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Big Data for the Social Sciences
David De Roure, Strategic Adviser for Data Resources @dder
Big Data doesn’t respect
disciplinary boundaries
Digital Social Research
theODI.org
Mandy Chessell
The Big Picture
More people
Moremachines
Big Data
Big Compute
Conventional
Computation
“Big Social”
Social Networks
e-infrastructure
online
R&D
Big Data
Production
& Analytics
deeply
about
society
RCUK and Big Data
▶ ‘Big data is a term for a collection of datasets so large
and complex that it is beyond the ability of typical
database software tools to capture, store, manage, and
analyse them. ‘Big’ is not defined as being larger than a
certain number of ‘bytes’ because as technology advances
over time, the size of datasets that qualify as big data will
also increase’ (RCUK)
▶ But why do we want it?
New forms of data enable us to
1. Answer existing research questions in new ways
2. Ask entirely new research questions
NERC Big Data
...as diverse as our science
• From micro- to macro-scale
• Many sources:
• Monitoring campaigns
• Field sites & sensors
• State-of-the-art laboratories
• Ships & aircraft
• Remote Sensing & EO
• Regulator networks
• Volunteers/citizen science
• Model output
• Long-term and unique!
10µm
100 TB
Big data: time-based media including film, tv, cctv footage -
retail data - geospatial data - email and social media - images
and associated metadata - performance data including raw
data of recordings, choreography, performance structure -
open government data - music - large-scale digital scans -
library, museum & gallery archives and metadata
Research benefits of new data
▶ Undertaking research on pressing policy-related issues
without the need for new data collection
• Food consumption, social background and obesity
• Energy consumption, housing type and climatic conditions
• Rural location, private/public transport alternatives and
incomes
• School attainment, higher education participation, subject
choices, student debt and later incomes
▶ New data such as social media enable us to ask big questions,
about big populations, and in real time – this is
transformative
Big Data Network
Phase 1 and 2
E-infrastructureLeadershipCouncil
Mandy Chessell
F i r s t
Interdisciplinary and “in the wild” *
“in it” versus “on it”
Nigel Shadbolt et al
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)
The Order of Social Machines
Some Social Machines
SOCIAM:TheTheory and Practice of Social Machines is funded by the UK Engineering and Physical Sciences Research Council (EPSRC) under grant
number EPJ017728/1 and comprises the Universities of Southampton, Oxford and Edinburgh. See sociam.org
Edwards, P. N., et al. (2013) Knowledge Infrastructures: Intellectual Frameworks and Research
Challenges.Ann Arbor: Deep Blue. http://hdl.handle.net/2027.42/97552
Web as
lens
Web as
artefact
Web Observatories
http://www.w3.org/community/webobservatory/
Big data elephant versus sense-making network?
The challenge is to foster the co-constituted socio-technical
system on the right i.e. a computationally-enabled sense-making
network of expertise, data, models and narratives.
Iain Buchan
Join the W3C Community Group www.w3.org/community/rosc
Jun Zhao
www.researchobject.org
PipWillcox
Take homes
▶ New forms of data enable us answer old questions in
new ways and to answer entirely new questions
▶ There are multiple shifts occurring:
– Volumes of data
– Realtime analytics
– Computational infrastructure
– Dataflows vs datasets (and curation infrastructure)
– Correlation vs causation
– Increasing automation
– Machine-to-Machine in Internet of Things
david.deroure@oerc.ox.ac.uk
www.oerc.ox.ac.uk/people/dder
@dder
Slide and image credits: Fiona Armstrong, Christine Borgman, Iain
Buchan, Mandy Chessell, Neil Chue Hong, Nigel Shadbolt, Pip
Willcox, Jun Zhao, Guardian newspaper
www.oerc.ox.ac.uk
david.deroure@oerc.ox.ac.uk
@dder

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Big Data for the Social Sciences - David De Roure - Jisc Digital Festival 2014

  • 1. Big Data for the Social Sciences David De Roure, Strategic Adviser for Data Resources @dder
  • 2. Big Data doesn’t respect disciplinary boundaries Digital Social Research
  • 4.
  • 5.
  • 6.
  • 8. The Big Picture More people Moremachines Big Data Big Compute Conventional Computation “Big Social” Social Networks e-infrastructure online R&D Big Data Production & Analytics deeply about society
  • 9. RCUK and Big Data ▶ ‘Big data is a term for a collection of datasets so large and complex that it is beyond the ability of typical database software tools to capture, store, manage, and analyse them. ‘Big’ is not defined as being larger than a certain number of ‘bytes’ because as technology advances over time, the size of datasets that qualify as big data will also increase’ (RCUK) ▶ But why do we want it? New forms of data enable us to 1. Answer existing research questions in new ways 2. Ask entirely new research questions
  • 10.
  • 11. NERC Big Data ...as diverse as our science • From micro- to macro-scale • Many sources: • Monitoring campaigns • Field sites & sensors • State-of-the-art laboratories • Ships & aircraft • Remote Sensing & EO • Regulator networks • Volunteers/citizen science • Model output • Long-term and unique! 10µm
  • 12. 100 TB Big data: time-based media including film, tv, cctv footage - retail data - geospatial data - email and social media - images and associated metadata - performance data including raw data of recordings, choreography, performance structure - open government data - music - large-scale digital scans - library, museum & gallery archives and metadata
  • 13. Research benefits of new data ▶ Undertaking research on pressing policy-related issues without the need for new data collection • Food consumption, social background and obesity • Energy consumption, housing type and climatic conditions • Rural location, private/public transport alternatives and incomes • School attainment, higher education participation, subject choices, student debt and later incomes ▶ New data such as social media enable us to ask big questions, about big populations, and in real time – this is transformative
  • 16.
  • 17.
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  • 21.
  • 22. F i r s t
  • 23. Interdisciplinary and “in the wild” * “in it” versus “on it”
  • 25. 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) The Order of Social Machines
  • 26. Some Social Machines SOCIAM:TheTheory and Practice of Social Machines is funded by the UK Engineering and Physical Sciences Research Council (EPSRC) under grant number EPJ017728/1 and comprises the Universities of Southampton, Oxford and Edinburgh. See sociam.org
  • 27. Edwards, P. N., et al. (2013) Knowledge Infrastructures: Intellectual Frameworks and Research Challenges.Ann Arbor: Deep Blue. http://hdl.handle.net/2027.42/97552
  • 28. Web as lens Web as artefact Web Observatories http://www.w3.org/community/webobservatory/
  • 29. Big data elephant versus sense-making network? The challenge is to foster the co-constituted socio-technical system on the right i.e. a computationally-enabled sense-making network of expertise, data, models and narratives. Iain Buchan
  • 30. Join the W3C Community Group www.w3.org/community/rosc Jun Zhao www.researchobject.org
  • 32. Take homes ▶ New forms of data enable us answer old questions in new ways and to answer entirely new questions ▶ There are multiple shifts occurring: – Volumes of data – Realtime analytics – Computational infrastructure – Dataflows vs datasets (and curation infrastructure) – Correlation vs causation – Increasing automation – Machine-to-Machine in Internet of Things
  • 33. david.deroure@oerc.ox.ac.uk www.oerc.ox.ac.uk/people/dder @dder Slide and image credits: Fiona Armstrong, Christine Borgman, Iain Buchan, Mandy Chessell, Neil Chue Hong, Nigel Shadbolt, Pip Willcox, Jun Zhao, Guardian newspaper