SlideShare ist ein Scribd-Unternehmen logo
1 von 13
Carol Perruso
Journalism Librarian
Feb. 12, 2013
DATA-DRIVEN JOURNALISM: THE BASICS
WHAT IS DATA-DRIVE JOURNALISM?
• "Data-driven journalism enables reporters to
tell untold stories, find new angles or
complete stories via a workflow of finding,
processing and presenting significant
amounts of data….”
• Henk van Ess, Dutch reporter
ANOTHER WAY OF LOOKING AT IT
FIRST: DATA OR STORY IDEA?
• “Data journalism begins in one of two ways: either
you have a question that needs data, or a dataset
that needs questioning.” –Paul Bradshaw
WHAT’S INVOLVED?
• Data has to be found, which may involve computer
research skills or good old reporting or FOI requests.
• Reporter has to get to know the data.
• Analysis: What story does the data tell?
• Make data accessible/understandable by readers:
Story/graphics
FINDING THE DATA
• Bradshaw outlines the ways you might get data. They might be:
• Supplied by an organization (“how long until we see ‘data
releases’ alongside press releases?”)
• “Found through using advanced search techniques to plough
into the depths of government websites”
• “Compiled by scraping databases hidden behind online forms
or pages of results” using specialized tools.
• Converted from documents into a form that can be analyzed
• Pulled from APIs (application programming interfaces)
• Collected by the reporter
GETTING TO KNOW THE DATA
• CLEAN IT UP:
• Removing human error:
• Removing duplicate entries;
• Deleting blanks
• Converting descriptions to a uniform format/language (e.g.
BBC or B.B.C or British Broadcasting Corporation)
• Converting the data into a format that is consistent with other
data you are using.
• TOOLS: Find and Replace in Excel or Google Refine
INTERVIEW THE DATA
• Do you speak the same language?
• Where do you come from?
• Who created you?
• How were you gathered?
• What are your goals?
• Do they match yours?
ANALYSIS: SOME EXAMPLES
• Sort by scale: highest to lowest e.g. highest to lowest
paid public employees
• Adding it up: e.g. Total amount of salaries paid to players
of a professional baseball team
• Average: Average pay for an employee in a certain job
category
• Geographical groupings and distribution
TOOLS: WHAT ARE REPORTERS USING?
• Excel
• Google Fusion
• SPSS
• Access
• Google Refine
• Social Explorer www.socialexplorer.com
• Python
• Tableau Public
VISUALIZATION: EXAMPLES
• New York Times:
The 2012 Budget, How $3.7 trillion is spent.
• Immigration trends: New York Times
• Netflix rental patterns: New York Times
• Pay patterns: Sacramento Bee
• Gas prices: Los Angeles Times
DATA TO PLAY WITH
• Earthquake data
• Earthquakes
• Survey on gun ownership vs. gun control
• Rights to own guns survey

Weitere ähnliche Inhalte

Ähnlich wie Data driven journalism

Altmetrics presentation mla'14 english version
Altmetrics presentation mla'14 english versionAltmetrics presentation mla'14 english version
Altmetrics presentation mla'14 english versionLilian Takahashi Hoffecker
 
Academic Research over internet
Academic Research over internetAcademic Research over internet
Academic Research over internetAbdul Wahid Uqaily
 
Perceptual Data_04182016
Perceptual Data_04182016Perceptual Data_04182016
Perceptual Data_04182016Kunal Dash
 
Online Research SRC
Online Research SRCOnline Research SRC
Online Research SRCEmily Litle
 
ODIN Final Event - Publishing and citing, and the role of persistent identifiers
ODIN Final Event - Publishing and citing, and the role of persistent identifiersODIN Final Event - Publishing and citing, and the role of persistent identifiers
ODIN Final Event - Publishing and citing, and the role of persistent identifiersdatacite
 
LUBS1150 – Group 32B
LUBS1150 – Group 32BLUBS1150 – Group 32B
LUBS1150 – Group 32BBen Matthews
 
The power of Structured Journalism & Hacker Culture in NPR
The power of Structured Journalism & Hacker Culture in NPRThe power of Structured Journalism & Hacker Culture in NPR
The power of Structured Journalism & Hacker Culture in NPRPoderomedia
 
August Designstorm: Alternative Reporting Formats
August Designstorm: Alternative Reporting FormatsAugust Designstorm: Alternative Reporting Formats
August Designstorm: Alternative Reporting FormatsAmanda Makulec
 
Building Data-centric Media Organizations
Building Data-centric Media OrganizationsBuilding Data-centric Media Organizations
Building Data-centric Media OrganizationsJ T "Tom" Johnson
 
Presentation on Content Marketing & Promotion using Social Media by Vizion In...
Presentation on Content Marketing & Promotion using Social Media by Vizion In...Presentation on Content Marketing & Promotion using Social Media by Vizion In...
Presentation on Content Marketing & Promotion using Social Media by Vizion In...Vizion Interactive
 
Content Marketing with Social Media with Jordan Kasteler
Content Marketing with Social Media with Jordan KastelerContent Marketing with Social Media with Jordan Kasteler
Content Marketing with Social Media with Jordan KastelerJordan Kasteler
 
Crosby social media tools v2
Crosby   social media tools v2Crosby   social media tools v2
Crosby social media tools v2Stephen Abram
 
Data Visualization in the Newsroom
Data Visualization in the NewsroomData Visualization in the Newsroom
Data Visualization in the NewsroomCarl V. Lewis
 
Demystifying Digital Scholarship Slides: Big Project, Small Project: Steps in...
Demystifying Digital Scholarship Slides: Big Project, Small Project: Steps in...Demystifying Digital Scholarship Slides: Big Project, Small Project: Steps in...
Demystifying Digital Scholarship Slides: Big Project, Small Project: Steps in...Paige Morgan
 
Lunch & Learn: Information Design and Healthcare Data (UHN Human Factors)
Lunch & Learn: Information Design and Healthcare Data (UHN Human Factors)Lunch & Learn: Information Design and Healthcare Data (UHN Human Factors)
Lunch & Learn: Information Design and Healthcare Data (UHN Human Factors)Stefan Popowycz
 
AI @ Wholi - Bucharest.AI Meetup #5
AI @ Wholi - Bucharest.AI Meetup #5AI @ Wholi - Bucharest.AI Meetup #5
AI @ Wholi - Bucharest.AI Meetup #5Traian Rebedea
 
MPhil Lecture on Data Vis for Analysis
MPhil Lecture on Data Vis for AnalysisMPhil Lecture on Data Vis for Analysis
MPhil Lecture on Data Vis for AnalysisShawn Day
 
Bringing a data mindset to your reporting - Brant Houston - Illinois NewsTrai...
Bringing a data mindset to your reporting - Brant Houston - Illinois NewsTrai...Bringing a data mindset to your reporting - Brant Houston - Illinois NewsTrai...
Bringing a data mindset to your reporting - Brant Houston - Illinois NewsTrai...News Leaders Association's NewsTrain
 

Ähnlich wie Data driven journalism (20)

Altmetrics presentation mla'14 english version
Altmetrics presentation mla'14 english versionAltmetrics presentation mla'14 english version
Altmetrics presentation mla'14 english version
 
Academic Research over internet
Academic Research over internetAcademic Research over internet
Academic Research over internet
 
Perceptual Data_04182016
Perceptual Data_04182016Perceptual Data_04182016
Perceptual Data_04182016
 
Online Research SRC
Online Research SRCOnline Research SRC
Online Research SRC
 
ODIN Final Event - Publishing and citing, and the role of persistent identifiers
ODIN Final Event - Publishing and citing, and the role of persistent identifiersODIN Final Event - Publishing and citing, and the role of persistent identifiers
ODIN Final Event - Publishing and citing, and the role of persistent identifiers
 
LUBS1150 – Group 32B
LUBS1150 – Group 32BLUBS1150 – Group 32B
LUBS1150 – Group 32B
 
ONS Local presents: Explore Subnational Statistics
ONS Local presents: Explore Subnational StatisticsONS Local presents: Explore Subnational Statistics
ONS Local presents: Explore Subnational Statistics
 
The power of Structured Journalism & Hacker Culture in NPR
The power of Structured Journalism & Hacker Culture in NPRThe power of Structured Journalism & Hacker Culture in NPR
The power of Structured Journalism & Hacker Culture in NPR
 
August Designstorm: Alternative Reporting Formats
August Designstorm: Alternative Reporting FormatsAugust Designstorm: Alternative Reporting Formats
August Designstorm: Alternative Reporting Formats
 
Building Data-centric Media Organizations
Building Data-centric Media OrganizationsBuilding Data-centric Media Organizations
Building Data-centric Media Organizations
 
Presentation on Content Marketing & Promotion using Social Media by Vizion In...
Presentation on Content Marketing & Promotion using Social Media by Vizion In...Presentation on Content Marketing & Promotion using Social Media by Vizion In...
Presentation on Content Marketing & Promotion using Social Media by Vizion In...
 
Content Marketing with Social Media with Jordan Kasteler
Content Marketing with Social Media with Jordan KastelerContent Marketing with Social Media with Jordan Kasteler
Content Marketing with Social Media with Jordan Kasteler
 
Crosby social media tools v2
Crosby   social media tools v2Crosby   social media tools v2
Crosby social media tools v2
 
Open Data Presentation
Open Data PresentationOpen Data Presentation
Open Data Presentation
 
Data Visualization in the Newsroom
Data Visualization in the NewsroomData Visualization in the Newsroom
Data Visualization in the Newsroom
 
Demystifying Digital Scholarship Slides: Big Project, Small Project: Steps in...
Demystifying Digital Scholarship Slides: Big Project, Small Project: Steps in...Demystifying Digital Scholarship Slides: Big Project, Small Project: Steps in...
Demystifying Digital Scholarship Slides: Big Project, Small Project: Steps in...
 
Lunch & Learn: Information Design and Healthcare Data (UHN Human Factors)
Lunch & Learn: Information Design and Healthcare Data (UHN Human Factors)Lunch & Learn: Information Design and Healthcare Data (UHN Human Factors)
Lunch & Learn: Information Design and Healthcare Data (UHN Human Factors)
 
AI @ Wholi - Bucharest.AI Meetup #5
AI @ Wholi - Bucharest.AI Meetup #5AI @ Wholi - Bucharest.AI Meetup #5
AI @ Wholi - Bucharest.AI Meetup #5
 
MPhil Lecture on Data Vis for Analysis
MPhil Lecture on Data Vis for AnalysisMPhil Lecture on Data Vis for Analysis
MPhil Lecture on Data Vis for Analysis
 
Bringing a data mindset to your reporting - Brant Houston - Illinois NewsTrai...
Bringing a data mindset to your reporting - Brant Houston - Illinois NewsTrai...Bringing a data mindset to your reporting - Brant Houston - Illinois NewsTrai...
Bringing a data mindset to your reporting - Brant Houston - Illinois NewsTrai...
 

Kürzlich hochgeladen

complaint-ECI-PM-media-1-Chandru.pdfra;;prfk
complaint-ECI-PM-media-1-Chandru.pdfra;;prfkcomplaint-ECI-PM-media-1-Chandru.pdfra;;prfk
complaint-ECI-PM-media-1-Chandru.pdfra;;prfkbhavenpr
 
Global Terrorism and its types and prevention ppt.
Global Terrorism and its types and prevention ppt.Global Terrorism and its types and prevention ppt.
Global Terrorism and its types and prevention ppt.NaveedKhaskheli1
 
IndiaWest: Your Trusted Source for Today's Global News
IndiaWest: Your Trusted Source for Today's Global NewsIndiaWest: Your Trusted Source for Today's Global News
IndiaWest: Your Trusted Source for Today's Global NewsIndiaWest2
 
VIP Girls Available Call or WhatsApp 9711199012
VIP Girls Available Call or WhatsApp 9711199012VIP Girls Available Call or WhatsApp 9711199012
VIP Girls Available Call or WhatsApp 9711199012ankitnayak356677
 
57 Bidens Annihilation Nation Policy.pdf
57 Bidens Annihilation Nation Policy.pdf57 Bidens Annihilation Nation Policy.pdf
57 Bidens Annihilation Nation Policy.pdfGerald Furnkranz
 
Manipur-Book-Final-2-compressed.pdfsal'rpk
Manipur-Book-Final-2-compressed.pdfsal'rpkManipur-Book-Final-2-compressed.pdfsal'rpk
Manipur-Book-Final-2-compressed.pdfsal'rpkbhavenpr
 
Rohan Jaitley: Central Gov't Standing Counsel for Justice
Rohan Jaitley: Central Gov't Standing Counsel for JusticeRohan Jaitley: Central Gov't Standing Counsel for Justice
Rohan Jaitley: Central Gov't Standing Counsel for JusticeAbdulGhani778830
 
Experience the Future of the Web3 Gaming Trend
Experience the Future of the Web3 Gaming TrendExperience the Future of the Web3 Gaming Trend
Experience the Future of the Web3 Gaming TrendFabwelt
 
16042024_First India Newspaper Jaipur.pdf
16042024_First India Newspaper Jaipur.pdf16042024_First India Newspaper Jaipur.pdf
16042024_First India Newspaper Jaipur.pdfFIRST INDIA
 
Quiz for Heritage Indian including all the rounds
Quiz for Heritage Indian including all the roundsQuiz for Heritage Indian including all the rounds
Quiz for Heritage Indian including all the roundsnaxymaxyy
 

Kürzlich hochgeladen (10)

complaint-ECI-PM-media-1-Chandru.pdfra;;prfk
complaint-ECI-PM-media-1-Chandru.pdfra;;prfkcomplaint-ECI-PM-media-1-Chandru.pdfra;;prfk
complaint-ECI-PM-media-1-Chandru.pdfra;;prfk
 
Global Terrorism and its types and prevention ppt.
Global Terrorism and its types and prevention ppt.Global Terrorism and its types and prevention ppt.
Global Terrorism and its types and prevention ppt.
 
IndiaWest: Your Trusted Source for Today's Global News
IndiaWest: Your Trusted Source for Today's Global NewsIndiaWest: Your Trusted Source for Today's Global News
IndiaWest: Your Trusted Source for Today's Global News
 
VIP Girls Available Call or WhatsApp 9711199012
VIP Girls Available Call or WhatsApp 9711199012VIP Girls Available Call or WhatsApp 9711199012
VIP Girls Available Call or WhatsApp 9711199012
 
57 Bidens Annihilation Nation Policy.pdf
57 Bidens Annihilation Nation Policy.pdf57 Bidens Annihilation Nation Policy.pdf
57 Bidens Annihilation Nation Policy.pdf
 
Manipur-Book-Final-2-compressed.pdfsal'rpk
Manipur-Book-Final-2-compressed.pdfsal'rpkManipur-Book-Final-2-compressed.pdfsal'rpk
Manipur-Book-Final-2-compressed.pdfsal'rpk
 
Rohan Jaitley: Central Gov't Standing Counsel for Justice
Rohan Jaitley: Central Gov't Standing Counsel for JusticeRohan Jaitley: Central Gov't Standing Counsel for Justice
Rohan Jaitley: Central Gov't Standing Counsel for Justice
 
Experience the Future of the Web3 Gaming Trend
Experience the Future of the Web3 Gaming TrendExperience the Future of the Web3 Gaming Trend
Experience the Future of the Web3 Gaming Trend
 
16042024_First India Newspaper Jaipur.pdf
16042024_First India Newspaper Jaipur.pdf16042024_First India Newspaper Jaipur.pdf
16042024_First India Newspaper Jaipur.pdf
 
Quiz for Heritage Indian including all the rounds
Quiz for Heritage Indian including all the roundsQuiz for Heritage Indian including all the rounds
Quiz for Heritage Indian including all the rounds
 

Data driven journalism

  • 1. Carol Perruso Journalism Librarian Feb. 12, 2013 DATA-DRIVEN JOURNALISM: THE BASICS
  • 2. WHAT IS DATA-DRIVE JOURNALISM? • "Data-driven journalism enables reporters to tell untold stories, find new angles or complete stories via a workflow of finding, processing and presenting significant amounts of data….” • Henk van Ess, Dutch reporter
  • 3.
  • 4. ANOTHER WAY OF LOOKING AT IT
  • 5. FIRST: DATA OR STORY IDEA? • “Data journalism begins in one of two ways: either you have a question that needs data, or a dataset that needs questioning.” –Paul Bradshaw
  • 6. WHAT’S INVOLVED? • Data has to be found, which may involve computer research skills or good old reporting or FOI requests. • Reporter has to get to know the data. • Analysis: What story does the data tell? • Make data accessible/understandable by readers: Story/graphics
  • 7. FINDING THE DATA • Bradshaw outlines the ways you might get data. They might be: • Supplied by an organization (“how long until we see ‘data releases’ alongside press releases?”) • “Found through using advanced search techniques to plough into the depths of government websites” • “Compiled by scraping databases hidden behind online forms or pages of results” using specialized tools. • Converted from documents into a form that can be analyzed • Pulled from APIs (application programming interfaces) • Collected by the reporter
  • 8. GETTING TO KNOW THE DATA • CLEAN IT UP: • Removing human error: • Removing duplicate entries; • Deleting blanks • Converting descriptions to a uniform format/language (e.g. BBC or B.B.C or British Broadcasting Corporation) • Converting the data into a format that is consistent with other data you are using. • TOOLS: Find and Replace in Excel or Google Refine
  • 9. INTERVIEW THE DATA • Do you speak the same language? • Where do you come from? • Who created you? • How were you gathered? • What are your goals? • Do they match yours?
  • 10. ANALYSIS: SOME EXAMPLES • Sort by scale: highest to lowest e.g. highest to lowest paid public employees • Adding it up: e.g. Total amount of salaries paid to players of a professional baseball team • Average: Average pay for an employee in a certain job category • Geographical groupings and distribution
  • 11. TOOLS: WHAT ARE REPORTERS USING? • Excel • Google Fusion • SPSS • Access • Google Refine • Social Explorer www.socialexplorer.com • Python • Tableau Public
  • 12. VISUALIZATION: EXAMPLES • New York Times: The 2012 Budget, How $3.7 trillion is spent. • Immigration trends: New York Times • Netflix rental patterns: New York Times • Pay patterns: Sacramento Bee • Gas prices: Los Angeles Times
  • 13. DATA TO PLAY WITH • Earthquake data • Earthquakes • Survey on gun ownership vs. gun control • Rights to own guns survey