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ACTION!
DATA!
11
@PaulBradshaw
MA Online Journalism
Birmingham City University
2
“We are moving from the
knowledge/power nexus portrayed
by Foucault to a data/action nexus
that does not need to move
through theory: All it needs is
data together with preferred
outcomes”
“
Geoffrey Bowker
Shangri-La


What is journalism for?
Independence
from data
http://www.independent.co.uk/student/student-life/Studies/half-of-uk-university-students-are-losing-marks-
for-not-referencing-correctly-survey-finds-a6983716.html
First duty? Public debate?
12
Are news values
changing?
https://www.youtube.com/watch?v=UNQteT9Bu2w&t=2m
Voice to the
voiceless
Who has a voice
in data?
Who has a voice
in data?
How is data used as a
proxy for the voiceless?
Who has a voice
in data?
How is data used as a
proxy for the voiceless?
How is data used to
amplify voices?
First duty? Public debate?
http://www.theguardian.com/news/datablog/2014/oct/29/todays-key-fact-you-are-probably-wrong-about-almost-everything
Truth to power
24
DATA JOURNALISM
≠ INVESTIGATIVE
JOURNALISM
25
Using data to tell stories in the
best possible way, combining the
best techniques of journalism:
including visualizations, concise
explanation and the latest
technology. It should be open,
accessible and enlightening.
“
Simon Rogers
Data dystopia
Data dystopia
39.8333333,
-98.585522
http://www.buzzfeed.com/ryanhatesthis/who-watches-more-porn-republicans-or-democrats#.mtoR5PAWV
32
Flowing Data’s NYC map
offers a great example of how three
mapping traps — seasonal bias,
location fuzziness, and tagging
bias — can lead to a map that
does not reflect reality.
“
Margaret McKenna, 

http://fivethirtyeight.com/datalab/mapping-kidnappings-in-nigeria/
35
Data journalism is like sex at
university – everyone talks about it;
few do it; fewer still do it well.”“
Neil McIntosh

Acquisition
Cleaning
Loading
Verification
Analysis
Cherry-picking
Presentation
MaintenanceJake Harris
37
DATA
≠
TRUTH
38
ACTION!
DATA!
…Bad data
https://theintercept.com/drone-papers/firing-blind/
41
When a measure becomes a
target, it ceases to be a good
measure”.“
Goodhart’s Law

*
45
“My husband couldn’t
understand why people were
taunting him and calling him a
child molester”
“
Texas Tribune
“Statistics are
like a bikini…”
47
Statistics are like a bikini.
What they reveal is suggestive,
but what they conceal is vital.”“
Prof. Aaron Levenstein

http://charonqc.wordpress.com/2011/03/27/guest-post-any-complaints-why-the-ipcc-is-failing-us-all/
http://www.bloomberg.com/news/articles/2011-12-01/correlation-or-causation
52
HOLY MULTIPLE
COMPARISONS
PROBLEM!
55
ALGORITHM
DYNAMICS!
BIG DATA
HUBRIS!
*
Abraham Wald
http://www.motherjones.com/kevin-drum/2010/09/counterintuitive-world
Routes
Telling stories
61
Having a simple data vis
on the page increases dwell time
by a third”“
Trinity Mirror Editorial Conference 2014
“Photos give the biggest lift with

quotes coming in a close second.
Tweets containing numbers, a video url and hashtags also lead to double-digit boost.”
https://media.twitter.com/best-practice/news-the-impact-of-tweeting-with-photos-videos-hashtags-and-links
64
The death of 1 man = tragedy,
the death of millions is a statistic
“
Not Stalin.
65
Courts punish people less
harshly when they harm more
people.”“
Ben Goldacre
Andy Kirk, Data Visualisation
Robot journalism
- or computational
journalism?
70
DRAMA!
TECHNOLOGICAL!
http://nytlabs.com/projects/editor.html
Daniel Ellsberg + co:
more than 1 year
Daniel Ellsberg + co:
more than 1 year
=18 years for Bradley
Manning leaks
Daniel Ellsberg + co:
more than 1 year
=18 years for Bradley
Manning leaks
=2880 years for
Offshore leaks
=28,800 years for
Panama Papers
77
If we don’t address software
itself, we are in danger of always
dealing only with its effects rather
than the causes”
“
Lev Manovich
Data integrity,
journalist
integrity
Fake adverts
Spyware
Backdoors
App permissions
Passwords
Phishing
Rituals of
transparency &
culture shifts
Mark Coddington
http://www.buzzfeed.com/johntemplon/how-we-used-data-to-investigate-match-fixing-in-tennis#.eiR89lLA2
Wilson Lowrey http://www.tandfonline.com/doi/figure/10.1080/1461670X.2015.1052537
http://www.poynter.org/2016/there-are-96-fact-checking-projects-in-37-countries-new-census-finds/396256/
84
“This clash of logics has
required journalists to reshape
forms and practices in order to
regain lost legitimacy, and the fact
checking site is a result of this
reshaping [because it takes sides].”
“
Wilson Lowrey
Lighthouses
1. How independent?
2. How do we choose?
3. Who has a voice?
4. Myth vs truth?
5. What mistakes do we make?
6. How do we engage?
7. What are (and can) we automating?
8. How do we ensure integrity?
9. What cultures and why?
10. Data as power!
Everybody likes a list
87
ACTION!
DATA!
88
@PaulBradshaw
Thank you._
MA Online Journalism
Birmingham City University
Data! Action! Data journalism issues to watch in the next 10 years

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Data! Action! Data journalism issues to watch in the next 10 years