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Taming the Stream
                           Integrating and Standardizing Social Analytics




Taming the Stream | #tamethestream | @hayesdavis                            Internet Summit 11
About me

Hayes Davis
CEO of TweetReach
Lover of bacon, analytics
@hayesdavis




Taming the Stream | #tamethestream | @hayesdavis   Internet Summit 11
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
About Measurement



Taming the Stream | #tamethestream | @hayesdavis   Internet Summit 11
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
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
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
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
On to the metrics...



Taming the Stream | #tamethestream | @hayesdavis   Internet Summit 11
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
Generally Agreed Metrics



Taming the Stream | #tamethestream | @hayesdavis   Internet Summit 11
Accepted counting metrics
    •     “Graph” metrics like Fans/
          Followers/Friends

    •     Interactions such as Likes/
          Retweets/Replies/Comments

    •     Mention volume

    •     Clicks
                                                   http://muppet.wikia.com/wiki/Count_von_Count




Taming the Stream | #tamethestream | @hayesdavis                    Internet Summit 11
Some accepted KPIs
    •     Share of Voice
          (Your Mentions) / (Industry Mentions)

    •     Velocity
          (Volume in a Time Period) / (Length of Time Period)

    •     Unique Contributors
          |Participants|

    •     Conversion Rate
          (Completed Actions) / (Audience Size)



Taming the Stream | #tamethestream | @hayesdavis                Internet Summit 11
Evolving Metrics



Taming the Stream | #tamethestream | @hayesdavis   Internet Summit 11
“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
Same name, different meaning




Taming the Stream | #tamethestream | @hayesdavis   Internet Summit 11
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
Black Box Metrics



Taming the Stream | #tamethestream | @hayesdavis   Internet Summit 11
Data in, answer out
 Step 1.                                           Step 2.   Step3.
 Get data                                            ???      Profit




                                                     ?

Taming the Stream | #tamethestream | @hayesdavis                Internet Summit 11
Black boxes are valuable...
    •     Specialized providers

    •     “Big picture” algorithms

    •     Immense data collection

    •     Simplified communication

    •     Increased efficiency




Taming the Stream | #tamethestream | @hayesdavis   Internet Summit 11
... 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
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
Questions?

Hayes Davis
CEO of TweetReach
@hayesdavis
hayes@appozite.com




Taming the Stream | #tamethestream | @hayesdavis   Internet Summit 11

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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
  • 4. About Measurement 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
  • 11. Generally Agreed Metrics Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
  • 12. Accepted counting metrics • “Graph” metrics like Fans/ Followers/Friends • Interactions such as Likes/ Retweets/Replies/Comments • Mention volume • Clicks http://muppet.wikia.com/wiki/Count_von_Count Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
  • 13. Some accepted KPIs • Share of Voice (Your Mentions) / (Industry Mentions) • Velocity (Volume in a Time Period) / (Length of Time Period) • Unique Contributors |Participants| • Conversion Rate (Completed Actions) / (Audience Size) Taming the Stream | #tamethestream | @hayesdavis Internet Summit 11
  • 14. Evolving Metrics 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
  • 18. Black Box Metrics 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