1. Spatial Information and Urban Analytics for Smart City Policy.
Erasmus centre for data analytics
Spatial Information and Urban Analytics for Smart City Policy.
Gerrit schipper
Executive director

2. Artificial Intelligence
The impact of big data
Augmented
Human
Physics
Artificial Intelligence
Augmented
Human
Intelligence
ROBOTICS
DECISION
SUPPORT
SOLUTIONS

3. Artificial Intelligence
W. Edwards Deming
“in god we trust, all others bring data.’
The impact of big data
Big Data
Artificial Intelligence

4. “big data is not about big data; it is about analytics”
Professor Gary King
Harvard University
An organisation will not be capable of making the best possible decisions without data.
This implies that all organisations have to invest in data analysis competence if they want to sustain our generation and those that follow.
The RELEVANCE of BIG DATA versus DATA Analytics
* Gary King, Harvard University, making the point that while data is plentiful and easy to collect, the real value is in the analytics.

5. “smart communities are beyond urban Analytics”
Professor Gary King
Harvard University
INSIGHT
DECISION
ACTION
Analytics that help in understanding: “What happened?”
Analytics that help in anticipating;
“What will happen?”
Analytics that help in responding:
“What to do when it happens?”
DESCRIPTIVE
Analytics
PREDICTIVE
Analytics
PRESCRIPTIVE
Analytics
Classification method JBR 2017
DIAGNOSTIC
Analytics
PRE-EMPTIVE
Analytics
Analytics that help in comprehending;
“Why is it happening?”
Analytics that help in acting;
“How to prevent it from happening?”
Classification of analytical methods, Journal of Business Research 70
(2017)

6. “smart communities are beyond urban Analytics”
Professor Gary King
Harvard University
INSIGHT
DECISION
ACTION
Analytics that help in understanding: “What happened?”
Analytics that help in anticipating;
“What will happen?”
Analytics that help in responding:
“What to do when it happens?”
DESCRIPTIVE
Analytics
PREDICTIVE
Analytics
PRESCRIPTIVE
Analytics
Wisdom means taking decisions today, that are still good tomorrow ....
Data
Information
Knowledge
Wisdom
KNOWLEDGE well-applied is WISDOM, not well-applied is FOOLISNESS. This is quite a CHALLENGE
INQUISITIVE
Analytics
PRE-EMPTIVE
Analytics
Analytics that help in comprehending;
“Why is it happening?”
Analytics that help in acting;
“How to prevent it from happening?”
Classification of analytical methods, Journal of Business Research 70
(2017)

7. Leadership challenges with big data and analytics
Data Acquisition & Warehousing
Data Mining & Cleansing
Velocity
DATA
Challenges
group of challenges related to the characteristics of the data itself
PROCESS
Challenges
Include all those challenges encountered while processing the data
MANAGEMENT
Challenges
tackle e.g. the privacy, governance and lack of skills related to analysing and understanding data
Strategy / agility
Volume
Cost/Operational Expenditures
Business Case & Models
Variety
Data Sharing
Visualisation
Data Ownership
Data Governance
Value
Security
Veracity
Ethics
Variability
Data Integration
Analysis & Modelling
Privacy
Data Aggregation
Data
Information
Knowledge
Wisdom
Classification of Big Data Challenges, Journal of Business Research 70
(2017)

8. Leadership challenges with big data and analytics
Data Acquisition & Warehousing
Data Mining & Cleansing
Velocity
DATA
Challenges
group of challenges related to the characteristics of the data itself
PROCESS
Challenges
Include all those challenges encountered while processing the data
MANAGEMENT
Challenges
tackle e.g. the privacy, governance and lack of skills related to analysing and understanding data
Strategy / agility
Volume
Cost/Operational Expenditures
Business Case & Models
Variety
Data Sharing
Visualisation
Data Ownership
Data Governance
Value
Security
Veracity
Ethics
Variability
Data Integration
Analysis & Modelling
Privacy
Data Aggregation
How can we leverage spatial info and urban analytics wisely to improve policy-making in complex smart city environments?
Data
Information
Knowledge
Wisdom
Classification of Big Data Challenges, Journal of Business Research 70
(2017)

9. Spatial Information and Urban Analytics for Smart City Policy
How can we leverage spatial info and urban analytics wisely to improve policy-making in complex smart city environments?
Spatial information is the digital connection between location, people and activities. [CRCSI ]
Spatial information is any informaton with a direct or indirect reference to a specific location or geographical area. [CSO]
Urban Analysis focuses on the understanding of the spatial differentiation and organization of demographic, social, and economic processes shaping cities. 
Artificial
Intelligence
DECISION
SUPPORT
SOLUTIONS
ROBOTICS

10. Spatial Information and Urban Analytics for Smart City Policy
How can we leverage spatial info and urban analytics wisely to improve policy-making in complex smart city environments?
Urban growth and decline are spatially-conditioned processes,and the outcome at one location is partially affected by events at other locations.
Spatial statistics for urban analysis: Paez et al, McMaster University, Ontario;
Geojournal 2014; Available from: 
Artificial
Intelligence
DECISION
SUPPORT
SOLUTIONS
ROBOTICS

11. Spatial Information and Urban Analytics for Smart City Policy
How can we leverage spatial info and urban analytics wisely to improve policy-making in complex smart city environments?
Smart cities governance need a holistic approach to assessing urban participatory policy making
Smart cities governance: Castelnovo et al, University of Isurbria, Varese, Italy;
Social Science Computer Review 2015; Available from: 
Artificial
Intelligence
DECISION
SUPPORT
SOLUTIONS
ROBOTICS

12. Spatial Information and Urban Analytics for Smart City Policy
How can we leverage spatial info and urban analytics wisely to improve policy-making in complex smart city environments?