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Taming the Stream, TweetReach at Internet Summit
1. Taming the Stream
Integrating and Standardizing Social Analytics
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
2. About me
Hayes Davis
CEO of TweetReach
Lover of bacon, analytics
@hayesdavis
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
3. What’s on the agenda?
• About measurement
• Generally accepted metrics
• Evolving metrics
• Black box metrics
• Putting it all together
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
5. Accuracy vs Precision
• Accuracy
Measurements reflect the True
State of the World at the time
the measurement was taken
• Precision
The same measurements
under the same circumstances
are consistent
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
6. Accuracy in social media
• In most computer systems
larger than a single machine,
There is no Truth
• CAP Theorem says:
Choose two of Consistency,
Availability and Partition
Tolerance
• For social networks,
consistency gets the axe
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
7. Data collection still matters
• Data collection usually done via APIs
• Some APIs give better data than others:
• Twitter Search excludes certain users and is limited to
1500 tweets over 7 days
• Twitter’s Streaming API provides full coverage in real
time if connected 24x7
• Know how your vendor collects data for each channel
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
8. How to be precise
• Collect data the same way every time
• The channels often change the rules, be aware of these
changes
• If you’re relying on vendors for measures, understand any
algorithm changes the make
• Measure the same thing repeatedly and watch it trend
over time. If there are wild swings, investigate all parts of
the “data chain”
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
9. On to the metrics...
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
10. A simple framework
Account Topic
Centric Centric
Owned Media Earned Media
Your Content All Content
Your Network Whole Network
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
15. “You keep using that word. I do
not think it means what you
think it means.”
- Inigo Montoya
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
16. Same name, different meaning
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
17. Some evolving metrics
• Reach: Size of the potential audience. Sometimes
applied to accounts, sometimes to overall conversation.
May contain heuristics.
• Amplification: How much is the reach of a message
or user being increased by sharing?
• Impact: What effect is a user having on a conversation?
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
19. Data in, answer out
Step 1. Step 2. Step3.
Get data ??? Profit
?
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
20. Black boxes are valuable...
• Specialized providers
• “Big picture” algorithms
• Immense data collection
• Simplified communication
• Increased efficiency
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
21. ... If everyone believes
$1.00 is worth a soda
because we believe
it’s worth a soda.
If people lose faith
in a black box, it
becomes worthless.
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
22. Putting it all together
• Aim for precision with as much accuracy as possible
• Use commonly agreed definitions where possible
• For evolving metrics, pick a definition and stick with it
• Use black box metrics sparingly
• Research the algorithm
• Supplement your analysis, don’t replace
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
23. Questions?
Hayes Davis
CEO of TweetReach
@hayesdavis
hayes@appozite.com
Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11