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Dr. Natalie L. Petouhoff
@drnatalie
TAMING B.I.G. DATA TO:
X
• Reduce Your Content Costs
• Increase your Brand’s Engagement
• Drive More Customers Through Marketing Funnel
THERE’S
A NEW
WAVE
OF
BRAND
BUILDING
4
Logos are static
They don’t talk
They don’t have conversations
They don’t engage
@drnatalie
5
Brands…
NOW must become
Social
EXPERIENCES
@drnatalie
6	
  
Because Marketers are in…
Which means you have to figure out
how to make your brand
A Digital EXPERIENCE
TAKE FOR INSTANCE THE “ENGAGEMENT” ON
GEORGE TAKEI’S FACEBOOK PAGE
>3M Talking About This
@drnatalie
LET’S LOOK
AT ONE OF THE
PHOTOS HE
SHARED…
179,224 Likes
313,953 Shares
Here’s a Video Map of Engagement:
How 1 Piece of Content Gets Shared
*Source: Stamen https://vimeo.com/50730773
•  Starts from George
•  People share it
•  Shares spawn new
shares
http://www.facebookstories.com/stories/2200/data-visualization-photo-sharing-explosions
The two colors are gender
July to September 2012
ENGAGEMENT 
IS ESSENTIALLY PEOPLE SHARING CONTENT 
All that sharing is
what’s causing the
BIG DATA
Explosion!!!
@drnatalie
Where content is: status updates, links, photos, videos, etc…
SO WITH 3.5B PIECES
OF CONTENT SHARED / WEEK
How can marketers make
sense of all this B.I.G. DATA?
Many people have turned to keyword-based
social media monitoring and listening
to know what their customers are saying
And that’s necessary
and good to do but….
MARKETERS NEED TO
KNOW WHAT DRIVES ENGAGEMENT
Engagement determines business
success by increasing:
•  Positive sentiment
•  Share of voice
•  Awareness, interest, consideration,
intent
•  Lead conversions rates  sales
•  Loyalty, advocacy  referrals…
The first two phases were driven by the:
1. Innovators
2. Early Adopters
WHAT’S SHIFTING THE NEED FOR
SOCIAL MEDIA ROI?
We’re in the “third wave” of social media.
16
They don’t need a
business case to adopt
something NEW
5
•  They are driving the questions about social media ROI
•  They want proof before they’ll get on board for larger
social media budgets
17
But the early majority are pragmatists…
$OLUTION:
MEASURE ENGAGEMENT
KNOW FOR SURE
IF THE CONTENT IS
DRIVING MARKETING
$UCCESS
To measure  compare engagement
requires something new…
Based on customer’s collective:
• Actions
• Interests
• Needs
• Wants
• Dreams
• Behaviors….
That’s where interest graph data comes into play
That’s how you gain am emotional connect
•  Most brands didn’t realize they were going to
become content creators and publishers
•  They don’t have the budget to create enough
great content to be effective at engaging their
customers
•  And the cost to promote content – can be
prohibitive
The challenges and the truth is…
Step	
  1:	
  Gather	
  Insights	
  
Step	
  4:	
  Create	
  
Engaging	
  Content	
  
Step	
  3:	
  Find	
  Your	
  
Audience	
  
Step	
  5:	
  Design	
  S:cky	
  
Engagement	
  
Step	
  6:	
  Stop	
  the	
  Poli:cs;	
  
Gain	
  Org	
  Alignment	
  
Step	
  2:	
  Create	
  a	
  
Measurement	
  Program	
  
NEED A STRATEGY FOR
RETURN ON INVESTMENT
21	
  
7	
  Steps	
  To	
  Fast	
  Track	
  Success	
  	
  
Step	
  7:	
  Iterate	
  and	
  Pivot	
  
Based	
  on	
  the	
  	
  
UCLA	
  Course	
  
SOCIAL MEDIA BRAND ASSESSMENTS
•  An objective assessment
•  Recommendations
•  Short  long term strategic
•  Short  long term tactical plan
We help you determine where you are compared
to best practices  your competitors…
Social	
  
Media	
  
Brand	
  
Report	
   You get…
Top
Brand
With	
  your	
  score,	
  	
  
Your	
  brand	
  is	
  ready	
  to	
  go	
  to	
  the	
  next	
  level…	
  
24
Top companies are wondering how to take their
social media initiatives to the next level…
• Do more of the right things
• Put structure around what is unstructured
• Benchmark “As Is”
• Create a strategy and plan
• Track the progress
• Gather the right metrics
• Create and sustain world-class social media brand
Social	
  Media	
  Assessments	
  place	
  you	
  and	
  your	
  brand	
  
in	
  a	
  leadership	
  posi:on…	
  
5	
  
•  Clear	
  answers	
  and	
  strong	
  guidance	
  
•  A	
  dis:nc:ve	
  voice	
  
•  A	
  compe::ve	
  advantage	
  
Newest	
  Report….	
  With	
  Answers	
  	
  How	
  To…
LET’S HAVE A
LOOK AT THE
INTEREST
GRAPH DATA
TOP 15
COSMETIC
BRANDS
WHO DO YOU
THINK RANKS
HIGHEST IN
ENGAGEMENT?
1. Knowing what format of content to create
2. Knowing where their engagement stacks up compared to
their competitors
3. Knowing what channel to post on
4. Knowing when to promote the content so it’s seen
5. Knowing what type of fans to engage with
6. Creating a lot of that great content
7. Saving money on content creation by curating highly
trending content
8. Creating an editorial calendar for posting/ reposting content
9. Making smart choices on ad buys  marketing partnerships
To Increase Engagement
Winning Brands Master…
Photos
Video
TYPE OF CONTENT MOST SHARED IN
COSMETIC INDUSTRY: PHOTOS
OfferWhat type of content is your brand creating the most of?
Is that the best choice?
1. Knowing what format of content to create
2. Knowing where their engagement stacks up compared to
their competitors
3. Knowing what channel to post on
4. Knowing when to promote the content so it’s seen
5. Knowing what type of fans to engage with
6. Creating a lot of that great content
7. Saving money on content creation by curating highly
trending content
8. Creating an editorial calendar for posting/ reposting content
9. Making smart choices on ad buys  marketing partnerships
To Increase Engagement
Winning Brands Master…
Elf has
the
highest
number
of posts
But
Elf has
the lowest
engagement
Highest engagement:
• COVERGIRL
• Olay
1. Knowing what format of content to create
2. Knowing where their engagement stacks up compared to
their competitors
3. Knowing what channel to post on
4. Knowing when to promote the content so it’s seen
5. Knowing what type of fans to engage with
6. Creating a lot of that great content
7. Saving money on content creation by curating highly
trending content
8. Creating an editorial calendar for posting/ reposting content
9. Making smart choices on ad buys  marketing partnerships
To Increase Engagement
Winning Brands Master…
These are
posting
more on
Twitter
than
Facebook…
Facebook
Twitter
But most of
the
engagement
is on
Facebook…
Facebook
Twitter
1. Knowing what format of content to create
2. Knowing where their engagement stacks up compared to
their competitors
3. Knowing what channel to post on
4. Knowing when to promote the content so it’s seen
5. Knowing what type of fans to engage with
6. Creating a lot of that great content
7. Saving money on content creation by curating highly
trending content
8. Creating an editorial calendar for posting/ reposting content
9. Making smart choices on ad buys  marketing partnerships
To Increase Engagement
Winning Brands Master…
WHEN’S RIGHT TIME TO SHARE CONTENT?
PHOTOS ON WEDNESDAYS
For the highest engagement
1. Knowing what format of content to create
2. Knowing where their engagement stacks up compared to
their competitors
3. Knowing what channel to post on
4. Knowing when to promote the content so it’s seen
5. Knowing what type of fans to engage with
6. Creating a lot of that great content
7. Saving money on content creation by curating highly
trending content
8. Creating an editorial calendar for posting/ reposting content
9. Making smart choices on ad buys  marketing partnerships
To Increase Engagement
Winning Brands Master…
LIST OF COVERGIRL TWITTER INFLUENCERS
Olay
COVERGIRL CAN
• Know who their top influencers are
• Engage with those influencers
Photos
Video
FANS OF AFFINITY BRANDS INCREASE
THE LIST OF THE BEST FANS
Offer
How do you find
who to follow  interact
with
to drive the best engagement?
1. Knowing what format of content to create
2. Knowing where their engagement stacks up compared to
their competitors
3. Knowing what channel to post on
4. Knowing when to promote the content so it’s seen
5. Knowing what type of fans to engage with
6. Creating a lot of that great content
7. Saving money on content creation by curating highly
trending content’
8. Creating an editorial calendar for posting/ reposting content
9. Making smart choices on ad buys  marketing partnerships
To Increase Engagement
Winning Brands Master…
Olay
You are taken directly to the
brand’s trending content
Elf could:
• Evaluate the brand’s content,
interactions, likes, comments
• Use this information to help inform
the content strategy and tactics
Let’s say you are Elf Cosmetics…
You could become the Margaret Mead
And dig in and study OPC –
Other People’s Content
HIT PUBLISH
Olay
Study Affinity Brand
Top Trending Content
•  Burberry
•  Walmart
Top Trending Content
of Brands shared by
COVERGIRL FANS
COVERGIRL can use this info for:
•  Study what their fans engage with
1. Knowing what format of content to create
2. Knowing where their engagement stacks up compared to
their competitors
3. Knowing what channel to post on
4. Knowing when to promote the content so it’s seen
5. Knowing what type of fans to engage with
6. Creating a lot of that great content
7. Saving money on content creation by curating highly
trending content
8. Creating an editorial calendar for posting/ reposting content
9. Making smart choices on ad buys  marketing partnerships
To Increase Engagement
Winning Brands Master…
Olay
• Find the top trending content
• Add it to your content to your content
management system- BuddyMedia…
• Reduce your content creation budget
1. Knowing what format of content to create
2. Knowing where their engagement stacks up compared to
their competitors
3. Knowing what channel to post on
4. Knowing when to promote the content so it’s seen
5. Knowing what type of fans to engage with
6. Creating a lot of that great content
7. Saving money on content creation by curating highly
trending content
8. Creating an editorial calendar for posting/ reposting content
9. Making smart choices on ad buys  marketing partnerships
To Increase Engagement
Winning Brands Master…
CREATE A STRATEGIC
CONTENT CALENDAR	

Type Mon Tues Wed Thurs Fri Sat Sun
Status
optional 10 optional optional 20 15
trending
posts
optional 25 optional optional 40 30
Link
optional optional optional 12 optional
trending
posts
trending
posts
optional optional optional 20 optional
Photo
7 14 repost 14
trending
posts
15 20 repost 20
Video
8 repost repost trending 6
8 repost repost trending 6
Optimized Posting Schedule For Best Engagement
You now know the best
content type, days 
times to post…
Results in
30%
engagement
1. Knowing what format of content to create
2. Knowing where their engagement stacks up compared to
their competitors
3. Knowing what channel to post on
4. Knowing when to promote the content so it’s seen
5. Knowing what type of fans to engage with
6. Creating a lot of that great content
7. Saving money on content creation by curating highly
trending content
8. Creating an editorial calendar for posting/ reposting content
9. Making smart choices on ad buys  marketing partnerships
To Increase Engagement
Winning Brands Master…
Olay
Affinity Brand
Strategy Planning
•  Fashionista.com
•  Walmart
•  Marie Claire
•  Styledotcom
•  Burberry
•  Who What Wear
•  Burberry
•  Nickelodeon
COVERGIRL can use this info for:
•  Cross promotion
•  Consideration for ad placement
Brands shared by
COVERGIRL FANS
TODAY WE COVERED
HOW TO MAKE THE BEST DECISIONS
ABOUT INCREASING ENGAGEMENT
 THE EFFECTIVENESS OF YOUR
SOCIAL MEDIA  MARKETING SPEND
Your homework is to master:
1. Knowing what format of content to create
2.  Knowing where their engagement stacks up compared to their competitors
3.  Knowing what channel to post on
4.  Knowing when to promote the content so it’s seen
5.  Knowing what type of fans to engage with
6.  Creating a lot of that great content
7.  Saving money on content creation by curating highly trending content
8.  Creating an editorial calendar for posting/ reposting content
9.  Making smart choices on ad buys  marketing partnerships
SIMPLE WAY TO USE BIG DATA…
TO COMPARE YOUR ENGAGEMENT
TO YOUR COMPETITORS…
AND
MAKE BETTER SOCIAL MEDIA
MARKETING DECISIONS…
AND GET ROIX
Go here to get your brand’s report: http://smo.infinigraph.com
To	
  download	
  the	
  report…	
  hp://bit.ly/ZJ1qiM
@drnatalie
www.drnatalienews.com
GREAT
SOCIAL ENGAGEMENT
IS ABOUT
KNOWING WHAT
DRIVES ENGAGEMENT
THANK YOU
Want to learn how to do this?
Take my course at UCLA:
Online: http://bit.ly/10BUwcE
In person in LA: http://bit.ly/16s3Qac

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Brands Are Drowning in B.I.G. Data: How to Reach for the Life Ring and Get a Social Media ROI

  • 1. Dr. Natalie L. Petouhoff @drnatalie TAMING B.I.G. DATA TO: X • Reduce Your Content Costs • Increase your Brand’s Engagement • Drive More Customers Through Marketing Funnel
  • 2.
  • 4. 4 Logos are static They don’t talk They don’t have conversations They don’t engage @drnatalie
  • 7. Which means you have to figure out how to make your brand A Digital EXPERIENCE
  • 8. TAKE FOR INSTANCE THE “ENGAGEMENT” ON GEORGE TAKEI’S FACEBOOK PAGE >3M Talking About This @drnatalie
  • 9. LET’S LOOK AT ONE OF THE PHOTOS HE SHARED… 179,224 Likes 313,953 Shares
  • 10. Here’s a Video Map of Engagement: How 1 Piece of Content Gets Shared *Source: Stamen https://vimeo.com/50730773 •  Starts from George •  People share it •  Shares spawn new shares http://www.facebookstories.com/stories/2200/data-visualization-photo-sharing-explosions The two colors are gender July to September 2012
  • 11. ENGAGEMENT IS ESSENTIALLY PEOPLE SHARING CONTENT All that sharing is what’s causing the BIG DATA Explosion!!! @drnatalie Where content is: status updates, links, photos, videos, etc…
  • 12. SO WITH 3.5B PIECES OF CONTENT SHARED / WEEK How can marketers make sense of all this B.I.G. DATA?
  • 13.
  • 14. Many people have turned to keyword-based social media monitoring and listening to know what their customers are saying And that’s necessary and good to do but….
  • 15. MARKETERS NEED TO KNOW WHAT DRIVES ENGAGEMENT Engagement determines business success by increasing: •  Positive sentiment •  Share of voice •  Awareness, interest, consideration, intent •  Lead conversions rates sales •  Loyalty, advocacy referrals…
  • 16. The first two phases were driven by the: 1. Innovators 2. Early Adopters WHAT’S SHIFTING THE NEED FOR SOCIAL MEDIA ROI? We’re in the “third wave” of social media. 16 They don’t need a business case to adopt something NEW
  • 17. 5 •  They are driving the questions about social media ROI •  They want proof before they’ll get on board for larger social media budgets 17 But the early majority are pragmatists…
  • 18. $OLUTION: MEASURE ENGAGEMENT KNOW FOR SURE IF THE CONTENT IS DRIVING MARKETING $UCCESS
  • 19. To measure compare engagement requires something new… Based on customer’s collective: • Actions • Interests • Needs • Wants • Dreams • Behaviors…. That’s where interest graph data comes into play That’s how you gain am emotional connect
  • 20. •  Most brands didn’t realize they were going to become content creators and publishers •  They don’t have the budget to create enough great content to be effective at engaging their customers •  And the cost to promote content – can be prohibitive The challenges and the truth is…
  • 21. Step  1:  Gather  Insights   Step  4:  Create   Engaging  Content   Step  3:  Find  Your   Audience   Step  5:  Design  S:cky   Engagement   Step  6:  Stop  the  Poli:cs;   Gain  Org  Alignment   Step  2:  Create  a   Measurement  Program   NEED A STRATEGY FOR RETURN ON INVESTMENT 21   7  Steps  To  Fast  Track  Success     Step  7:  Iterate  and  Pivot   Based  on  the     UCLA  Course  
  • 22. SOCIAL MEDIA BRAND ASSESSMENTS •  An objective assessment •  Recommendations •  Short long term strategic •  Short long term tactical plan We help you determine where you are compared to best practices your competitors… Social   Media   Brand   Report   You get… Top Brand
  • 23. With  your  score,     Your  brand  is  ready  to  go  to  the  next  level…  
  • 24. 24 Top companies are wondering how to take their social media initiatives to the next level… • Do more of the right things • Put structure around what is unstructured • Benchmark “As Is” • Create a strategy and plan • Track the progress • Gather the right metrics • Create and sustain world-class social media brand
  • 25. Social  Media  Assessments  place  you  and  your  brand   in  a  leadership  posi:on…   5   •  Clear  answers  and  strong  guidance   •  A  dis:nc:ve  voice   •  A  compe::ve  advantage  
  • 26. Newest  Report….  With  Answers    How  To…
  • 27. LET’S HAVE A LOOK AT THE INTEREST GRAPH DATA TOP 15 COSMETIC BRANDS WHO DO YOU THINK RANKS HIGHEST IN ENGAGEMENT?
  • 28. 1. Knowing what format of content to create 2. Knowing where their engagement stacks up compared to their competitors 3. Knowing what channel to post on 4. Knowing when to promote the content so it’s seen 5. Knowing what type of fans to engage with 6. Creating a lot of that great content 7. Saving money on content creation by curating highly trending content 8. Creating an editorial calendar for posting/ reposting content 9. Making smart choices on ad buys marketing partnerships To Increase Engagement Winning Brands Master…
  • 29. Photos Video TYPE OF CONTENT MOST SHARED IN COSMETIC INDUSTRY: PHOTOS OfferWhat type of content is your brand creating the most of? Is that the best choice?
  • 30. 1. Knowing what format of content to create 2. Knowing where their engagement stacks up compared to their competitors 3. Knowing what channel to post on 4. Knowing when to promote the content so it’s seen 5. Knowing what type of fans to engage with 6. Creating a lot of that great content 7. Saving money on content creation by curating highly trending content 8. Creating an editorial calendar for posting/ reposting content 9. Making smart choices on ad buys marketing partnerships To Increase Engagement Winning Brands Master…
  • 32. But Elf has the lowest engagement Highest engagement: • COVERGIRL • Olay
  • 33. 1. Knowing what format of content to create 2. Knowing where their engagement stacks up compared to their competitors 3. Knowing what channel to post on 4. Knowing when to promote the content so it’s seen 5. Knowing what type of fans to engage with 6. Creating a lot of that great content 7. Saving money on content creation by curating highly trending content 8. Creating an editorial calendar for posting/ reposting content 9. Making smart choices on ad buys marketing partnerships To Increase Engagement Winning Brands Master…
  • 35. But most of the engagement is on Facebook… Facebook Twitter
  • 36. 1. Knowing what format of content to create 2. Knowing where their engagement stacks up compared to their competitors 3. Knowing what channel to post on 4. Knowing when to promote the content so it’s seen 5. Knowing what type of fans to engage with 6. Creating a lot of that great content 7. Saving money on content creation by curating highly trending content 8. Creating an editorial calendar for posting/ reposting content 9. Making smart choices on ad buys marketing partnerships To Increase Engagement Winning Brands Master…
  • 37. WHEN’S RIGHT TIME TO SHARE CONTENT? PHOTOS ON WEDNESDAYS For the highest engagement
  • 38. 1. Knowing what format of content to create 2. Knowing where their engagement stacks up compared to their competitors 3. Knowing what channel to post on 4. Knowing when to promote the content so it’s seen 5. Knowing what type of fans to engage with 6. Creating a lot of that great content 7. Saving money on content creation by curating highly trending content 8. Creating an editorial calendar for posting/ reposting content 9. Making smart choices on ad buys marketing partnerships To Increase Engagement Winning Brands Master…
  • 39. LIST OF COVERGIRL TWITTER INFLUENCERS Olay COVERGIRL CAN • Know who their top influencers are • Engage with those influencers
  • 40. Photos Video FANS OF AFFINITY BRANDS INCREASE THE LIST OF THE BEST FANS Offer How do you find who to follow interact with to drive the best engagement?
  • 41. 1. Knowing what format of content to create 2. Knowing where their engagement stacks up compared to their competitors 3. Knowing what channel to post on 4. Knowing when to promote the content so it’s seen 5. Knowing what type of fans to engage with 6. Creating a lot of that great content 7. Saving money on content creation by curating highly trending content’ 8. Creating an editorial calendar for posting/ reposting content 9. Making smart choices on ad buys marketing partnerships To Increase Engagement Winning Brands Master…
  • 42. Olay You are taken directly to the brand’s trending content Elf could: • Evaluate the brand’s content, interactions, likes, comments • Use this information to help inform the content strategy and tactics Let’s say you are Elf Cosmetics… You could become the Margaret Mead And dig in and study OPC – Other People’s Content HIT PUBLISH
  • 43. Olay Study Affinity Brand Top Trending Content •  Burberry •  Walmart Top Trending Content of Brands shared by COVERGIRL FANS COVERGIRL can use this info for: •  Study what their fans engage with
  • 44. 1. Knowing what format of content to create 2. Knowing where their engagement stacks up compared to their competitors 3. Knowing what channel to post on 4. Knowing when to promote the content so it’s seen 5. Knowing what type of fans to engage with 6. Creating a lot of that great content 7. Saving money on content creation by curating highly trending content 8. Creating an editorial calendar for posting/ reposting content 9. Making smart choices on ad buys marketing partnerships To Increase Engagement Winning Brands Master…
  • 45. Olay • Find the top trending content • Add it to your content to your content management system- BuddyMedia… • Reduce your content creation budget
  • 46. 1. Knowing what format of content to create 2. Knowing where their engagement stacks up compared to their competitors 3. Knowing what channel to post on 4. Knowing when to promote the content so it’s seen 5. Knowing what type of fans to engage with 6. Creating a lot of that great content 7. Saving money on content creation by curating highly trending content 8. Creating an editorial calendar for posting/ reposting content 9. Making smart choices on ad buys marketing partnerships To Increase Engagement Winning Brands Master…
  • 47. CREATE A STRATEGIC CONTENT CALENDAR Type Mon Tues Wed Thurs Fri Sat Sun Status optional 10 optional optional 20 15 trending posts optional 25 optional optional 40 30 Link optional optional optional 12 optional trending posts trending posts optional optional optional 20 optional Photo 7 14 repost 14 trending posts 15 20 repost 20 Video 8 repost repost trending 6 8 repost repost trending 6 Optimized Posting Schedule For Best Engagement You now know the best content type, days times to post… Results in 30% engagement
  • 48. 1. Knowing what format of content to create 2. Knowing where their engagement stacks up compared to their competitors 3. Knowing what channel to post on 4. Knowing when to promote the content so it’s seen 5. Knowing what type of fans to engage with 6. Creating a lot of that great content 7. Saving money on content creation by curating highly trending content 8. Creating an editorial calendar for posting/ reposting content 9. Making smart choices on ad buys marketing partnerships To Increase Engagement Winning Brands Master…
  • 49. Olay Affinity Brand Strategy Planning •  Fashionista.com •  Walmart •  Marie Claire •  Styledotcom •  Burberry •  Who What Wear •  Burberry •  Nickelodeon COVERGIRL can use this info for: •  Cross promotion •  Consideration for ad placement Brands shared by COVERGIRL FANS
  • 50. TODAY WE COVERED HOW TO MAKE THE BEST DECISIONS ABOUT INCREASING ENGAGEMENT THE EFFECTIVENESS OF YOUR SOCIAL MEDIA MARKETING SPEND Your homework is to master: 1. Knowing what format of content to create 2.  Knowing where their engagement stacks up compared to their competitors 3.  Knowing what channel to post on 4.  Knowing when to promote the content so it’s seen 5.  Knowing what type of fans to engage with 6.  Creating a lot of that great content 7.  Saving money on content creation by curating highly trending content 8.  Creating an editorial calendar for posting/ reposting content 9.  Making smart choices on ad buys marketing partnerships
  • 51. SIMPLE WAY TO USE BIG DATA… TO COMPARE YOUR ENGAGEMENT TO YOUR COMPETITORS… AND MAKE BETTER SOCIAL MEDIA MARKETING DECISIONS… AND GET ROIX
  • 52. Go here to get your brand’s report: http://smo.infinigraph.com
  • 53. To  download  the  report…  hp://bit.ly/ZJ1qiM
  • 54. @drnatalie www.drnatalienews.com GREAT SOCIAL ENGAGEMENT IS ABOUT KNOWING WHAT DRIVES ENGAGEMENT THANK YOU Want to learn how to do this? Take my course at UCLA: Online: http://bit.ly/10BUwcE In person in LA: http://bit.ly/16s3Qac