Introduction to Data Journalism
¿What is data journalism?
- Gathering Data, scrapers.
- Understanding Data: ‘cleaning’, ‘analysing’ or ‘interviewing’ to find leads or evidence.
- Presenting Data: visualisation, interactivity and personalisation
Not just numbers and statistics
Data is everywhere: audio, video, connections on social networks, photographs, documents, financial information, likes on Facebook, web search results, numbers on spreadsheets.
Also Metadata
When information was scarce, most of our efforts were devoted to hunting and gathering. Now it is abundant, processing is more important.
We process at two levels: (1) analysis to bring sense and structure out of the
never-ending flow of data and (2) presentation to get what’s important and relevant into the consumer’s head.
Philip Meyer
Professor Emeritus, University of North Carolina at Chapel Hill
Software is your friend
It helps you to: gather data, clean data, analyse the data, find connections, find patterns or changes, find the story, tell the story.
Computer Assisted Reporting (CAR)
- Pioneered in the US because Philip Meyer’s coverage of the 1967 Detroit riots.
- Bill Dedman’s revelations of racial bias in lending policies of banks in the 80s
- Steve Doig’s analyses of the damage from Hurricane Andrew in the 90s
- Police raided after hours drinking club in predominantly black neighbourhood.
- Deadliest riots in US history 43 dead, 467 injured, 7,200+ arrests 2,000+ buildings destroyed.
- Psychology professor Nathan Caplan and journalist Phillip Meyer used social science techniques to look for root cause.
- Rioters thought to have low economic status or educational levels.
- Also blamed recent immigrants from the South.
Among the Findings
- There was no correlation between economic status and participation in the disturbance.
- College-educated residents were as likely as high school drop-outs to have taken part.
- Recent immigrants from the South had not played a major role; in fact, Northerners were three times as likely to have rioted.
Precision Journalism
“Precision journalism was a way to expand the tool kit of the reporter to make topics that were previously inaccessible, or only crudely accessible, subject to journalistic scrutiny. It was especially useful in giving a hearing to minority and dissident groups that were struggling for representation.“
Philip Meyer
Author of Precision Journalism:
A Reporters Introduction to Social Science Methods (1973)
80s - Racial Bias in Lending Policies
- Through a FoIA request to the Federal Home Loan Bank Board loan Bill
- Dedmanobtained applications
- Analysed 10 million applications for loans in the US
- Derived rejection rates from a national analysis by race, sex and marital status
- Revealed in much of the US high-income blacks were rejected at the same rate as low-income whites
- Blacks were rejected more than twice as often as whites
- Race better predictor of success than sex or marital status
The Color of Money
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)
What went wrong in 90s with Hurricane Andrew?
- Stephen Doig, Miami Herald
- Compared dates, damage and paths of other Florida hurricanes
- Merged damage reports with the property-tax roll
- Newer houses more significantly damaged
- Discovered that during Florida’s 27-year hurricane-free period, houses were not built to code
- Analysed of campaign contributions showed one out of four campaign dollars from building industry
- “Instead of just supplying anecdotes,” said Doig. “We provided powerful evidence with data analysis
“CAR is the use of computers and social science methods to acquire and analyze information to tell stories that otherwise would be difficult or impossible”.
Stephen Doig
New Approaches to Journalism
- New technology
- A move towards greater openness
- Application of social science technologies to news gathering and reporting
- Greater computer access and faster processing
- Faster, cheaper, more readily available software
- Larger data sets
- More people accessing news digitally therefore more scope different ways of telling stories
Modern Data Journalism
- Automate data gathering (scraping)
- Find stories in data sets using spreadsheets (Excel) or databases (Access and SQL)
- Data visualisation and infographics (Google Fusion, Tableau, CartoDB)
- Explain how stories affect an individual
Data Scraping
Automates the process of gathering data: Helium, Outwit, Scraperhub, Quickcode, Python, Ruby, R.
It Starts with a Question
Crime rates, financial information, public services, environment, planning and building regulations, connections, education, health.
Interviewing Data
- A dataset is a source like any other, though with very specific knowledge and an infallible memory for facts
- To interview it, you must learn to ask questions in a language it understands
- It cannot lie to you, but be aware that it may have been lied to by others…
More examples of data journalism
Data of the Week http://gijn.org/2014/09/29/top-ten-ddj-the-weeks-most-popular-data-journalism-links-29/
What is Big Data? http://gijn.org/2014/09/09/what-is-big-data/
Tableau Gallery http://www.tableausoftware.com/public/gallery
DataBlog The Guardian http://www.theguardian.com/news/datablog
Country Statistics http://www.nationmaster.com/
Spurious Correlations http://www.tylervigen.com/
Where do we find data?
- Published data: open government data, datasets published by NGOs, researchers.
- Requested data: freedom of Information Law, scraping.
- Leaked data: whistle-blowers, inside sources.
- Created data.
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)
[Journalism is] going to be about poring over data and equipping yourself with the tools to analyse it and picking out what’s interesting. And keeping it in perspective, helping people out by really seeing where it all fits together, and what’s going on in the country.”
Tim Berners-Lee
More webgraphy about data journalism
16 useless infographics. (August 1st, 2013). The Guardian. www.theguardian.com/news/datablog/gallery/2013/aug/01/16-useless-infographics
Gray, J.; Bounegru, L. y Chambers, L. (2012). The Data Journalis. Open Knowledge Foundation. http://datajournalismhandbook.org/1.0/en/index.html
Data Journalism Blog. A news site tackling innovative projects made with data, in the newsroom and elsewhere. http://www.datajournalismblog.com/
BBC College of Journalism. Journalism blog of BBC Media. http://www.bbc.co.uk/blogs/collegeofjournalism/entries/89cf3a79-1a82-3b83-8cad-67451dbcee95
Weaver, D. y McCombs, M. (January 1st, 1980). Journalism and Social Science: A New Relationship? Public Opinion Quarterly, Vol. 44, Issue 4, 1 pp. 477–494. https://doi.org/10.1086/268618