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Datenjournalismus
Entdecken – Erklären - Erkennen
Tourismus:Medien:Fokus
FHWien 22.4.2015
Thomas Jöchler
thomas@joechler.info
@tjoechler
Thomas Jöchler
@tjoechler
thomas@joechler.info
Was ist Datenjournalismus?
http://en.wikipedia.org/wiki/The_Magician_(TV_series)
Begriffe
Data driven journalism (#ddj)
Datenjournalismus
Computer Assisted Reporting (CAR)
Data driven
Journalism
Daten als Quelle für eine
Story
… eine große Story
http://www.telegraph.co.uk/news/newstopics/mps-
expenses/
kleine Story… eine
http://www.politifact.com/truth-o-meter/article/2014/jan/10/bridgegate-were-fort-lee-students-children-buono/
Scott Klein
@kleinmatic
Pro Publica
Scott Klein - Prediction for 2014: Scooped by Code
http://www.niemanlab.org/2013/12/scooped-by-code/
„You can be a good journalist without being
able to do lots of things. But every skill you
don’t have leaves a whole class of stories out of
your reach. And data stories are usually the
ones that are hiding in plain sight.“
Historischer Abriss
Technische Entwicklung
Daten 1990er - 2005
Sport
Wahlen
Wetter
Looking Back: Multimedia +
Daten 1990er-2000er
2004
http://www.theinquirer.net/inquirer/news/1031014/macromedia-flash-the-only-winner-in-us-election
http://news.bbc.co.uk/2/shared/spl/hi/americas/04/vote_usa/map/html/default.stm
2007
Browser
http://en.wikipedia.org/wiki/Usage_share_of_web_browsers
Status quo Technik
Auch graphisch aufwändige Umsetzungen sind direkt im
Browser möglich
Frameworks zur Erstellung anspruchsvoller
Visualisierungen (D3, Raphael,…)
Basieren auf den quelloffenen Grundtechnologien des
Webs (HTML, CSS, Javascript)
Durch offene Formate globaler Austausch und
Weiterentwicklung statt
https://www.flickr.com/photos/haraldmm/5099323721/
Herangehensweise
 Getting the data
Wo gibt es welche Daten?
 Managing the data
Was erzählen die Daten?
 Showing the data
Wie zeigt man die Daten?
Guardian – Data Journalism
Workflow
Simon Rogers
@smfrogers
Guardian / Twitter
http://simonrogers.net/2013/01/27/a-data-journalism-workflow/
• Open (Government)
Data: (kommunal, national,
EU, Weltbank, UNO, NGO…)
• Statistikportale
• Studien / Wissenschaft
• FOI Anfragen (direkt oder
via fragdenstaat.de,
AskTheEU.org)
• Leaking (Datenspende, z.B.
ZEIT ONLINE Briefkasten…)
• Scraping (PDF, Webseite)
• Crowdsourcing
http://digidol.llgc.org.uk/METS/XCH00001/arddeitem?locale=en&ID=XCHdmd5%20XCHdmd5a&eitem=4
Getting the data
http://data.jour.at/spreadsheet-to-the-rescue/
Typische Stories in Daten (1)
• Top of the pops/flops: who is top or bottom?
• ‘Holding up a mirror’ - or ‘the face behind the
figures’: what does the data tell us about ourselves as a
country, industry or region?
• A freak occurrence/unusual change: what
changed in the data from one time or place to
another - and why?
Typische Stories in Daten (2)
• A claim debunked or supported: does the data
support claims being made by a politician, ‘expert’ or
pundit?
• Trend: what’s going up or going down?
• Postcode lottery: are people in different places
getting different treatment or access, or being
chargeddifferently?
Typische Stories in Daten (3)
• “Juking the stats”/“No accountability”: is the data
reliable or complete? Or is someone trying to
prevent people seeing it? Or is it not even collected in
the first place? Why not?
• Victims, Winners and Losers: what’s the impact of
that data in real life?Whatare the human stories -
including reaction to the data itself?
Typische Stories in Daten (4)
• Things happen together: does one thing go up
when another thing goes up? Or does one thing go
down when another goes up, or vice versa? Note that
this does not mean causation.
• “It’s not working”: if someone made a change in
the past about how things were done, has it had the
impact that was promised?
aus: Paul Bradshaw. „Data Journalism Heist.“
Showing the data
http://pixabay.com/288611/
dadaviz.com:
showcase of the best vizualizations
Auswahl #ddj Projekte
ZEITONLINE
• Vorratsdaten (2011): http://www.zeit.de/digital/datenschutz/2011-02/vorratsdaten-
malte-spitz
• Arbeitslosenteppich (2013): http://www.zeit.de/wirtschaft/arbeitslosigkeit
• Dispo-Zinsen (2013): http://www.zeit.de/2013/29/banken-dispo-zinsen-
wucher
• Wählerwanderung (2013): http://www.zeit.de/politik/deutschland/2013-
09/waehlerwanderung-bundestagswahl-2013 (Desktop + Mobil)
• Waffenland (2014): http://www.zeit.de/2014/04/waffen-deutschland
Übersicht: http://www.zeit.de/datenjournalimus
Kleine Auswahl international
• Guardian (2011): London Riots - http://www.theguardian.com/uk/london-riots
• Guardian USA (2012): Gay Rights
http://www.theguardian.com/world/interactive/2012/may/08/gay-rights-united-
states
• La Nacion (2013): Argentina’s Senate Expenses 2004-2013
(Scraping PDFs)
http://blogs.lanacion.com.ar/ddj/data-driven-investigative-
journalism/argentina-senate-expenses/
• Windkarte in Echtzeit:
http://earth.nullschool.net/#current/wind/isobaric/850hPa/winkel3=0.00,0.00,245
Data driven sites
•Quartz:
http://qz.com/
•ampp3d:
Daily Mirror #ddj Spinof: http://ampp3d.mirror.co.uk
•usvsth3m:
http://usvsth3m.com/post/74161992765/
•Vox:
http://www.vox.com/2015/2/4/7975535/what-is-data-journalism
https://twitter.com/BoingBoing/status/520219403078881280
https://twitter.com/uxepicfails/status/526491675930394624
https://twitter.com/danielegrasso/status/508326353352282113
https://www.flickr.com/photos/124961070@N02/14485059353/
Corporate publishing #ddj
http://insights.buzzfeed.com/industry-trends-2014/
http://data.jour.at
Student Projects
Master-Studium
Journalismus & Neue Medien
Wintersemester 2014/15
https://www.flickr.com/photos/59937401@N07/5856649637/
Und wie reich sind Sie? Das
unterschätzte Vermögen der
österreichischen Privathaushalte
http://data.jour.at/vermoegensverteilunginoesterreich/
https://www.flickr.com/photos/emsi9500/2674507311/
Das schrumpfende Kärnten
http://data.jour.at/das-schrumpfende-kaernten
http://en.wikipedia.org/wiki/Neymar
Fairness bei der Fußball-WM
http://data.jour.at/fairness-bei-der-fussball-wm-2014
Thomas Jöchler
@tjoechler
thomas@joechler.info

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