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A D E E P E R L O O K 

F O R B E T T E R S T O R I E S
D A TA D R I V E N J O U R N A L I S M S E M I N A R
O R D I N E D E I G I O R N A L I S TA •   V E N E Z I A 2 0 1 5 • E U R O P E A N J O U R N A L I S M C E N T E R
O V E R V I E W:
- I N T R O D U C T I O N T O D D J
- E X E R C I S E : 3 X 3 - W H AT, W H Y, H O W
- T O O L : D ATA W R A P P E R
- T I P S : E X C E L F O R M U L A S
- Q U E S T I O N S & D I S C U S S I O N
@ M I R K O L O R E N Z
J O U R N A L I S T / I N F O R M AT I O N A R C H I T E C T
F O C U S : C R O S S M E D I A / D ATA - D R I V E N J O U R N A L I S


D ATA W R A P P E R
D ATA D R I V E N J O U R N A L I S M . N E T
D E U T S C H E W E L L E I N N O VAT I O N T E A M
Brief introduction
B I G D ATA 

S M A L L D ATA
R E L E VA N T D ATA
W H AT I S
D ATA - D R I V E N
J O U R N A L I S M ?
DEF:
DATA-DRIVEN JOURNALISM
= WORKFLOW
‣ Tasks are to collect, clean, visualize and report
‣ Data-driven journalism is a process
Data is a new camera
(Replace as many stock photos with charts as you can)
T H R E E K E Y TA S K S
• Collect national, regional, local data
• What does it mean for readers/users?
• Enable comparisons, look for outliers
S E E : W I K I P E D I A „ D ATA - D R I V E N J O U R N A L I S M “
data-driven journalism
S E E : D ATA J O U R N A L I S M H A N D B O O K ( F R E E )
Tipp: #ddj (Twitter)
#ddj
examples
Edward Tufte: To be truthful and revealing, data graphics must bear on the

question at the heart of quantitative thinking: “Compared to what?, from: 

The Visual Display of Quantitative Information
START WITH THIS QUESTION:

COMPARED TO WHAT?
http://www.businessinsider.com/the-future-of-digital-2013-2013-11?op=1
E X A M P L E
E X A M P L E
E X A M P L E
E X A M P L E
http://www.ft.com/intl/cms/s/2/1392ab72-64e2-11e4-ab2d-00144feabdc0.html?mc_cid=2e8df2f2e5&mc_eid=6dffebf6ef#axzz3TV8qJA8c
W H Y
D ATA - D R I V E N
J O U R N A L I S M ?
IN A DATA-DRIVEN WORLD NEWSROOMS
NEED TO ADAPT
‣ Online Publishing
‣ Data as a source of exclusive reporting positions
Früher
Daten, 

Studien,

Umfragen
Redaktion
Heute
Redaktion
Open Data
„Not-so-open“

Data
R E D A K T I O N E N U N D A R C H I V E M Ü S S E N
G L E I C H Z I E H E N , A R B E I T V E R E I N FA C H E N …
Q U E L L E : V I S U A L LY - H T T P S : / / W W W. Y O U T U B E . C O M / WAT C H ? V = A I V K F N E R B P Q
Q U E L L E : V I S U A L LY - H T T P S : / / W W W. Y O U T U B E . C O M / WAT C H ? V = A I V K F N E R B P Q
A LIST OF REASONS FOR DATA-DRIVEN WORK:
‣ Help our readers to make important decisions in life:
Election, Economy, Education/Profession, Real Estate, Retirement,
Health

‣ Users expect competent support and guidance
‣ Investivative projects to tackle corruption and big issues
‣ Chance to build a unique regional reporting position
‣ Services for trust and decision making to complement reporting
‣ Outlook: From Attention to Trust
BIG OPPORTUNITIES
Let people search less
Reduce the time they need to search
Help to make decisions
Detect big changes/issues earlier
Be part of trust economy
A R E A S O F
A P P L I C AT I O N
T E L L I N G S T O R I E S
B A S E D O N D ATA
GO THROUGH THE KEY QUESTIONS - FIVE W & ONE H
http://www.slideshare.net/stsanto/the-back-of-the-napkin-dan-roam
WHAT? (WHO’S COUNTING?)
HOW MUCH? (COMPARE)
WHERE? (MAP)
WHEN? (TIMELINE)
HOW? (FLOWCHART)
WHY (ANALYSIS)
– C H R I S T I A N B A U E R
„Zitat hier eingeben.“
D ATA R E S E A R C H L E A D
T O T H I S S T O RY
John Snow, 1854
Text
C L A S S I C E X A M P L E O F
D ATA / M A P
http://www.heise.de/newsticker/meldung/Umsatzsteigerung-und-Gewinnrueckgang-bei-Amazon-1285944.html
T H E C A S E F O R C O L L E C T I N G T H E N U M B E R S O V E R T I M E
C O L L E C T I N G R E L E VA N T,
L O C A L N U M B E R S O V E R T I M E
C R E AT E S VA L U E …
Quelle: New York Times
S I M P L E B A R , B I G S T O RY
– C H R I S T I A N B A U E R
„Zitat hier eingeben.“
D ATA - D R I V E N S T O RY / 

L O C A L N E W S PA P E R
„Zitat hier eingeben.“
The project is an excellent example of journalists intervening to put
a largely neglected issue on the political agenda, and providing
decision-makers and the public with the evidence they need to
take action to stop these tens of thousands of deaths at Europe’s
borders. This is data journalism at its best. We need more projects
like this.
B I G I N V E S T I G AT I O N ,
M U LT I - P U B L I C AT I O N A C R O S S
E U R O P E
– C H R I S T I A N B A U E R
„Zitat hier eingeben.“
I M P R E S S I V E I N T E R A C T I V E ,
D O N E B Y L O C A L
N E W S R O O M
A P P F O R R E A D E R S
H O W ?
T H E T H I N K I N G B E H I N D
N O TA B L E D ATA
P R O J E C T S
Quelle: Alan McLean, NYT//Amsterdam, 2010
Quelle: Alan McLean, NYT//Amsterdam, 2010
1. Data Story 2. Data Special 3. Data App
Find Small datasets Complex data Big data
Clean Excel Open Refine Database
Visualize Line, Bar, Pie Interaction & Filters Dashboards
Publish Embed Special URL App or service
Who? Journalist Journalist + Designer
Journalist + Designer
+ Developer
THREE TYPES OF PROJECTS
TEAMS NEEDED
Journalisten/

Dokumentation
DeveloperDesigner
Ideas and Questions
Search and data verification
Project management
Visual quality
Clarity
Depth
Surprise
Simplifying

Automating
Automatisierung
Presentation
Agility
Innovation
CC-BY: Mirko Lorenz, 2012
E X A M P L E : 

F I N D I N G 

T H E C H E AT E R S 

I N T H E 

N E W Y O R K M A R AT H O N
D ATA S T O RY T H I N K I N G
D ATA S T O RY T H I N K I N G
A P P R O A C H
Start with simple questions:
- How many participants?
- Outliers?
- Winners? Cheaters?
Dig deeper:
- Wie viele wurden disqualifiziert?
- Möglichkeit: U-Bahn nehmen
- Welche anderen Möglichkeiten?
- Weitergabe der Anmeldung
W H E N U S I N G D ATA : 

G O F I N D A L A N M I L L E R
Source: Andy Lehren, The New York Times
Die Geschichte: Alan Miller
E X A M P L E :
O LY M P I C S
1 0 0
M E T E R
R A C E
unknown derivative work by Durova - derivative work of
Image:Jesse_Owens.jpg - reproduction of photograph in
"Die Olympischen Spiele, 1936" p.27, 1936.
http://en.wikipedia.org/wiki/
100_metres_at_the_Olympics
W I E I S T D I E G E S C H I C H T E
A U F G E B A U T ? PROTAGONIST
Wie viel? Gewinner nach Jahr und 100 Meter Zeit
Antagonist: Carl Lewis
Umrechnung: Rückstand in Metern auf Usain Bolt
Vergleich von 116 Medaillen-Gewinnern
Analyse: Gewinner nach Nationalität.
Vergleich: Wie schnell?
Überraschung: Laufzeiten heute (nach Alter)?
Ende: Differenz zwischen 1896 und 2012?
<— 3 Sekunden —>
http://konigi.com/book/sketch-book/why-we-sketch
From idea to completion: Not a straight line.
http://konigi.com/book/sketch-book/why-we-sketch
Geschichten skizzieren - Komplexität entwirren
http://konigi.com/book/sketch-book/why-we-sketch
Iterieren, formen, verdichten.
http://konigi.com/book/sketch-book/why-we-sketch
Persönlich machen: Protagonist als Spiegel/Bezugspunkt.
T O O L S
D AT E N : 

E X C E L
G O O G L E S H E E T S
O P E N R E F I N E
S C R A P E R
F O R M E L N ( Z . B . I N F L AT I O N , A R B E I T S M I N U T E )
V I S U A L I S I E R E N :
D 3 . J S
J U I C E L A B S C H A R T C H O O S E R
D ATA W R A P P E R
Many rules and
recommendations built into the
tool.
Was unterscheidet den Datawrapper?
Sehr schnell
Open Source
Qualität der Diagramme
Optimiert für digitale Publikation
Example: Good data-to-ink ratio
One user, multiple publishing options for 30 days.
All charts published stay online. Full year at 30% lower
price.
Datawrapper Pro
Your own Datawrapper. On site server. 

Full customization of data input, 

visualizations and data output.
Newsrooms and workgroups.
All charts in one place.
Custom layout. Custom modules.
per month
500€per month
12€30 days
100€Full Year (-30%)
Datawrapper API
• Coming features:
• Scatterplot
• Tables
• Double Y-Axis
• Datawrapper Source
E X E R C I S E :
H O W T O S TA RT A
S T O RY Y O U R S E L F
https://medium.com/@tomcavill/3x3-d6202ef7d077
Use the 3x3 rule for better story structure.
W H AT ? W H Y ? H O W ?
https://medium.com/@tomcavill/3x3-d6202ef7d077
3 X 3
W H AT W H Y H O W
_ _ _ _ _ _ _ _ _
_ _ _ _ _ _ _ _ _
_ _ _ _ _ _ _ _ _
_ _ _ _ _ _ _ _ _
_ _ _ _ _ _ _ _ _
_ _ _ _ _ _ _ _ _
_ _ _ _ _ _ _ _ _
_ _ _ _ _ _ _ _ _
_ _ _ _ _ _ _ _ _
T H A N K Y O U

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Mirko Lorenz Data Driven Journalism Overview Seminar Ordine dei Giornalisti del Veneto European Journalism Center 14 apr 2015 #DDJ

  • 1. A D E E P E R L O O K 
 F O R B E T T E R S T O R I E S D A TA D R I V E N J O U R N A L I S M S E M I N A R O R D I N E D E I G I O R N A L I S TA •   V E N E Z I A 2 0 1 5 • E U R O P E A N J O U R N A L I S M C E N T E R
  • 2. O V E R V I E W: - I N T R O D U C T I O N T O D D J - E X E R C I S E : 3 X 3 - W H AT, W H Y, H O W - T O O L : D ATA W R A P P E R - T I P S : E X C E L F O R M U L A S - Q U E S T I O N S & D I S C U S S I O N
  • 3. @ M I R K O L O R E N Z J O U R N A L I S T / I N F O R M AT I O N A R C H I T E C T F O C U S : C R O S S M E D I A / D ATA - D R I V E N J O U R N A L I S 
 D ATA W R A P P E R D ATA D R I V E N J O U R N A L I S M . N E T D E U T S C H E W E L L E I N N O VAT I O N T E A M Brief introduction
  • 4.
  • 5. B I G D ATA 
 S M A L L D ATA R E L E VA N T D ATA
  • 6. W H AT I S D ATA - D R I V E N J O U R N A L I S M ?
  • 7.
  • 8. DEF: DATA-DRIVEN JOURNALISM = WORKFLOW ‣ Tasks are to collect, clean, visualize and report ‣ Data-driven journalism is a process
  • 9. Data is a new camera (Replace as many stock photos with charts as you can)
  • 10. T H R E E K E Y TA S K S • Collect national, regional, local data • What does it mean for readers/users? • Enable comparisons, look for outliers
  • 11. S E E : W I K I P E D I A „ D ATA - D R I V E N J O U R N A L I S M “ data-driven journalism S E E : D ATA J O U R N A L I S M H A N D B O O K ( F R E E ) Tipp: #ddj (Twitter)
  • 13. Edward Tufte: To be truthful and revealing, data graphics must bear on the
 question at the heart of quantitative thinking: “Compared to what?, from: 
 The Visual Display of Quantitative Information START WITH THIS QUESTION:
 COMPARED TO WHAT?
  • 15. E X A M P L E
  • 16. E X A M P L E
  • 17. E X A M P L E
  • 19. W H Y D ATA - D R I V E N J O U R N A L I S M ?
  • 20. IN A DATA-DRIVEN WORLD NEWSROOMS NEED TO ADAPT ‣ Online Publishing ‣ Data as a source of exclusive reporting positions Früher Daten, 
 Studien,
 Umfragen Redaktion Heute Redaktion Open Data „Not-so-open“
 Data
  • 21.
  • 22.
  • 23. R E D A K T I O N E N U N D A R C H I V E M Ü S S E N G L E I C H Z I E H E N , A R B E I T V E R E I N FA C H E N …
  • 24. Q U E L L E : V I S U A L LY - H T T P S : / / W W W. Y O U T U B E . C O M / WAT C H ? V = A I V K F N E R B P Q
  • 25. Q U E L L E : V I S U A L LY - H T T P S : / / W W W. Y O U T U B E . C O M / WAT C H ? V = A I V K F N E R B P Q
  • 26. A LIST OF REASONS FOR DATA-DRIVEN WORK: ‣ Help our readers to make important decisions in life: Election, Economy, Education/Profession, Real Estate, Retirement, Health ‣ Users expect competent support and guidance ‣ Investivative projects to tackle corruption and big issues ‣ Chance to build a unique regional reporting position ‣ Services for trust and decision making to complement reporting ‣ Outlook: From Attention to Trust
  • 27. BIG OPPORTUNITIES Let people search less Reduce the time they need to search Help to make decisions Detect big changes/issues earlier Be part of trust economy
  • 28. A R E A S O F A P P L I C AT I O N T E L L I N G S T O R I E S B A S E D O N D ATA
  • 29. GO THROUGH THE KEY QUESTIONS - FIVE W & ONE H http://www.slideshare.net/stsanto/the-back-of-the-napkin-dan-roam WHAT? (WHO’S COUNTING?) HOW MUCH? (COMPARE) WHERE? (MAP) WHEN? (TIMELINE) HOW? (FLOWCHART) WHY (ANALYSIS)
  • 30. – C H R I S T I A N B A U E R „Zitat hier eingeben.“ D ATA R E S E A R C H L E A D T O T H I S S T O RY
  • 31. John Snow, 1854 Text C L A S S I C E X A M P L E O F D ATA / M A P
  • 32. http://www.heise.de/newsticker/meldung/Umsatzsteigerung-und-Gewinnrueckgang-bei-Amazon-1285944.html T H E C A S E F O R C O L L E C T I N G T H E N U M B E R S O V E R T I M E C O L L E C T I N G R E L E VA N T, L O C A L N U M B E R S O V E R T I M E C R E AT E S VA L U E …
  • 33. Quelle: New York Times S I M P L E B A R , B I G S T O RY
  • 34. – C H R I S T I A N B A U E R „Zitat hier eingeben.“ D ATA - D R I V E N S T O RY / 
 L O C A L N E W S PA P E R
  • 35. „Zitat hier eingeben.“ The project is an excellent example of journalists intervening to put a largely neglected issue on the political agenda, and providing decision-makers and the public with the evidence they need to take action to stop these tens of thousands of deaths at Europe’s borders. This is data journalism at its best. We need more projects like this. B I G I N V E S T I G AT I O N , M U LT I - P U B L I C AT I O N A C R O S S E U R O P E
  • 36. – C H R I S T I A N B A U E R „Zitat hier eingeben.“ I M P R E S S I V E I N T E R A C T I V E , D O N E B Y L O C A L N E W S R O O M
  • 37. A P P F O R R E A D E R S
  • 38. H O W ? T H E T H I N K I N G B E H I N D N O TA B L E D ATA P R O J E C T S
  • 39. Quelle: Alan McLean, NYT//Amsterdam, 2010
  • 40. Quelle: Alan McLean, NYT//Amsterdam, 2010
  • 41. 1. Data Story 2. Data Special 3. Data App Find Small datasets Complex data Big data Clean Excel Open Refine Database Visualize Line, Bar, Pie Interaction & Filters Dashboards Publish Embed Special URL App or service Who? Journalist Journalist + Designer Journalist + Designer + Developer THREE TYPES OF PROJECTS
  • 42. TEAMS NEEDED Journalisten/
 Dokumentation DeveloperDesigner Ideas and Questions Search and data verification Project management Visual quality Clarity Depth Surprise Simplifying
 Automating Automatisierung Presentation Agility Innovation CC-BY: Mirko Lorenz, 2012
  • 43. E X A M P L E : 
 F I N D I N G 
 T H E C H E AT E R S 
 I N T H E 
 N E W Y O R K M A R AT H O N
  • 44. D ATA S T O RY T H I N K I N G
  • 45. D ATA S T O RY T H I N K I N G
  • 46.
  • 47. A P P R O A C H Start with simple questions: - How many participants? - Outliers? - Winners? Cheaters? Dig deeper: - Wie viele wurden disqualifiziert? - Möglichkeit: U-Bahn nehmen - Welche anderen Möglichkeiten? - Weitergabe der Anmeldung
  • 48. W H E N U S I N G D ATA : 
 G O F I N D A L A N M I L L E R Source: Andy Lehren, The New York Times Die Geschichte: Alan Miller
  • 49. E X A M P L E : O LY M P I C S 1 0 0 M E T E R R A C E unknown derivative work by Durova - derivative work of Image:Jesse_Owens.jpg - reproduction of photograph in "Die Olympischen Spiele, 1936" p.27, 1936.
  • 51.
  • 52. W I E I S T D I E G E S C H I C H T E A U F G E B A U T ? PROTAGONIST
  • 53. Wie viel? Gewinner nach Jahr und 100 Meter Zeit
  • 55. Umrechnung: Rückstand in Metern auf Usain Bolt
  • 56. Vergleich von 116 Medaillen-Gewinnern
  • 57. Analyse: Gewinner nach Nationalität.
  • 60. Ende: Differenz zwischen 1896 und 2012? <— 3 Sekunden —>
  • 65. T O O L S
  • 66. D AT E N : 
 E X C E L G O O G L E S H E E T S O P E N R E F I N E S C R A P E R F O R M E L N ( Z . B . I N F L AT I O N , A R B E I T S M I N U T E ) V I S U A L I S I E R E N : D 3 . J S J U I C E L A B S C H A R T C H O O S E R D ATA W R A P P E R
  • 67.
  • 68.
  • 69.
  • 70.
  • 71.
  • 72.
  • 73. Many rules and recommendations built into the tool.
  • 74. Was unterscheidet den Datawrapper? Sehr schnell Open Source Qualität der Diagramme Optimiert für digitale Publikation
  • 76. One user, multiple publishing options for 30 days. All charts published stay online. Full year at 30% lower price. Datawrapper Pro Your own Datawrapper. On site server. 
 Full customization of data input, 
 visualizations and data output. Newsrooms and workgroups. All charts in one place. Custom layout. Custom modules. per month 500€per month 12€30 days 100€Full Year (-30%)
  • 77.
  • 79. • Coming features: • Scatterplot • Tables • Double Y-Axis • Datawrapper Source
  • 80. E X E R C I S E : H O W T O S TA RT A S T O RY Y O U R S E L F
  • 82. W H AT ? W H Y ? H O W ? https://medium.com/@tomcavill/3x3-d6202ef7d077
  • 83. 3 X 3 W H AT W H Y H O W _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
  • 84.
  • 85. T H A N K Y O U