INTRO to
Data Journalism
Agustin Armendariz and Kendall Taggart
(h/t Jennifer LaFleur)
At the University of South Carolina, March 2014
Why should you care?
Basic data analysis skills will help get you a job
#Nicar14 job board
Why data journalism?
- Powerful figures are in the data
EXAMPLE: ESPN examines stadium food
Finding: At 28 percent of the venues, more than half of the concession stands or restaurants had been cited for at least one "critical" or "major" health violation.
WHy data journalism?
Powerful figures are in the data
Pattern recognition: it takes you beyond an anecdote
EXAMPLE: Associated press follows stimulus money
Combining datasets: Bridge inspections + stimulus funding
FINDING: Some of the nation's worst bridges did not get stimulus funding.
There is news in the outliers.
Caution: this slide contains extreme nerdiness - it's Lafleur's fault
WHY Data Journalism?
Powerful figures are in the data
Pattern recognition: it takes you beyond an anecdote
Test assumptions
EXAMPLE: California Watch
California has the toughest building regulations.
Schools must be safe.
why data journalism?
Powerful figures are in the data
Pattern recognition: it takes you beyond an anecdote
Test assumptions
A key skill to be able to hold government accountable
EXAMPLE: THE Center for investigative Reporting
Press releases disproportionately highlight Mexican citizens
4 of 5 Border Patrol drug busts involve US citizens
WHY Data Journalism?
Powerful figures are in the data
Pattern recognition: it takes you beyond an anecdote
Test assumptions
A key skill to be able to hold government accountable
Enable people to make stories relevant to their own situation
eXAMPLE: California watch
Schools in our area with faulty construction
Developing A data Frame of mind
If something is:
- inspected
- licensed
- purchased
- enforced
...there is probably a database
DEVELOPING DATA FRAME OF MIND
If there is:
...there is probably a database
Example:
DEVELOPing a data frame of mind
Is there a sensor?
Where do you find data?
-
Online: easy to download or requires scraping
SOME DATA AVAILABLE ONLINE:
WHERE do you find data?
Online: easy to download or requires scraping
Sometimes you have to create your own data
example: creating your own data
University of California Los Angeles expense report
EXAMPLE: CREATING YOUR OWN DATA
Where do you find data?
Online: easy to download or requires scraping
Sometimes you have to create your own data
Usually, it requires a request to a government agency
Requesting data
Sample state and federal FOIAs are available at:
NFOIC also has a list of FOIA experts in each state available on its website.
requesting data
Dealing with pushback
Common excuses:
• It’ll be really expensive.
• It’s too complicated for you to understand.
• It’s too big a dataset.
• It contains private information.
• Privatization – a third party company controls the database.
Requesting data
Strategies:
- Know the law
- Speak nerd
- Request an itemized breakdown of costs
-
Write about it:
Tools for data analysis:
- Spreadsheets (Excel)
- Databases (Access, SQlite, MySQL)
- Statistics (Excel, R, SPSS, Pandas)
- Mapping (Fusion Tables, QGIS, ArcGIS)
- Programming (Python, Ruby)
Questions?
Augie:
email: aarmendariz@cironline.org
phone: 510.809.3173
Kendall:
email: ktaggart@cironline.org
phone: 510.809.2204