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David De Roure
 @dder


Emerging forms of
Data and Analytics
DIRECTOR, UNIVERSITY OF OXFORD E-RESEARCH CENTRE
Emerging forms of…
Data
ChristineBorgman
Engineering	
Cyber	
Linguis.cs	
English	
Oxford	
Mar.n	
School	
Saïd	
ARC	 IT	Services	
ECI	Geography	 SKA	
CUDA	
Physics	
Computer	
Science	
Maths	
History	
Oxford	
Internet	
Ins.tute	
Music	
Archaeology	
Classics	
Zoology	
Museums	
Wolfson	
Law	
Bodleian	
Libraries	
Pharmacology	
Biochemistry	
TORCH	DH
Energy Efficient
Computing
Infrastructure
(STFC)
De-identified admin
(inc. health) data
Business
data
Open data
(public sector)
Social media
data
Research
data
Longitudinal
survey data
Open data
Securely held data
Environment
data
Business and LG Data
Research Centres
(ESRC)
Admin Data Research
Centres (ESRC)
High Performance
Data Environment
(NERC)
Clinical
data
Medical Bioinformatics (MRC)
Understanding Populations
(ESRC)
Clinical Practice Datalink
(MHRA, NIHR)
100,000 Genome Project NHS)
Research Data Facility (EPSRC)
European Bioinformatics
Institute (EMBL)
Bioscience E-Infrastructure
(BBSRC)
Square Kilometre Array (STFC)
Digital Transformations
(AHRC)
Archive
data
Open Data
Institute
Commercial
Research
Understanding Populations
(ESRC)
New Research Questions
▶ Social media data offers
the possibility of studying
social processes as they
unfold at the level of
populations, as an
alternative to traditional
surveys or interviews.
▶ The data from social media
is described as "qualitative
data on a quantitative
scale" and requires
innovative analysis
techniques.
Social media data and
real time analytics
https://twitter.com/CR_UK/status/446223117841494016/
Some people's smartphones
had autocorrected the word
"BEAT" to instead read
"BEAR".
"Thank you for choosing an
adorable polar bear," the
reply from the WWF said.
"We will call you today to set
up your adoption."
http://www.bbc.com/news/technology-26723457
http://www.parliament.uk/business/committees/committees-a-z/commons-select/science-and-technology-committee/news/report-responsible-use-of-data/
theODI.org
Social Media Triangle
social media
data and
analytics
social media for
engagement with
research
social media
as a subject
of research
Sam McGregor
New Forms of Data
▶ Internet data, derived from social
media and other online interactions
(including data gathered by
connected people and devices, eg
mobile devices, wearable
technology, Internet of Things)
▶ Tracking data, monitoring the
movement of people and objects
(including GPS/geolocation data,
traffic and other transport sensor
data, CCTV images etc)
▶ Satellite and aerial imagery (eg
Google Earth, Landsat, infrared,
radar mapping etc) http://www.oecd.org/sti/sci-tech/new-data-for-
understanding-the-human-condition.htm
Emerging forms of…
Risk
A rehearsal for the future
▶  The Internet of Things
describes a world in which
everyday objects are
connected to a network so that
data can be shared
▶  But it is really as much about
people as the inanimate object
▶  It is impossible to anticipate
all the social changes that
could be created by connecting
billions of devices
https://www.gov.uk/government/publications/internet-of-things-blackett-review
There is no such thing as the Internet of Things
There is no such thing as a closed system
Humans are creative and subversive
The Rise of the Bots A Swarm of Drones
Accidents happen (in the lab, bin)
Holding machines to account Software vulnerability
Where are the throttle points?
@dder
PETRAS Privacy, Ethics, Trust, Reliability, Acceptability, and Security
for the Internet of Things
•  The fusion of the cyber, physical and human elements
•  Scale: from 1mm3 devices to large infrastructure systems
•  Managing devices throughout their (decades long) lifetimes
•  New and evolving threat landscape
•  Continue to operate when partially compromised
The Challenges are numerous
•  Safety vs Security
•  Security vs Efficiency
•  Hardening vs Adaptive Response
Tradeoffs
Data Detect Store AnalyticsFilter Analysts
Emerging forms of…
Analytics
More	people	
More	machines	
Data	Deluge	
HPC	
	
	
Conven.onal	
Computa.on		
Emerging	
Data	and	
Analy.cs	
	
Social	
Networks	
Science	2.0	
e-Science	
Internet	of	Things	
Social	Machines	
Web	Science	
Big	Data	 Machine	learning				AI
Real life is and must be full of all kinds of social
constraint – the very processes from which society
arises. Computers can help if we use them to create
abstract social machines on the Web: processes in
which the people do the creative work and the
machine does the administration... The stage is set
for an evolutionary growth of new social engines.
The ability to create new forms of social process
would be given to the world at large, and
development would be rapid.
Berners-Lee, Weaving the Web, 1999 (pp. 172–175)
Social Machines
Scientists
Talk
Forum
Image
Classification
data reduction
Citizen Scientists
“Panoptes has been designed so
that it’s easier for us to update
and maintain, and to allow
more powerful tools for project
builders. It’s also open source
from the start, and if you find
bugs or have suggestions about
the new site you can note them
on Github (or, if you’re so
inclined, contribute to the
codebase yourself).”
"	
http://blog.zooniverse.org/2015/06/29/a-whole-new-zooniverse/
http://monsterspedia.wikia.com/wiki/File:Argus-Panoptes.jpg
Panoptes
Ecosystem	
Perspec.ve	
•  We see a community of
living, hybrid organisms,
rather than a set of
machines which happen to
have humans amongst
their components
•  Their successes and
failures inform the design
and construction of their
offspring and successors
time
Social Machine instances
 @dder
Observer of
one social
machine
Observers using third
party observatory
Observer of
multiple social
machines
Human
participants in
Social
Machine
Human participants in
multiple Social Machines
Observer of Social
Machine infrastructure
1	
4	
2	
3	
5	
6	
SM
SM
SM
Social Machine
Observing Social
Machines
7	
@dder
De Roure, D.,
Hooper, C., Page,
K., Tarte, S., and
Willcox, P. 2015.
Observing Social
Machines Part 2:
How to Observe?
ACM Web Science
Methods	of	Observa.on	
Tarte, S. Willcox, P., Glaser, H. and De Roure, D. 2015. Archetypal Narratives
in Social Machines: Approaching Sociality through Prosopography. ACM Web
Science 2015.
Tiropanis, T., Hall, W., Shadbolt, N., De Roure, D., Contractor, N. and
Hendler, J. 2013. The Web Science Observatory, IEEE Intelligent Systems
28(2) pp 100–104.
Understanding the design
and emergent behaviours of
co-created sociotechnical
constructions at scale
Macroscope
Observatory
Prosopography
Emerging forms of…
Scholarship
Edwards, P. N., et al. (2013) Knowledge Infrastructures: Intellectual Frameworks and Research
Challenges. Ann Arbor: Deep Blue. http://hdl.handle.net/2027.42/97552
A computationally-enabled
sense-making network of
expertise, data, software,
models and narratives
Big Data, in a
Big Data Centre
The	R	Dimensions	
reproducible	repeatable	replicable	reusable	
referenceable	retrievable	reviewable	rerunnable	
replayable	re-interpretable	reprocessable	
recomposable	reconstructable	repurposable	
reliable	respecXul	reputable	revealable	
recoverable	restorable	reparable	refreshable	
@dder 14 April 2014
sci	method	
access	
understand	
new	use	
social	
cura.on	
De Roure, D. 2014. The future
of scholarly communications.
Insights: the UKSG journal,
27, (3), 233-238.
DOI 10.1629/2048-7754.171
Principles of Robotics
1.  Robots are multi-use tools. Robots should not be designed solely
or primarily to kill or harm humans, except in the interests of
national security.
2.  Humans, not robots, are responsible agents. Robots should be
designed; operated as far as is practicable to comply with existing
laws & fundamental rights & freedoms, including privacy.
3.  Robots are products. They should be designed using processes
which assure their safety and security.
4.  Robots are manufactured artefacts. They should not be designed
in a deceptive way to exploit vulnerable users; instead their
machine nature should be transparent.
5.  The person with legal responsibility for a robot should be
attributed.
https://www.epsrc.ac.uk/research/ourportfolio/themes/engineering/activities/principlesofrobotics/
Human	Digital	Physical	Triangle	
human
digital physical
social
media
IoT
automation
and scale
Growing connectivity of human, digital and
physical, together with increasing
empowerment and automation, facilitates
emergent social and technical processes at
speed and at scale.

1.  How can they be observed?
2.  How can they be predicted?
3.  How can they be designed?
4.  How can they be contained?
David De Roure
david.deroure@oerc.ox.ac.uk
Thanks to Christine Borgman, Susan Halford, Wendy Hall,
Chris Lintott, Emil Lupu, Sam McGregor, Nigel Shadbolt,
Ségolène Tarte, Farida Vis, Alan Winfield, Pip Willcox.
http://www.slideshare.net/davidderoure/emerging-forms-of-data-and-analytics

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