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How to collect data 
really really good 
And be a good human being too
Who am I? 
• Work at Keen IO - sorry if the 
wifi sucks :( and you're 
welcome if it rocks. 
• 10+ years of web application 
programming (PHP anyone?). 
• Have built and worked with 
many data collection tools 
across a variety of industries. 
• Proud supporter of Movember.
Let's add analytics! 
• We just made the new uber of airbnb's for reptiles, 
let's track all the user data: location, friends with 
reptiles, eating habits, and favorite other apps. 
• Store the data now, figure out what to do with it 
later. Space is cheap, and we have access to a 
wealth of user information from their phone. 
• We should track information not relevant to the 
product in case we pivot to the airbnb of ubers for 
mosquitos.
Why We Should Track All the 
Things 
• Tracking user behavior gives us insights into 
product usage. 
• We can build recommendations based on how 
others use the system. 
• Find useful patterns of engagement, or use 
patterns to help determine which features are used 
most. 
• Provide product personalization.
What Should We Think Strongly 
About When Tracking? 
• Location data - People are very sensitive about 
others tracking their locations over time. 
• Financial data - Tracking what a user buys over 
time could be somewhat invasive. 
• Habitual data - Sites you visit, how long you stay on 
those sites.
Examples of “Creepy” Data
iOS and Location Data 
• My phone never asked me to 
track my location and “learn” 
my commute. 
• As a developer, I know how 
easy this is to do, but it still 
feels like an invasion of my 
privacy to do it without asking.
Ad Cookie Tracking aka 
Retargeting 
• I searched for shaving products a while back, and looked at Harry’s 
web site, but this came from The New York Times’ web page. 
• This site has nothing to do with different shaving needs, so why does 
it know what I was looking for? Creepy. 
• This is even worse for more highly targeted markets like weight loss 
and dieting.
Avoid Being a Creeper 
• As a general rule of thumb, just don’t track things 
that have nothing to do with your product. 
• Don’t use location information for your product? 
Don’t track it! 
• Let your users know what you’re tracking and why. 
• Many won’t read about it, but if the information is 
there, those who care will read it.
Track Smartly 
• When dealing with geo location data, avoid 
tracking with anything that can lead back to a user. 
• Track based on a session id, not a user email 
address or name - add one layer of abstraction. 
• Make sure your sessions have a fixed length 
(30-45 minutes is a good one). 
• Blur the location data. Often blurring to within +/- 
100 feet can help, but its generally not enough.
Make Sure Users Know 
What Benefits They Get 
• If you are tracking something, 
make sure your users knows 
what benefit your product 
provides. 
• Generally speaking, if your 
product doesn’t have to do 
with location, don’t track 
location to serve better ads.
If You Can, Track 
Aggregates 
• If it makes sense, aggregate 
your data into cohorts or 
groups that make sense. 
• Other people in the same 
geo-box. 
• Others from the same ISP. 
• It’s inherently less “creepy” to 
be part of a sum rather than a 
single point of data.
What Happens When You 
Don’t Track Smartly? 
• Remember the whole position information log debacle from 
Apple? 
• Location tracking files are stored on your phone 
unencrypted. 
• Ended with a lot of bad press and some very vocal 
disgruntled customers. 
• Facebook applications that would store your friend lists and all 
of their information. 
• Why are my friends getting notifications from me that I never 
authorized?
Don’t Pull an Uber 
• Uber, as a product should be tracking location of 
customers, but what happens when that 
information is accessible to people inside the 
company? 
• Just because you are tracking something, does 
that mean you should easily be able to search 
through it? Is there a different way to track that 
information that still makes sense?
Looking Forward 
• As product designers and 
implementors, we should track 
as many things as we can 
about our products. 
• We have a moral obligation to 
consider the consequences 
and uses of what we track. 
• Lets make All The Things 
better!
Thanks! 
@alexk_k

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Defrag 2014

  • 1. How to collect data really really good And be a good human being too
  • 2. Who am I? • Work at Keen IO - sorry if the wifi sucks :( and you're welcome if it rocks. • 10+ years of web application programming (PHP anyone?). • Have built and worked with many data collection tools across a variety of industries. • Proud supporter of Movember.
  • 3. Let's add analytics! • We just made the new uber of airbnb's for reptiles, let's track all the user data: location, friends with reptiles, eating habits, and favorite other apps. • Store the data now, figure out what to do with it later. Space is cheap, and we have access to a wealth of user information from their phone. • We should track information not relevant to the product in case we pivot to the airbnb of ubers for mosquitos.
  • 4.
  • 5. Why We Should Track All the Things • Tracking user behavior gives us insights into product usage. • We can build recommendations based on how others use the system. • Find useful patterns of engagement, or use patterns to help determine which features are used most. • Provide product personalization.
  • 6. What Should We Think Strongly About When Tracking? • Location data - People are very sensitive about others tracking their locations over time. • Financial data - Tracking what a user buys over time could be somewhat invasive. • Habitual data - Sites you visit, how long you stay on those sites.
  • 8. iOS and Location Data • My phone never asked me to track my location and “learn” my commute. • As a developer, I know how easy this is to do, but it still feels like an invasion of my privacy to do it without asking.
  • 9. Ad Cookie Tracking aka Retargeting • I searched for shaving products a while back, and looked at Harry’s web site, but this came from The New York Times’ web page. • This site has nothing to do with different shaving needs, so why does it know what I was looking for? Creepy. • This is even worse for more highly targeted markets like weight loss and dieting.
  • 10. Avoid Being a Creeper • As a general rule of thumb, just don’t track things that have nothing to do with your product. • Don’t use location information for your product? Don’t track it! • Let your users know what you’re tracking and why. • Many won’t read about it, but if the information is there, those who care will read it.
  • 11. Track Smartly • When dealing with geo location data, avoid tracking with anything that can lead back to a user. • Track based on a session id, not a user email address or name - add one layer of abstraction. • Make sure your sessions have a fixed length (30-45 minutes is a good one). • Blur the location data. Often blurring to within +/- 100 feet can help, but its generally not enough.
  • 12. Make Sure Users Know What Benefits They Get • If you are tracking something, make sure your users knows what benefit your product provides. • Generally speaking, if your product doesn’t have to do with location, don’t track location to serve better ads.
  • 13. If You Can, Track Aggregates • If it makes sense, aggregate your data into cohorts or groups that make sense. • Other people in the same geo-box. • Others from the same ISP. • It’s inherently less “creepy” to be part of a sum rather than a single point of data.
  • 14. What Happens When You Don’t Track Smartly? • Remember the whole position information log debacle from Apple? • Location tracking files are stored on your phone unencrypted. • Ended with a lot of bad press and some very vocal disgruntled customers. • Facebook applications that would store your friend lists and all of their information. • Why are my friends getting notifications from me that I never authorized?
  • 15. Don’t Pull an Uber • Uber, as a product should be tracking location of customers, but what happens when that information is accessible to people inside the company? • Just because you are tracking something, does that mean you should easily be able to search through it? Is there a different way to track that information that still makes sense?
  • 16. Looking Forward • As product designers and implementors, we should track as many things as we can about our products. • We have a moral obligation to consider the consequences and uses of what we track. • Lets make All The Things better!