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Data Journalism
in the Second Machine Age
On Networked Transparency, Algorithms and
Accountability
Alexander B. Howard
Tow Fellow, Columbia University
March 17, 2014
What is the role of the Fourth
Estate in holding the use of
algorithms and data accountable?
First, some history.
Newspapers have
used data for centuries
Source: The Guardian
1960s: computer-assisted reporting (CAR)
Bob Woodward, via Cliff1066
Traditional tools applying tech to
journalism…
• Calculators and Graphs
• Mainframe and PCs
• Spreadsheets
• Databases
• Text and code editors
• Statistics
• Programming
2010: “Data-driven journalism is the
future”
Source: Tim Berners-Lee in the Guardian
…combined with new tools & context…
• Online spreadsheets and wikis
• Data visualization tools
• Open source frameworks
• Code sharing
• Agile development
• Cloud storage and processing (EC2 &Heroku)
• More data and more access
• Privacy and security riskss
2014: data journalism is the present
Gathering, cleaning, organizing, analyzing,
visualizing and publishing data to support
the creation of acts of journalism
Data journalism in the second machine age
Trendy but not new
• The collection, protection and
interrogation of data as a source,
complementing traditional “shoe
leather” investigative reporting relying
on witnesses, experts and authorities
Dollars for Docs
A tangled web
Data journalism in the second machine age
Los Angeles Times
More than 36 interactive databases published
Data sets account for 75% of overall traffic
[Source: CJR]
La Nacion
Reuters: Connected China
Center for Public Integrity
Emerging trends
Networked reporting of corruption
ICIJ: Offshore Leaks
“If Stage 1 of data journalism was “find and
scrape data,” then…
Stage 2 was “ask government agencies to
release data” in easy to use formats.
Stage 3 is going to be “make your own data”,
and those sources of data are going to be
automated and updated in real-time.”
-JavaunMoradi, NPR
Sensor Journalism
Safecast
open source
Geiger counter
Networked accountability
Drones + data collection
Privacy
challenges
Security challenges
• Protect your sources? Protect your data!
Ethics & politics over media use of data
• Gun map graphic
Data journalism in the second machine age
Data journalism in the second machine age
Accountability for “personalized redlining”
• Gun map graphic
Transparency for geographic profiling
• Gun map graphic
WSJ: Websites vary prices, based upon user information
Monitoring predictive policing
• Gun map graphic
Verge: Chicago crime and profiling Geekwire: Predictive Policing
Investigating human tissue trafficking
• Gun map graphic
ICIJ: The data behind skin and bone
Data + journalism + activism +
responsive institutions = social change
Government of the
people, for the
people, by the
people, with the
people.

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Data journalism in the second machine age