SlideShare a Scribd company logo
The Rise of Data Journalism:
The Making of Journalistic
Knowledge through
Quantification
5 April 2016,Sciences Po, Paris, France
Liliana Bounegru | lilianabounegru.org | @bb_liliana
Jonathan Gray | jonathangray.org | @jwyg
Jonathan Gray Liliana Bounegru
Data Journalism MOOCThe Data Journalism Handbook
Data Journalism News Trainings, Conferences and Workshops
Digital Methods Initiative
http://digitalmethods.net
The Rise of Data Journalism: The Making of Journalistic Knowledge through Quantification
Data Worlds:

The New Politics of
Public Information
Jonathan Gray
“Wikileaks didn't invent data journalism. But it did
give newsrooms a reason to adopt it. There was
just too much data for it to happen any other way.”
Simon Rogers, The Guardian Datablog
The Rise of Data Journalism: The Making of Journalistic Knowledge through Quantification
The Rise of Data Journalism: The Making of Journalistic Knowledge through Quantification
What is in this 2.6 terabyte leak?
11.5 million documents
4.8 million emails
3 million database entries
2 million PDF documents
1 million images
320,000 text documents
214,488 offshore entities
14,153 different clients
200+ countries involved
21 offshore jurisdictions
Over 370 journalists from
109 different media organisations
in 76 different countries
collaborating for nearly 2 years.
(And we are only on day 2 of 14!)
The Rise of Data Journalism: The Making of Journalistic Knowledge through Quantification
The Rise of Data Journalism: The Making of Journalistic Knowledge through Quantification
The Rise of Data Journalism: The Making of Journalistic Knowledge through Quantification
The so-called “data revolution” and the
“transparency revolution” have given rise to
new journalism practises rooted in data,
quantitative methods and computational
techniques.
These practises are transforming not only
the way news is sourced, produced and
delivered but also who and what is doing
the sourcing, production and delivery of
journalism.
New	York	Times	Interac2ve	News	and	Graphics	teams	 Chicago	Tribune	News	Apps	team	
Guardian	Interac-ve	Team	 “Journalism	Unicorn”	
“There	is	something	about	not	just	being	able	to	think	and	act	like	a	programmer	but	also	to	be	able	to	
think	and	act	like	a	journalist,	which	is	quite	demanding.	[…]	Newsrooms	are	crying	out	for	these	
skills.”	(Emily	Bell,	Professor	&	Director,	Tow	Center	for	Digital	Journalism,	‘Columbia	is	launching	a	new	
post-bac	program	to	breed	journalism	unicorns’,	Nieman	Lab,	2013)
Source: Alan McClean, New York Times
Source: Alan McClean, New York Times
The programmer-
journalists
The computer-assisted
reporters
The data journalists
Three Kinds of Data Journalism
1.	Pu&ng	news	into	context	with	data	
http://www.theguardian.com/news/datablog/2012/oct/31/europe-unemployment-rate-by-country-eurozone
The Guardian Datablog: Journalism as a Source of Data
“Most	of	what	we	do	is	this	kind	of	very	newsy,	quick	pieces	of	data	journalism,	that	are	based	around	stories	that	just	happen	to	be	in	the	news	that	day.		Every	news	story	
has	some	data	behind	it	and	we’re	here	to	make	that	accessible	and	surface	it.”	(interview	with	Simon	Rogers,	6	September	2012)	
“When	we	launched	the	Datablog,	we	thought	the	audiences	would	be	developers	building	applicaCons.	In	fact,	it’s	people	wanCng	to	know	more	about	carbon	emissions	or	
Eastern	European	immigraCon	or	the	breakdown	of	deaths	in	Afghanistan — or	even	the	number	of	Cmes	the	Beatles	used	the	word	‘love’	in	their	songs.”	(Rogers,	Simon.	2012.	
“Behind	the	scenes	at	The	Guardian	Datablog.”	In	The	Data	Journalism	Handbook,	edited	by	Gray,	Jonathan,	Liliana	Bounegru,	and	Lucy	Chambers,	34-37.	Sebastopol,	CA:	O'Reilly	Media)
The Guardian Datablog: Journalism as a Source of Data
2. Data-driven investigative journalism
3. News apps as research tools for journalists and audiences
“By	showing	each	reader	data	that	is	specific	to	them,	
a	news	app	can	help	each	reader	understand	a	story	in	
a	way	that’s	personally	meaningful	to	them.	It	can	help	
a	reader	understand	their	personal	connecCon	to	a	
broad	naConal	phenomenon,	and	help	them	aNach	
what	they	know	to	what	they	don’t	know,	and	thereby	
encourage	a	deep	understanding	of	abstract	concepts.”	
(Klein,	S.	(2012).	News	apps	at	ProPublica.	In	J.	Gray,	L.	
Bounegru,	&	L.	Chambers	(Eds.),	The	data	journalism	
handbook	(pp.	185-186).	Sebastopol,	CA:	O'Reilly	
Media)
Why Does Data Journalism Matter?
–Emily Bell, Professor & Director, Tow Center for Digital
Journalism, 2012
“One of the most important questions for journalism’s
sustainability will be how individuals and organizations
respond to this availability of data.”
“Data-driven journalism is the future.”
–Tim Berners-Lee, founder of the World Wide Web, 2012
New	forms	of	gathering	informa-on,	new	forms	of	knowledge	
produc-on,	new	forms	of	presenta-on	and	dissemina-on	of	stories.	
Why Does Data Journalism Matter?
"Anybody that thinks that this race is
anything but a toss-up right now is
such an ideologue, they should be
kept away from typewriters, computers,
laptops and microphones for the next
10 days, because they're jokes.”


(Joe Scarborough, MSNBC, 2012)
“I am Nate Silver,
Lord and God of the
Algorithm”
(Jon Stewart, 2012)
Geeks vs. pundits: clash of two epistemological cultures?
New forms of knowledge
“Part	of	what	we’ve	been	trained,	as	a	society,	
to	expect	out	of	the	Big	Deal	Journalis]c	Story	is	
something	“new,”	something	we	didn’t	know	
before.	Nixon	was	a	crook!	Osama	Bin	Laden	
was	found	by	the	CIA	and	then	allowed	to	
escape!	But	in	these	recent	stories,	it’s	not	the	
presence	of	something	new,	but	the	ability	to	
tease	a	paNern	out	of	a	lot	of	liNle	things	we	
already	know	that’s	the	big	deal.	It’s	not	
the	newsness	of	failure;	.	.	.	it’s	the	weight	of	
failure.”	
(C.W.	Anderson,	assistant	professor	in	the	Department	
of	Media	Culture	at	the	College	of	Staten	Island,	2010)
It is said to improve the democratic function of the
media:
• enhancing journalistic objectivity
• more accountable journalism
• more efficient journalism workflows
• increasing citizen participation in public life
Why Does Data Journalism Matter?
“At The Texas Tribune … the data sets account for 75 percent of the site’s overall traffic.” (Columbia
Journalism Review, 2010)
Potential for the media as a business
Why Does Data Journalism Matter?
Time on page substantially higher than on other sections of the Guardian (Simon Rogers, former
Data Blog editor)
Is Data journalism New?
Data	journalism	wasn’t	born	yesterday
John Snow’s map of cholera outbreaks
in 19th century London
Social survey movement in 1900s
Precision journalism in 1960s
Source: Alex Howard
The Rise of Data Journalism: The Making of Journalistic Knowledge through Quantification
Emergence of term “data journalism” in 2000s.
“For example, say a newspaper has written a story about a local
fire. Being able to read that story on a cell phone is fine and
dandy. Hooray, technology! But what I really want to be able
to do is explore the raw facts of that story, one by one, with
layers of attribution, and an infrastructure for comparing the
details of the fire — date, time, place, victims, fire station
number, distance from fire department, names and years
experience of firemen on the scene, time it took for firemen
to arrive — with the details of previous fires. And subsequent
fires, whenever they happen.”
(Adrian Holovaty, 2006, “A fundamental way newspaper sites
need to change”)
The profile of the data journalism team
Source:	Cindy	Royal,	2013,	niemanlab.org
data	journalism	in	the	
newsroom	
Lone	
rangers:	
Guardian	
Datablog	
Two-person	
team:	
Guardian	US	
	
Small-scale	
team:	
WNYC	
	
Large	team:	
New	York	
Times	
Source:	Simon	Rogers,	datajournalismcourse.net
Data journalism outside the newsroom
Computational journalism in universities
Data journalism and computer-assisted
reporting in the NGO sector
Data Journalism Handbook: http://datajournalismhandbook.org/
Data Journalism Handbook: http://datajournalismhandbook.org/
http://towcenter.org/wp-content/uploads/2014/05/Tow-Center-Data-
Driven-Journalism.pdf
School of Data: http://schoolofdata.org/
Data Journalism Awards: https://www.globaleditorsnetwork.org/programmes/data-journalism-awards/
Who	sponsors	us?	
Who funds data journalism?
How do you study data journalism?
How have these recent developments been
discussed in academic literature?
“Could computing technology - which has played no small part in the decline
of the traditional news media - turn out to be a saviour of journalism’s
watchdog tradition?” (Cohen, Sarah, Chengkai Li, Jun Yang, and Cong Yu.
2011. "Computational Journalism: A Call to Arms to Database Researchers."
CIDR 2011: 148-151)
“If there’s a silver lining in this situation, it is the ability of computer scientists
to strengthen the hands of the remaining professional reporters and engage
new players in the watchdog process” (Cohen, Sarah, James F. Hamilton,
and Fred Turner. 2011. “Computational journalism.” Communications of the
ACM 54 (10): 66-71)
Flew, T., Spurgeon, C., Daniel, A., & Swift, A. (2012). The
promise of computational journalism.
Cohen, S., Li, C., Yang, J., & Yu, C. (2011). Computational
journalism: A call to arms to database researchers
Hamilton, J. & Turner F. (July, 2009). Accountability through
algorithm: Developing the field of computational journalism.
How have these recent developments been
discussed in academic literature?
Royal, Cindy. 2010. “The Journalist as Programmer: a Case Study
of the New York Times Interactive News Technology Department.”
Presented at the International Symposium on Online Journalism,
Austin, Texas.
Parasie, Sylvain, and Eric Dagiral. 2012. ‘‘Data-driven Journalism
and the Public Good: ‘Computer-assisted-reporters’ and
‘Programmer-journalists’ in Chicago.’’ New Media & Society 15 (6):
853-871.
How have these recent developments been
discussed in academic literature?
List of academic literature on data journalism
hap://lilianabounegru.org/2014/05/07/list-of-academic-papers-
about-data-journalism-and-computa]onal-journalism/
If stage one of data journalism
was 'find and scrape data',
then stage two was 'ask
government agencies to
release data' in easy to use
formats. Stage three is going
to be “'make your own data'.
How about data sources?
Javaun Moradi, Product Manager, NPR	
	
Whose voices and viewpoints structure and inform news discourse
goes to the heart of democratic views of, and radical concerns
about, the news media. (Simon Cottle, 2003)
Sourcing practices
Bounegru, L. “What Data Journalists Need to Do Differently.” Harvard Business Review.
https://hbr.org/2014/05/what-data-journalists-need-to-do-differently/
“…when journalists are building their stories exclusively
around existing data collected by a small number of major
institutions and companies, this may exacerbate the
tendency to amplify issues already considered a priority,
and to downplay those that have been relegated or which
aren’t on the radar screens of major institutions.”
–Bounegru, L. “What Data Journalists Need to Do
Differently.” Harvard Business Review, 2014
Sourcing questions
• To what extent do we see new sourcing practices
and new processes of journalistic knowledge
production emerging?
• How do these new processes compare with
traditional sourcing practices?
• How do these allegedly innovative and
transformative practices and processes of sourcing
and knowledge production shape the democratic
function of the media?
Knowledge production questions
• How can data journalism be understood as part of
the broader computational culture that permeates
our societies?
• How does data journalism reconfigure traditional
journalism epistemologies?
• How are audiences configured in this process?
[END]

More Related Content

PDF
Connecting Data, Computation and Journalism: The Epistemological Models of Th...
PDF
Using Data for Science Journalism
PDF
Fake News, Algorithmic Accountability and the Role of Data Journalism in the ...
PDF
Towards a critical data journalism practice
PDF
Periodismo automatizado
PDF
How to get started with Data Journalism
PDF
Fake News in Digital Culture
PDF
Journalism, data and storytelling: navigating the battlefield
Connecting Data, Computation and Journalism: The Epistemological Models of Th...
Using Data for Science Journalism
Fake News, Algorithmic Accountability and the Role of Data Journalism in the ...
Towards a critical data journalism practice
Periodismo automatizado
How to get started with Data Journalism
Fake News in Digital Culture
Journalism, data and storytelling: navigating the battlefield

What's hot (20)

PPTX
The Mobile Challenge for Data Journalism
PDF
Intro to data journalism
PDF
Understanding and Implementing Innovation in News Media and Journalism
PPTX
Data Journalism
PPT
The history of precision journalism (and why it matters)
PDF
Estudio data journalism-in-2017 - google
PPTX
Trends in Online Journalism
PPT
Trends in Online Journalism
PDF
El periodismo de datos en 2017
PPTX
Introduction to hyper-local media, part three: issues, challenges and futureg...
PPTX
J462 Reporting II intro
PDF
Slides: The Impact of COVID-19 on Journalism in Emerging Economies and the Gl...
PPT
J O U R 3340 Oct 1 Online Journalism
PDF
Data! Action! Data journalism issues to watch in the next 10 years
PDF
Redistributing journalism: Journalism as a data public and the politics of qu...
PPT
Fic0114 lecture 9 newsgathering & reporting
PDF
Journalism fake news disinformation
PPTX
Public Scholarship Workshop - Tips and Tricks for Academics
PDF
Fake news and trust and distrust in fact checking sites
PPTX
Chapter 3 presentation
The Mobile Challenge for Data Journalism
Intro to data journalism
Understanding and Implementing Innovation in News Media and Journalism
Data Journalism
The history of precision journalism (and why it matters)
Estudio data journalism-in-2017 - google
Trends in Online Journalism
Trends in Online Journalism
El periodismo de datos en 2017
Introduction to hyper-local media, part three: issues, challenges and futureg...
J462 Reporting II intro
Slides: The Impact of COVID-19 on Journalism in Emerging Economies and the Gl...
J O U R 3340 Oct 1 Online Journalism
Data! Action! Data journalism issues to watch in the next 10 years
Redistributing journalism: Journalism as a data public and the politics of qu...
Fic0114 lecture 9 newsgathering & reporting
Journalism fake news disinformation
Public Scholarship Workshop - Tips and Tricks for Academics
Fake news and trust and distrust in fact checking sites
Chapter 3 presentation
Ad

Viewers also liked (20)

PDF
Journalism in an Age of Big Data: What It Is, Why It Matters and Where to Start
PDF
Mapping Issues with the Web: An Introduction to Digital Methods
PDF
Data Infrastructure Literacy: Reshaping Practices of Measurement, Monitoring ...
PDF
Towards A Literacy for Data Infrastructures
PDF
Data Work: Bridging Data Journalism and Digital Social Research
PDF
Open Budget Data: A Landscape Analysis
PDF
Why Data Journalism Is Something You Too Should Care About
PDF
Sourcing Practices in Data Journalism at The New York Times, The Guardian and...
PDF
A Field Guide to Fake News Launch at the International Journalism Festival 2017
PDF
How to Get Started with Data Journalism
PDF
Data Visualisations, Data Experiences and Data Worlds
PDF
Ways of Seeing Data: Towards a Critical Literacy for Data Visualisations as R...
PDF
Improving the Coverage of Complex Issues with Data Journalism and Digital Met...
PDF
On Digital Methods and Data Infrastructures
PDF
Using Data for Science Journalism
PDF
Ways of Seeing Data: Towards a Critical Literacy for Data Visualisations as R...
PDF
The Data Journalism Handbook
PDF
What Does a Good Digital Methods Project Look Like?
PDF
From Telling Stories with Data to Telling Stories with Data Infrastructures: ...
PDF
How is Data Made? From Dataset Literacy to Data Infrastructure Literacy
Journalism in an Age of Big Data: What It Is, Why It Matters and Where to Start
Mapping Issues with the Web: An Introduction to Digital Methods
Data Infrastructure Literacy: Reshaping Practices of Measurement, Monitoring ...
Towards A Literacy for Data Infrastructures
Data Work: Bridging Data Journalism and Digital Social Research
Open Budget Data: A Landscape Analysis
Why Data Journalism Is Something You Too Should Care About
Sourcing Practices in Data Journalism at The New York Times, The Guardian and...
A Field Guide to Fake News Launch at the International Journalism Festival 2017
How to Get Started with Data Journalism
Data Visualisations, Data Experiences and Data Worlds
Ways of Seeing Data: Towards a Critical Literacy for Data Visualisations as R...
Improving the Coverage of Complex Issues with Data Journalism and Digital Met...
On Digital Methods and Data Infrastructures
Using Data for Science Journalism
Ways of Seeing Data: Towards a Critical Literacy for Data Visualisations as R...
The Data Journalism Handbook
What Does a Good Digital Methods Project Look Like?
From Telling Stories with Data to Telling Stories with Data Infrastructures: ...
How is Data Made? From Dataset Literacy to Data Infrastructure Literacy
Ad

Similar to The Rise of Data Journalism: The Making of Journalistic Knowledge through Quantification (20)

PPTX
Towards a More Open World
PDF
Data Journalism: chapter from Online Journalism Handbook first edition
PPTX
Moldova Open Data Journalism Workshop
PPTX
Data journalism Overview
PPTX
Mac201 data journalism lecture
PPTX
Big data, a city of things and civic innovation
PDF
What Actor-Network Theory (ANT) and digital methods can do for data journalis...
PPTX
Digital evolution in times of crisis
PDF
The Panama Papers Global, Digital, and Non-Profit News
PPTX
Media and Citizen Power: Open Africa Summit
PDF
Wedf brochure (september)
PDF
Statistics in Journalism Sheffield 2014
PPTX
Open Data Journalism
PPTX
The art and science of data-driven journalism
PPTX
Mac373 med312 data journalism lecture
PPTX
Mac281 big data & journalism lecture 2014
PDF
PDF
Storytelling in a digital age - challenges of a Data Journalist
PPT
The Future of News(papers)
PDF
The story of Data Stories
Towards a More Open World
Data Journalism: chapter from Online Journalism Handbook first edition
Moldova Open Data Journalism Workshop
Data journalism Overview
Mac201 data journalism lecture
Big data, a city of things and civic innovation
What Actor-Network Theory (ANT) and digital methods can do for data journalis...
Digital evolution in times of crisis
The Panama Papers Global, Digital, and Non-Profit News
Media and Citizen Power: Open Africa Summit
Wedf brochure (september)
Statistics in Journalism Sheffield 2014
Open Data Journalism
The art and science of data-driven journalism
Mac373 med312 data journalism lecture
Mac281 big data & journalism lecture 2014
Storytelling in a digital age - challenges of a Data Journalist
The Future of News(papers)
The story of Data Stories

More from Liliana Bounegru (10)

PDF
Doing Digital Methods: Some Recent Highlights from Winter and Summer Schools
PDF
The Data Journalism Handbook (poster)
PDF
Follow the Networks: Open Data and Digital Methods for Journalism
PDF
Doing Digital Methods: Some Recent Highlights from Winter and Summer Schools
PDF
What Can Data Journalists and Digital Researchers Learn from Each Other?
PDF
Data Journalism and the Remaking of Data Infrastructures
PDF
Doing Social and Political Research in a Digital Age: An Introduction to Digi...
PDF
GitHub as Transparency Device in Data Journalism, Open Data and Data Activism
PPT
Precision Journalism by Steve Doig
PDF
Data Journalism Handbook at Mozfest
Doing Digital Methods: Some Recent Highlights from Winter and Summer Schools
The Data Journalism Handbook (poster)
Follow the Networks: Open Data and Digital Methods for Journalism
Doing Digital Methods: Some Recent Highlights from Winter and Summer Schools
What Can Data Journalists and Digital Researchers Learn from Each Other?
Data Journalism and the Remaking of Data Infrastructures
Doing Social and Political Research in a Digital Age: An Introduction to Digi...
GitHub as Transparency Device in Data Journalism, Open Data and Data Activism
Precision Journalism by Steve Doig
Data Journalism Handbook at Mozfest

Recently uploaded (20)

PPTX
Final Presentation General Medicine 03-08-2024.pptx
PPTX
human mycosis Human fungal infections are called human mycosis..pptx
PDF
Module 4: Burden of Disease Tutorial Slides S2 2025
PDF
2.FourierTransform-ShortQuestionswithAnswers.pdf
PDF
102 student loan defaulters named and shamed – Is someone you know on the list?
PDF
Insiders guide to clinical Medicine.pdf
PDF
Basic Mud Logging Guide for educational purpose
PDF
VCE English Exam - Section C Student Revision Booklet
PDF
Classroom Observation Tools for Teachers
PPTX
1st Inaugural Professorial Lecture held on 19th February 2020 (Governance and...
PPTX
school management -TNTEU- B.Ed., Semester II Unit 1.pptx
PDF
O7-L3 Supply Chain Operations - ICLT Program
PPTX
Cell Structure & Organelles in detailed.
PDF
Abdominal Access Techniques with Prof. Dr. R K Mishra
PPTX
Pharma ospi slides which help in ospi learning
PPTX
master seminar digital applications in india
PDF
Computing-Curriculum for Schools in Ghana
PDF
TR - Agricultural Crops Production NC III.pdf
PPTX
Lesson notes of climatology university.
PDF
FourierSeries-QuestionsWithAnswers(Part-A).pdf
Final Presentation General Medicine 03-08-2024.pptx
human mycosis Human fungal infections are called human mycosis..pptx
Module 4: Burden of Disease Tutorial Slides S2 2025
2.FourierTransform-ShortQuestionswithAnswers.pdf
102 student loan defaulters named and shamed – Is someone you know on the list?
Insiders guide to clinical Medicine.pdf
Basic Mud Logging Guide for educational purpose
VCE English Exam - Section C Student Revision Booklet
Classroom Observation Tools for Teachers
1st Inaugural Professorial Lecture held on 19th February 2020 (Governance and...
school management -TNTEU- B.Ed., Semester II Unit 1.pptx
O7-L3 Supply Chain Operations - ICLT Program
Cell Structure & Organelles in detailed.
Abdominal Access Techniques with Prof. Dr. R K Mishra
Pharma ospi slides which help in ospi learning
master seminar digital applications in india
Computing-Curriculum for Schools in Ghana
TR - Agricultural Crops Production NC III.pdf
Lesson notes of climatology university.
FourierSeries-QuestionsWithAnswers(Part-A).pdf

The Rise of Data Journalism: The Making of Journalistic Knowledge through Quantification