount of referrals
- Improvement in documentation
- Reduction in time and effort
spent on KPI tracking
- Time savings from integration of
Improvement in documentation and archive quality and usability
- Executive dashboard (monitoring
g g processes ( g
- f operational performance)
- Possibility of data analysis to
id tif d di t t d Costs
- Implementation of dashboards
hi h di l d ti it d identify and predict trends Effi i which display productivity and quality metrics
- Improved decision making for
Efficiency
- Improved scheduling and
responsiveness
- Improved decision making for
achieving strategic objectives responsiveness
- Decreased no show rate
Examples
- Awareness
(definition of KPI’s) (definition of KPI s)
- Benchmarking
- Benchmarking
- Advanced planning
- Advanced planning
and scheduling
Business Drivers for BI in Healthcare
Does IT Really Reduce Costs?
- Thomas et al. (2009)
- Telemedicine for ICU patients does not reduce mortality
Telemedicine for ICU patients does not reduce mortality
- r costs
- Himmelstein et al. (2010)
Computerization quantified by number of Computerization quantified by number of applications
- No evidence of savings on clinical or administrative
No evidence of savings on clinical or administrative costs
- Some evidence of slight improvement in quality of care
Some evidence of slight improvement in quality of care
Role of BI
Ad-hoc medicine Clinical decisions Process Medicine Patient pathways
- Clinical decisions
- Specialists
- Patient pathways
- Also practitioners
- Variable/flexible
Problem sol ing
- Repeated/structured
Val e addition
- Problem-solving
- DSS, expert systems
- Value addition
- WfMS, PAIS
p y
- Exploration
- Optimization
Business Intelligence Systems BioMedical Technology
Favorable Evidence for IT
- Garg et al. (2005)
- Clinical DSS improve practitioner performance
Clinical DSS improve practitioner performance
- Deveraj & Kohli (2000)
- Deveraj & Kohli (2000)
- Business process reengineering needed to reduce
costs improve quality and increase patient satisfaction costs, improve quality and increase patient satisfaction
Amarasingham et al (2009)
- Amarasingham et al. (2009)
- Computerized patient records improve profitability
potential and quality potential and quality
Digitize Your Data!
21
Business Process Redesign
Workflow Management Benefits
0 08 0.07 0.08 0.05 0.06 0.03 0.04 0.01 0.02 Without workflow With workflow
Concept maps
- Maps that show related terms in a knowledge field
- Concepts that appear in the same document are
Concepts that appear in the same document are assumed to be (semantically) related
- Co-occurrence as association measure:
- Co-occurrence as association measure:
ij
c N a
jj ii j ij
c c N a ⋅ =
- Using the association measure, concepts can be
visualized in a 2-d space, such that the closer two terms, the more related they are
Case Study: corpus selection
- Abstracts of scientific papers indexed by ISI Web of
Science
- Search query:
(“information system” OR “information systems” OR “information management” OR “information g technology” OR “information technologies” OR “e- health” OR telemedicine OR “ICT”) AND (“health ) ( care” OR healthcare)
Concept Map View
Concept Density View
Cluster Density View
Detail View Information Systems
IS Concepts
Conclusions
- Healthcare industry is going through a large
transformation due to extensive use of IT (comparable to the introduction of ERP in production industry a couple of decades ago) y p g )
- Business intelligence is a key technology to extend
Business intelligence is a key technology to extend the reach of process medicine
- Research should investigate integration of BI
systems and PAIS systems and PAIS
Acknowledgements
- Nees Jan van Eck
- Ludo Waltman
- Geert Dela Haije
- Arno van den Berg