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Steve Bennett, Ph.D.Director, Global Government Practice
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3 attempts to digitize the process; $106 million total spent.
Research estimates that only 5% of large Federal IT projects in the last decade have succeeded.
Of the rest, 41% were considered failures and canceled before they were turned on.
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Digital Transformation (DX)
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Digital Transformation (DX)
Key Driver: Legacy systems constraining innovation
Objectives:• Improve performance• Improve outcomes• Citizen-centricity
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Digital Transformation (DX)
Key DX competencies:
• Technology and Process: Back-office integration• Information and Data: Analytics• Emerging Technology: RPA and Artificial Intellgence
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Back-office Integration
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Analytics
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Analytics is the scientific process of transforming data into insights for decision making.
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The analytics economy
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What business and agency leaders are saying about their analytics programs?
86%Of executives say their organizations have been at best only somewhat effective at
meeting the goals of their data & analytics programs, including more than ¼ who say they’ve been ineffective.
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PEOPLE PROCESS
TECHNOLOGY
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No established analytics culture
Talent gap
Skillset silos
PEOPLE PROCESS
TECHNOLOGY
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Business silos
Governance and regulation
Accidental analytic strategy
PEOPLE PROCESS
TECHNOLOGY
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Infrastructure limitations
Fragmented environments
Barriers to asset promotion
PEOPLE PROCESS
TECHNOLOGY
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Right-timeAnalytics
deployment
Scalingup
Packageversioning
Assetgovernance
Model inventory& management
SLAs
Content silos
Collaboration
IP retentionConsistentquality
Automation
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So, where do we go from here?
Transitioning to the next phase of analytics…
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Market Observation
Productivity Platform
1980’s onwards
Operational Platform
E R P S u p p l y
C h a i n
F i n a n c e
M R P
C R M H R
1990’s onwards
Big Data...
2000’s onwards
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Market Observation
Productivity Platform
1980’s onwards
Operational Platform
E R P S u p p l y
C h a i n
F i n a n c e
M R P
C R M H R
1990’s onwards
Analytics Platform
2017 onwards
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Analytics Platform
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Analytics Platform for DX – DataProducing data that cultivates analytics assets
ACCESS
Connect to data
Build views
INTEGRATE CLEANSE GOVERN
ProfileIdentifyStandardizeMatch
Explore lineage
Monitor
Enforce policies
Join, merge, transform
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REPORT EXPLORE FORECAST OPTIMIZEPREDICT
BUSINESS INTELLIGENCE
DATA DISCOVERY
TIME SERIES FORECASTING
MACHINE LEARNING & AI
OPERATIONS RESEARCH
DATA & TEXT MINING
CLASSICAL STATISTICS
Analytics Platform for DX – DiscoveryBuilding analytics that solve any question
AUTOMATE
GOVERN & EMBED
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CENTRALLY MANAGE
CREATE EFFICIENCIES
CONTROL & ADJUST EXPEDITE ANSWERS
GOVERN EMBED MONITOR AUTOMATE
Analytics Platform for DX – DeploymentRealize the value from analytics assets in action
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Emerging Technology: Artificial Intelligence
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1956 – Artificial Intelligence is born
“Every aspect of learning or any other feature of intelligence can in principle be so precisely described that a machine can be made to simulate it.“ – John McCarthy
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1959 – Machine Learning defined
“Machine learning is the field of study that gives computers the ability to learn without being explicitly programmed” – Arthur Samuel
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GoMost complex game in existence
10172 board combinations(1082 atoms in the universe)
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Machine Learning
Deep Learning
Artificial Intelligence
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Machine Learning
Categorize or catalog like people or things
Predict likely outcomes based on identified patterns
Identify previously unknown patterns and relationships
Maximize a reward or goal be evaluating the result
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Deep Learning
Build systems that mimic the human brain – neural networks
Complete opposite approach of the previous AI approaches
Computer learns by itself rather than being programmed for expertise
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Facial Recognition
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Optimal Deployment of Operational Resources
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Pattern Recognition: Terrorism or Organized Crime Networks
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Anomaly Detection
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Process Automation
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Digital Transformation (DX)
Examples
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United Nations – Disaster Response
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U.S. State of North Carolina: CJLEADS
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Rijkswaterstaat, Netherlands
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Health Canada
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U.S. Air Force
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STAR, Denmark
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Child Safety
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Ministry of Social Development, New Zealand
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Getty Creative Number: 614083310
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VuMC, Amsterdam
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Digital Transformation (DX)
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@AnalyticSteve
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