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THE DARK SIDE OF 
DATA
Introductions 
Kristin Antin, Community Catalyst for the engine room 
Tin Geber, Project Manager for the engine room 
Masashi Crete-Nishihata, Research Manager for Citizen Lab, at the 
Munk School of Global Affairs, University of Toronto 
Laura Tribe, National and Digital Programs Lead for Canadian 
Journalists for Free Expression (CJFE) 
Zack Halloran, Senior Developer for Ushahidi
Data Honeymoon in the non-profit sector 
A world where knowledge creates power 
for the many, not the few. 
A world where data frees us — to make 
informed choices about how we live, 
what we buy and who gets our vote. 
A world where information and insights 
are accessible — and apparent — to 
everyone. 
“
Data Honeymoon in the non-profit sector 
We also call for a data revolution for 
sustainable development, with a new 
international initiative to improve the quality of 
statistics and information available to citizens. 
We should actively take advantage of new 
technology, crowdsourcing, and improved 
connectivity to empower people with 
information on the progress towards the 
targets. 
“ 
POST-2015 Development Goals
We are all data scientists 
Crowdsourcing Social Media Analysis 
Online Surveys Data Visualization Tools
not sure where this slide fits 
Transparency and openness are crucial 
More data is better 
Technology empowers 
?
Data is information is people.
What is wrong with this picture? 
● No IRBs 
● No guidelines 
● Too much interest 
● Magic bullet
We need to have a responsible approach to 
collecting and using data
Responsible data issues 
1. Identity 
2. Consent 
3. Agency 
4. Re-use 
Do No Harm }
Dark Side of Data Storytellers 
Masashi Crete-Nishihata, Research Manager for 
Citizen Lab, at the Munk School of Global Affairs, 
University of Toronto 
Laura Tribe, National and Digital Programs Lead for 
Canadian Journalists for Free Expression (CJFE) 
Zack Halloran, Senior Developer for Ushahidi
Real Life Examples
Real Life Examples
Real Life Examples
POLICE BODY CAMS
DIGITAL REDLINING
THE NETFLIX PRIZE AND THE MOSAIC EFFECT
Responsible Data Safe Space 
Thursday November 20, 2014 12:00pm - 2:00pm 
TIFF - Bell Blue Room (TIFF Bell Lightbox) 
Do you have doubts, concerns about 
how sensitive data is used in your 
projects? 
Do you have that gut feeling that 
something is not quite right, but don’t 
know how to deal with it, or even where 
to start? 
You are not alone. 
Join us in the Responsible Data Safe 
Space

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CKX: The Dark Side of Data

  • 1. THE DARK SIDE OF DATA
  • 2. Introductions Kristin Antin, Community Catalyst for the engine room Tin Geber, Project Manager for the engine room Masashi Crete-Nishihata, Research Manager for Citizen Lab, at the Munk School of Global Affairs, University of Toronto Laura Tribe, National and Digital Programs Lead for Canadian Journalists for Free Expression (CJFE) Zack Halloran, Senior Developer for Ushahidi
  • 3. Data Honeymoon in the non-profit sector A world where knowledge creates power for the many, not the few. A world where data frees us — to make informed choices about how we live, what we buy and who gets our vote. A world where information and insights are accessible — and apparent — to everyone. “
  • 4. Data Honeymoon in the non-profit sector We also call for a data revolution for sustainable development, with a new international initiative to improve the quality of statistics and information available to citizens. We should actively take advantage of new technology, crowdsourcing, and improved connectivity to empower people with information on the progress towards the targets. “ POST-2015 Development Goals
  • 5. We are all data scientists Crowdsourcing Social Media Analysis Online Surveys Data Visualization Tools
  • 6. not sure where this slide fits Transparency and openness are crucial More data is better Technology empowers ?
  • 7. Data is information is people.
  • 8. What is wrong with this picture? ● No IRBs ● No guidelines ● Too much interest ● Magic bullet
  • 9. We need to have a responsible approach to collecting and using data
  • 10. Responsible data issues 1. Identity 2. Consent 3. Agency 4. Re-use Do No Harm }
  • 11. Dark Side of Data Storytellers Masashi Crete-Nishihata, Research Manager for Citizen Lab, at the Munk School of Global Affairs, University of Toronto Laura Tribe, National and Digital Programs Lead for Canadian Journalists for Free Expression (CJFE) Zack Halloran, Senior Developer for Ushahidi
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  • 30. THE NETFLIX PRIZE AND THE MOSAIC EFFECT
  • 31. Responsible Data Safe Space Thursday November 20, 2014 12:00pm - 2:00pm TIFF - Bell Blue Room (TIFF Bell Lightbox) Do you have doubts, concerns about how sensitive data is used in your projects? Do you have that gut feeling that something is not quite right, but don’t know how to deal with it, or even where to start? You are not alone. Join us in the Responsible Data Safe Space

Editor's Notes

  1. Crowdsourcing - screenshot from the testing space for Ushahidi Social Media Analysis - using a tool called NodeXL Online surveys Data visualization tools
  2. Picture from QMI Agency files Toronto cops to wear body cameras for one year http://www.thestar.com/news/crime/2014/09/22/toronto_police_to_wear_body_cameras_in_test_project.html But the president of the Toronto Police Association, Mike McCormack, says numerous concerns will need to addressed before rank-and-file officers get fully on board. “We want to see sound policies around not only the implementation, but when are they going to be used, what about privacy rights for citizens, what about privacy rights for police officers, and what are we trying to capture with these lapel cameras?” McCormack said. Public Record Requests of Washington State Police Dash and Body Cam Videos http://www.komonews.com/news/local/Police-Body-Cameras-282218401.html
  3. http://www.slate.com/articles/technology/future_tense/2014/11/big_data_underground_railroad_history_says_unfettered_collection_of_data.2.html
  4. http://en.wikipedia.org/wiki/Netflix_Prize