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the Big Story
of Small Data
Alan Dix
Talis & University of Birmingham
http://alandix.com/alanwalkswales/
about me
and what I do
University of
Birmingham
Tiree
Tiree Tech Wave
next March 2015
today I am not talking about …
• intelligent internet interfaces
• visualisation and sampling
• situated displays, eCampus,
small device – large display interactions
• fun and games, virtual crackers,
artistic performance, slow time
• creativity and Bad Ideas
• modelling dreams and regret
• Tiree: mobile heritage
& youth communication
… or even lots of lights
http:/www.hcibook.com/alan/projects/firefly/
… let alone
http://hcicourse.com/
now at
interaction-design.org
I am talking about ...
data
Big Data
everyone is talking about it
Twitter, Google, Facebook, NSA,
universities, … and funding
Big Data does it with MapReduce
Semantic Data does it with RDF
the long tail
size of
data set
a few very large data sets
e.g. Twitter, streams,
Open Govt., OS,
geonames, dbpedia the small data of ordinary life:
from local bus timetables
to squash club league tables
stories of small data …
Walking Wales
Musicology
Learning analytics
Open Data Islands and Communities
Alan Walks Wales
1058 miles (1700km)
3 million footfalls
3 ½ months
April-July 2013
focus on IT at the margins
one thousand miles of poetry, technology and community
vision
personal
encircling, encompassing, pilgrimage, homecoming,
practical
IT for the walker & IT for local communities
philosophical
reflections on walking and space, locality and identity
research
personal agenda and living lab
lots of
data
data
location
GPX ... batteries ... sporadic signals ....
bio-sensing
ECG (heart), EDA (skin) and accelerometers
audio and images
in the moment
text
after the event
implicit
explicit
The largest ECG trace
in the public domain
challenges (1)
location
GPX – merging and mending
bio-sensing
ECG & EDA – special formats & volume
audio and images
volume, transcription and annotation
text
semantic markup, synchronising sources
challenges (2)
documentation
methodology of creation, data formats
for other people to use!
meta-data
for machines to use
PR
telling the world about it!
academic culture
we do not value data!
an offer
multiple synchronisable data streams
largest public domain ECG trace
post-hoc analysis
simulate real use
please use it!
In Concert
Concert ephemera
1750–1800 Calendar of London Concerts
1815–1895 Concert Life in London
1894–1944 Concert Programme Exchange (BL)
External sources
MusicBrainz
MBz id as connect into Linked Data, BBC, etc.
Authoritative sources (future)
e.g. British Library BNB, Concert Programmes metadata
concert database
classic digital humanities?
original
sources
selected
sources
systematic
sample
transcription
& extraction
(medium expertise)
interpretation
(high expertise)
digitised
sources
authoritative
data
analysis & use
(high expertise)
academic
publication
large digital
archive
(e.g. BBC)
possibly
create
linkage
Barriers to progress
effort and expertise
authority and quality
digital acontextuality
openness
Openness and Reward
Career development
Leverhulme & REF
Building the discipline?
Re-envisioning the Digital Archive:
Curation and Use
big bang to incremental
digitised
sources
authoritative
data
academic
publication
...
big bang to incremental
problem focused augmentation
transform cost-benefit
digitial
archive
academic
publications
...
partial
enhancement
& interpretation
Learning analytics
macro-analytics
university strategy
MOOCs
micro-analytics
individual course,
student,
resource
world
organisational
social & political
context
direct
interaction
data visualisation
visual analytics the big picture
decision
action
processing
simple model: actors, agents and events
individual
resources structures
& courses
repository
?
?
?
?
academic
life
student
life
learning support
systems
creation
& reuse
delivery
peer
interaction
community of
practice
feedback
tutor – student
interactions
analytics
analytics and action
action
?
?
?
recognise issues
current course
future course
allow
Macawber management
analytics
visualisation
automatic
drivers capability
value
career
development
resources
time
course materials
communication
time frames for learning analytics
days and hours
email, during lectures and labs, stduent meetings, gaps
week
preparing for teaching, exercises
months/mid-semester
reporting points, staff meetings, cohort/student progress
end of semester/term/year
exams, exam boards, course revew,
start of semester/term/year
preparing for new courses or re-runs, rollover!
years
new courses, professional development, appraisal, promotion
Open Data
everyone is doing it
Governments, Cities, local gov.
In C21 Data is Power
why not an island?
island data flows
Community
groups and individuals
rest of
the world
other
communities
1
2
3
4
island data flows
from community to world
Community
groups and individuals
rest of
the world
1
• visibility and
control
• identity and
empowerment
• level of detail
• local knowledge
island data flows
from world to community
Community
groups and individuals
rest of
the world
2 • making the most
of open data
• local decision
making
• lobbying and
negotiation
island data flows
within the community
Community
groups and individuals
3
• gossip is not enough!
• sparse, dispersed population
• social cohesion and economic benefits
island data flows
between communities
Community
groups and individuals
other
communities
4
• sharing best practice
• brand presence
• interlinked data
benefits to …
the community
empowerment and control
availability of information
communication within and between communities
the world
improved quality of data
level of detail of data
local knowledge and understanding
themes and take-aways ...
data in context
heterogeneity and linking
value and values
ethics and empowerment
…. and please use my data 
The big story of small data.

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The big story of small data.

  • 1. the Big Story of Small Data Alan Dix Talis & University of Birmingham http://alandix.com/alanwalkswales/
  • 4. today I am not talking about … • intelligent internet interfaces • visualisation and sampling • situated displays, eCampus, small device – large display interactions • fun and games, virtual crackers, artistic performance, slow time • creativity and Bad Ideas • modelling dreams and regret • Tiree: mobile heritage & youth communication
  • 5. … or even lots of lights http:/www.hcibook.com/alan/projects/firefly/
  • 6. … let alone http://hcicourse.com/ now at interaction-design.org
  • 7. I am talking about ... data
  • 8. Big Data everyone is talking about it Twitter, Google, Facebook, NSA, universities, … and funding Big Data does it with MapReduce Semantic Data does it with RDF
  • 9. the long tail size of data set a few very large data sets e.g. Twitter, streams, Open Govt., OS, geonames, dbpedia the small data of ordinary life: from local bus timetables to squash club league tables
  • 10. stories of small data … Walking Wales Musicology Learning analytics Open Data Islands and Communities
  • 11.
  • 12. Alan Walks Wales 1058 miles (1700km) 3 million footfalls 3 ½ months April-July 2013 focus on IT at the margins one thousand miles of poetry, technology and community
  • 13. vision personal encircling, encompassing, pilgrimage, homecoming, practical IT for the walker & IT for local communities philosophical reflections on walking and space, locality and identity research personal agenda and living lab lots of data
  • 14. data location GPX ... batteries ... sporadic signals .... bio-sensing ECG (heart), EDA (skin) and accelerometers audio and images in the moment text after the event implicit explicit The largest ECG trace in the public domain
  • 15. challenges (1) location GPX – merging and mending bio-sensing ECG & EDA – special formats & volume audio and images volume, transcription and annotation text semantic markup, synchronising sources
  • 16. challenges (2) documentation methodology of creation, data formats for other people to use! meta-data for machines to use PR telling the world about it! academic culture we do not value data!
  • 17. an offer multiple synchronisable data streams largest public domain ECG trace post-hoc analysis simulate real use please use it!
  • 18.
  • 19. In Concert Concert ephemera 1750–1800 Calendar of London Concerts 1815–1895 Concert Life in London 1894–1944 Concert Programme Exchange (BL) External sources MusicBrainz MBz id as connect into Linked Data, BBC, etc. Authoritative sources (future) e.g. British Library BNB, Concert Programmes metadata
  • 20.
  • 21.
  • 22. concert database classic digital humanities? original sources selected sources systematic sample transcription & extraction (medium expertise) interpretation (high expertise) digitised sources authoritative data analysis & use (high expertise) academic publication large digital archive (e.g. BBC) possibly create linkage
  • 23. Barriers to progress effort and expertise authority and quality digital acontextuality openness
  • 24. Openness and Reward Career development Leverhulme & REF Building the discipline?
  • 25. Re-envisioning the Digital Archive: Curation and Use
  • 26. big bang to incremental digitised sources authoritative data academic publication ...
  • 27. big bang to incremental problem focused augmentation transform cost-benefit digitial archive academic publications ... partial enhancement & interpretation
  • 28.
  • 29.
  • 30.
  • 31.
  • 33. world organisational social & political context direct interaction data visualisation visual analytics the big picture decision action processing
  • 34. simple model: actors, agents and events individual resources structures & courses repository ? ? ? ? academic life student life learning support systems creation & reuse delivery peer interaction community of practice feedback tutor – student interactions analytics
  • 35. analytics and action action ? ? ? recognise issues current course future course allow Macawber management analytics visualisation automatic drivers capability value career development resources time course materials communication
  • 36. time frames for learning analytics days and hours email, during lectures and labs, stduent meetings, gaps week preparing for teaching, exercises months/mid-semester reporting points, staff meetings, cohort/student progress end of semester/term/year exams, exam boards, course revew, start of semester/term/year preparing for new courses or re-runs, rollover! years new courses, professional development, appraisal, promotion
  • 37.
  • 38. Open Data everyone is doing it Governments, Cities, local gov. In C21 Data is Power
  • 39. why not an island?
  • 40. island data flows Community groups and individuals rest of the world other communities 1 2 3 4
  • 41. island data flows from community to world Community groups and individuals rest of the world 1 • visibility and control • identity and empowerment • level of detail • local knowledge
  • 42. island data flows from world to community Community groups and individuals rest of the world 2 • making the most of open data • local decision making • lobbying and negotiation
  • 43. island data flows within the community Community groups and individuals 3 • gossip is not enough! • sparse, dispersed population • social cohesion and economic benefits
  • 44. island data flows between communities Community groups and individuals other communities 4 • sharing best practice • brand presence • interlinked data
  • 45. benefits to … the community empowerment and control availability of information communication within and between communities the world improved quality of data level of detail of data local knowledge and understanding
  • 46.
  • 47. themes and take-aways ... data in context heterogeneity and linking value and values ethics and empowerment …. and please use my data 