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Knowledge Equity
and Spatial Justice
on Wikipedia
Martin Dittus, @dekstop
Mark Graham, @geoplace
Oxford Internet Institute
geography.oii.ox.ac.uk
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 2
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Geographic representation on Wikipedia
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 3
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Many articles now have geotags…
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 4
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 5
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 6
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 8
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
In traditional geography, people and places are defined
by their physical locations and properties.
Yet our lives and the places we live in are increasingly
digital, and people and places are increasingly defined
by their virtual attributes and digital shadows.
Graham, Zook, Boulton (2013). Augmented Reality in Urban Places: contested content
and the duplicity of code.
Information geography: seeking to
understand an increasingly digital world
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 9
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Who are the digital “haves”
and “have nots”?
Why do we see this imbalance of
representation?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 10
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Local participation requires connectivity
The cost of broadband
subscriptions relative
to the gross national
income per capita, in
2013.
Graham et al. (2015),
“Towards a Study of
Information Geographies:
(im)mutable Augmentations
and a Mapping of the
Geographies of Information.”
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 11
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Yet, broadband connectivity by
itself is likely not enough.
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 12
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Uneven geographies of voice and participation
There is a link between broadband
connectivity and Wikipedia participation,
but connectivity alone is not enough.
The world’s economic peripheries are
“underparticipating” significantly: large
global populations are not represented
on Wikipedia.
Graham et al. (2015), “Digital Divisions of Labor
and Informational Magnetism: Mapping
Participation in Wikipedia”
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 13
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Some regions have greater influence
Regional imports: flows of Wikipedia
edits between world regions,
normalised for each target region.
The edges are coloured according to the source
region. Percentages denote self-edits (not
depicted).
Graham et al. (2015), “Digital Divisions of Labor
and Informational Magnetism: Mapping
Participation in Wikipedia”
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 14
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Some regions are “magnetic” / attractive
Regional exports: flows of Wikipedia
edits between world regions,
normalised for each source region.
The edges are coloured according to the source
region. Percentages denote self-edits (not
depicted).
Graham et al. (2015), “Digital Divisions of Labor
and Informational Magnetism: Mapping
Participation in Wikipedia”
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 16
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
We are starting a new study to better
understand these relationships over time,
and at different spatial scales.
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 17
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
This is an early preview:
please give us feedback!
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 18
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
The world is rapidly moving online…
World Bank: Fixed broadband subscriptions – https://data.worldbank.org/indicator/IT.NET.BBND
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 19
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Has increased connectivity
improved global participation?
Are underrepresented regions catching
up with more mature regions?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 20
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Anonymous editor location via GeoIP…
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 21
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
An increase in broadband
connections is associated
with an increase in edits by
anonymous users across 214
countries.
(Spearman corr. coeff. 0.82, p<0.001)
Has connectivity increased participation?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 22
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Total edits gained per million
added connections (adj.R2
=0.02)
Improved connectivity seems to help…
Edits of domestic content
only (adj.R2
=0.18)
Edits of foreign content
only (adj.R2
=0.22)
This growth association holds
in a regression model, even
when we account for the
general trend over time (a
decline in anonymous edits).
In other words, broadband is
equitable -- improved
connectivity helps address
some barriers to participation.
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 23
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Increase in edits of domestic content by
domestic editors per million added
broadband subscriptions, by global region,
with 95% confidence intervals.
However, this varies widely by region!
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 24
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Things are improving: in many regions, improved connectivity is
associated with increased local participation and overall growth.
However, there are indicators that inequality is also increasing.
North America and Europe still have highest activity levels, and
show the strongest response to increased connectivity.
I don’t think it’s enough to say that underrepresented regions are
“catching up” – it’s more complicated, outcomes vary by region.
Are underrepresented regions “catching up”?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 25
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 26
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 29
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Building capacity to tell your own story
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 30
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Let’s look at some
urban regions…
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 31
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
We chose 7 global cities…
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 33
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Locations of geotagged articles
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 36
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Share of edits from domestic IP addresses (in %)
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 37
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Table Mountain & Cape Peninsula park
Magnetism % domestic edits
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 38
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Who has edited articles about Cape Town?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 39
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 40
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 41
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 42
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 43
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 44
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Who owns, controls, shapes,
and has access to those
augmented and hybrid
digital/physical layers of place?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 45
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Digital rights to the city
Data justice, as analogous to
spatial justice:
Data impacts how we perceive,
move through, and use space.
Joe Shaw and Mark Graham (eds.): Our
Digital Rights to the City. Meatspace Press 2017
https://meatspacepress.org/our-digital-rights-to-the-city/
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 47
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
“We will strive to
counteract structural
inequalities to ensure a
just representation of
knowledge and people
in the Wikimedia
movement.”
Knowledge equity
https://meta.wikimedia.org/wiki/Strategy/Wikimedia_movement/2017/Direction
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 48
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
"Knowledge equity" is a powerful concept
For us, the term solves an important conceptual puzzle.
It suggests a central link between:
▪ the stuff that we work on,
▪ our individual acts and motivations,
▪ our collective purposes.
And it does it not by enforcing a particular procedure, but
by proposing an underlying set of values.
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 49
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Wikipedia is incredibly rare as a non-profit among the major
online platforms: it places collective benefit at its centre.
In this, it reconciles individual agency and collective purpose.
Cf. Ubuntu: the individual and the collective.
Further, equality always has been a core Wikipedia principle:
openness to those who could help themselves.
Wikipedia’s community model
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 51
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Equal treatment vs.
equal opportunity
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 52
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Knowledge equity is
inherently unfair!
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 53
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
David M. Smith (1994), “Geography and Social Justice”:
▪ Egalitarianism: equal distribution of wealth and power
▪ Utilitarianism: the greater good for the greatest number
▪ Libertarianism: value of the individual over the state
▪ Contractarianism: explicit agreements based on subjective
preferences
▪ Marxism: rewarding the full value of an individual’s contribution
▪ Communitarianism: shared practices and values over individual or
state interest
▪ Feminism: addressing power imbalances between groups
Seven conceptions of social justice
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 54
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
There is no single universal model. It's almost never “either/or”
– it's often “yes and”.
You can start by articulating:
What injustice are we seeking to address?
There is no perfectly “just” outcome. Not all tensions need to
be resolved; but awareness of them is important.
Which model of justice for Wikipedia?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 55
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Knowledge equity requires
us to actively engage!
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 56
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Help make a case for knowledge equity
We still need better ways to explain to people why we care about
knowledge equity. It is not inherently clear to everyone.
Help us prepare a fact sheet. Can we identify concrete examples
of the impact of knowledge inequity?
Please share your experiences! martin.dittus@oii.ox.ac.uk
▪ Does community X feel well-represented by Wikipedia?
▪ What is the effect of missing information, misrepresentation,
perspective bias, or an absence of local perspectives?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 60
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
In closing…
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 61
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Despite its maturing age,
Wikipedia is still encountering
new frontiers.
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 62
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Experiencing moments of
blindness and ignorance.
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 63
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Seeking new answers to
complex puzzles.
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 64
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Wikipedia is messy
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 65
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Wikipedia has
transformative powers
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 66
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
A decade on, Wikipedia
remains a pioneering project
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 67
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
The world is watching with a
keen eye: it continues to learn
from your experiences.
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 68
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
What is the global future that
Wikipedia is helping to shape?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 69
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
As the world is coming online,
are we addressing the concerns
of newly connected populations?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 70
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Who will be writing the Wikipedia
of the coming decade?
Martin Dittus, @dekstop
Mark Graham, @geoplace
Slide 71
Knowledge Equity and Spatial Justice on Wikipedia
Wikimania 2018 in Cape Town, 20th
July 2018
Martin Dittus, @dekstop / martin.dittus@oii.ox.ac.uk
Mark Graham, @geoplace
Digital Geography / Mapping our Digital Rights to the City
Oxford Internet Institute / geography.oii.ox.ac.uk
Thank you!

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Martin Dittus - Knowledge Equity and Spatial Justice on Wikipedia

  • 1. Knowledge Equity and Spatial Justice on Wikipedia Martin Dittus, @dekstop Mark Graham, @geoplace Oxford Internet Institute geography.oii.ox.ac.uk Wikimania 2018 in Cape Town, 20th July 2018
  • 2. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 2 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Geographic representation on Wikipedia
  • 3. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 3 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Many articles now have geotags…
  • 4. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 4 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 5. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 5 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 6. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 6 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 7. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 8 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 In traditional geography, people and places are defined by their physical locations and properties. Yet our lives and the places we live in are increasingly digital, and people and places are increasingly defined by their virtual attributes and digital shadows. Graham, Zook, Boulton (2013). Augmented Reality in Urban Places: contested content and the duplicity of code. Information geography: seeking to understand an increasingly digital world
  • 8. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 9 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Who are the digital “haves” and “have nots”? Why do we see this imbalance of representation?
  • 9. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 10 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Local participation requires connectivity The cost of broadband subscriptions relative to the gross national income per capita, in 2013. Graham et al. (2015), “Towards a Study of Information Geographies: (im)mutable Augmentations and a Mapping of the Geographies of Information.”
  • 10. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 11 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Yet, broadband connectivity by itself is likely not enough.
  • 11. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 12 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Uneven geographies of voice and participation There is a link between broadband connectivity and Wikipedia participation, but connectivity alone is not enough. The world’s economic peripheries are “underparticipating” significantly: large global populations are not represented on Wikipedia. Graham et al. (2015), “Digital Divisions of Labor and Informational Magnetism: Mapping Participation in Wikipedia”
  • 12. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 13 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Some regions have greater influence Regional imports: flows of Wikipedia edits between world regions, normalised for each target region. The edges are coloured according to the source region. Percentages denote self-edits (not depicted). Graham et al. (2015), “Digital Divisions of Labor and Informational Magnetism: Mapping Participation in Wikipedia”
  • 13. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 14 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Some regions are “magnetic” / attractive Regional exports: flows of Wikipedia edits between world regions, normalised for each source region. The edges are coloured according to the source region. Percentages denote self-edits (not depicted). Graham et al. (2015), “Digital Divisions of Labor and Informational Magnetism: Mapping Participation in Wikipedia”
  • 14. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 16 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 We are starting a new study to better understand these relationships over time, and at different spatial scales.
  • 15. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 17 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 This is an early preview: please give us feedback!
  • 16. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 18 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 The world is rapidly moving online… World Bank: Fixed broadband subscriptions – https://data.worldbank.org/indicator/IT.NET.BBND
  • 17. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 19 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Has increased connectivity improved global participation? Are underrepresented regions catching up with more mature regions?
  • 18. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 20 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Anonymous editor location via GeoIP…
  • 19. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 21 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 An increase in broadband connections is associated with an increase in edits by anonymous users across 214 countries. (Spearman corr. coeff. 0.82, p<0.001) Has connectivity increased participation?
  • 20. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 22 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Total edits gained per million added connections (adj.R2 =0.02) Improved connectivity seems to help… Edits of domestic content only (adj.R2 =0.18) Edits of foreign content only (adj.R2 =0.22) This growth association holds in a regression model, even when we account for the general trend over time (a decline in anonymous edits). In other words, broadband is equitable -- improved connectivity helps address some barriers to participation.
  • 21. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 23 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Increase in edits of domestic content by domestic editors per million added broadband subscriptions, by global region, with 95% confidence intervals. However, this varies widely by region!
  • 22. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 24 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Things are improving: in many regions, improved connectivity is associated with increased local participation and overall growth. However, there are indicators that inequality is also increasing. North America and Europe still have highest activity levels, and show the strongest response to increased connectivity. I don’t think it’s enough to say that underrepresented regions are “catching up” – it’s more complicated, outcomes vary by region. Are underrepresented regions “catching up”?
  • 23. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 25 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 24. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 26 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 25. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 29 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Building capacity to tell your own story
  • 26. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 30 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Let’s look at some urban regions…
  • 27. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 31 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 We chose 7 global cities…
  • 28. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 33 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Locations of geotagged articles
  • 29. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 36 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Share of edits from domestic IP addresses (in %)
  • 30. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 37 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Table Mountain & Cape Peninsula park Magnetism % domestic edits
  • 31. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 38 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Who has edited articles about Cape Town?
  • 32. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 39 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 33. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 40 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 34. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 41 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 35. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 42 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 36. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 43 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018
  • 37. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 44 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Who owns, controls, shapes, and has access to those augmented and hybrid digital/physical layers of place?
  • 38. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 45 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Digital rights to the city Data justice, as analogous to spatial justice: Data impacts how we perceive, move through, and use space. Joe Shaw and Mark Graham (eds.): Our Digital Rights to the City. Meatspace Press 2017 https://meatspacepress.org/our-digital-rights-to-the-city/
  • 39. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 47 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 “We will strive to counteract structural inequalities to ensure a just representation of knowledge and people in the Wikimedia movement.” Knowledge equity https://meta.wikimedia.org/wiki/Strategy/Wikimedia_movement/2017/Direction
  • 40. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 48 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 "Knowledge equity" is a powerful concept For us, the term solves an important conceptual puzzle. It suggests a central link between: ▪ the stuff that we work on, ▪ our individual acts and motivations, ▪ our collective purposes. And it does it not by enforcing a particular procedure, but by proposing an underlying set of values.
  • 41. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 49 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Wikipedia is incredibly rare as a non-profit among the major online platforms: it places collective benefit at its centre. In this, it reconciles individual agency and collective purpose. Cf. Ubuntu: the individual and the collective. Further, equality always has been a core Wikipedia principle: openness to those who could help themselves. Wikipedia’s community model
  • 42. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 51 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Equal treatment vs. equal opportunity
  • 43. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 52 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Knowledge equity is inherently unfair!
  • 44. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 53 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 David M. Smith (1994), “Geography and Social Justice”: ▪ Egalitarianism: equal distribution of wealth and power ▪ Utilitarianism: the greater good for the greatest number ▪ Libertarianism: value of the individual over the state ▪ Contractarianism: explicit agreements based on subjective preferences ▪ Marxism: rewarding the full value of an individual’s contribution ▪ Communitarianism: shared practices and values over individual or state interest ▪ Feminism: addressing power imbalances between groups Seven conceptions of social justice
  • 45. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 54 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 There is no single universal model. It's almost never “either/or” – it's often “yes and”. You can start by articulating: What injustice are we seeking to address? There is no perfectly “just” outcome. Not all tensions need to be resolved; but awareness of them is important. Which model of justice for Wikipedia?
  • 46. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 55 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Knowledge equity requires us to actively engage!
  • 47. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 56 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Help make a case for knowledge equity We still need better ways to explain to people why we care about knowledge equity. It is not inherently clear to everyone. Help us prepare a fact sheet. Can we identify concrete examples of the impact of knowledge inequity? Please share your experiences! martin.dittus@oii.ox.ac.uk ▪ Does community X feel well-represented by Wikipedia? ▪ What is the effect of missing information, misrepresentation, perspective bias, or an absence of local perspectives?
  • 48. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 60 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 In closing…
  • 49. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 61 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Despite its maturing age, Wikipedia is still encountering new frontiers.
  • 50. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 62 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Experiencing moments of blindness and ignorance.
  • 51. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 63 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Seeking new answers to complex puzzles.
  • 52. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 64 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Wikipedia is messy
  • 53. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 65 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Wikipedia has transformative powers
  • 54. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 66 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 A decade on, Wikipedia remains a pioneering project
  • 55. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 67 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 The world is watching with a keen eye: it continues to learn from your experiences.
  • 56. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 68 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 What is the global future that Wikipedia is helping to shape?
  • 57. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 69 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 As the world is coming online, are we addressing the concerns of newly connected populations?
  • 58. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 70 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Who will be writing the Wikipedia of the coming decade?
  • 59. Martin Dittus, @dekstop Mark Graham, @geoplace Slide 71 Knowledge Equity and Spatial Justice on Wikipedia Wikimania 2018 in Cape Town, 20th July 2018 Martin Dittus, @dekstop / martin.dittus@oii.ox.ac.uk Mark Graham, @geoplace Digital Geography / Mapping our Digital Rights to the City Oxford Internet Institute / geography.oii.ox.ac.uk Thank you!