1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization...

42
1 Get Personal Sanjay Vakil, PhD

Transcript of 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization...

Page 1: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

1

Get Personal

Sanjay Vakil, PhD

Page 2: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

2

Overview

• Intro to TripAdvisor

• Intro to Instant Personalization

• The Rollercoaster + Three equations

Page 3: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

3

Travel review Web sites and hotel reviews on online travel agencies (OTAs) are among the most influential forces most frequently cited by travelers when shopping.-PhoCusWright, Social Media in Travel, June 2010

Online reputation is critical

““

Page 4: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

4

UGC Fuels and Rules

Page 5: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

5

• 40MM unique visitors per month

• 20MM highly loyal registered members

• 45MM++ traveler reviews and opinions

• 21 new contributions per minute every day

• 455K hotels, 92K attractions, 564K restaurants in 71K destinations worldwide

• 245,000 registered owners

TripAdvisor Snapshot

Page 6: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

6

Overview

• Intro to TripAdvisor

• Intro to Instant Personalization

• The Rollercoaster + Three equations

Page 7: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

7

Instant Personalization

• Invite-only Facebook program

• Opt-Out, not Opt-in– Only on .com for now

• Facebook provides TripAdvisor access to– Visitor’s profile data– List of friends

Page 8: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

8

The big deal

We can instantly personalize a user that has never been to

TripAdvisor before

Page 9: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

9

Page 10: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

10

Instant Personalization: Homepage

Page 11: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

11

Instant Personalization: Homepage

Page 12: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

12

Instant Personalization: Homepage

Page 13: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

13

Instant Personalization: Other Pages

Page 14: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

14

Page 15: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

15

Up and to the right!

•Over 10M/mo

• For those users, we see:–Decrease in bounce– Increase in page views– Increase in commerce

•Minimal negative feedback– < 1% opt-out–Few complaints on forums

Page 16: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

16

Press

• “People are accustomed to asking friends for travel suggestions and advice, making TripAdvisor a wise choice for the expansion of the Instant Personalization program”– InsideFacebook.com

• “…today's addition of TripAdvisor brings friends' recommendations and opinions to a realm where friends really do matter - travel.”–Read/Write web

Page 17: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

17

Overview

• Intro to TripAdvisor

• Intro to Instant Personalization

• The Rollercoaster + Three equations

Page 18: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

18

Initial Thoughts

Page 19: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

19

Initial Thoughts

• Excitement over being the an IP partner

•We have 40M reviews!

• Build an engaging interface

Page 20: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

20

Property Reviews

Page 21: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

21

Reality

•How many reviews can we actually show–Privacy Policy–Are your friends members of TripAdvisor?–How of your friends have written reviews?

• The Internet is a big, lonely place

Page 22: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

22

Lonely

Page 23: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

23

Equation #1

Your UsersInternet ≅ 0

Page 24: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

24

Equation #1

Your ContentInternet ≅ 0

Page 25: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

25

The Drop

Page 26: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

26

Hard UGC Numbers

•Of 100 visitors

• 10 will become members

• 1 will generate content

• Facebook users have ~200 friends

• ~2 of your friends have contributed content

Page 27: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

27

Personalization Pyramid

PropertyReviews

GeoReviews

Reviews

?

Clickstream

Page 28: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

28

Property Reviews

Page 29: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

29

Geographic Reviews

Page 30: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

30

Make Every Review Count

Page 31: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

31

I feel... thin. Sort of stretched, like... butter scraped over too much bread.- Bilbo Baggins to Gandalf

Stretching Content

““

Page 32: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

32

CTR still matters

PropertyReviews

GeoReviews

Reviews

Clickstream

10%

5%

1%

×

Page 33: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

33

Equation #2

Engagement ∝

(Content) × (Relevance)

Page 34: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

34

Personalization Pyramid

PropertyReviews

GeoReviews

Reviews

?

Clickstream

Page 35: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

35

What Next?

• Get

• More

• Content

Page 36: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

36

Cities I’ve Visited

• Facebook application built in 2007 as part of the social app landgrab

Page 37: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

37

CIV stats

• 25M+ users

• ~ 60 pins / user

• ~ 1.4B pins

• + “profile” pins

•Users were notified that pins would be shown to friends

Page 38: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

38

Better CIV numbers

•Of 500M Facebook users

• 5% have used CIV

• Facebook users have ~200 friends

• ~ 300 pins in CIV

• + (100 hometown pins)

• + (100 current_city pins)

• ~ 500 pins worth of social footprint

Page 39: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

39

Cities I’ve Visited

•Minimal content

• Jumping off point for a conversation

Page 40: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

40

Equation #3

(weak content) ×

(your friends)=

(good content)

Page 41: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

41

Lessons

• Don’t optimize for the top of the pyramid

• Figure out how to stretch your data

• Find an ethical source of additional data

Page 42: 1 Get Personal Sanjay Vakil, PhD. 2 Overview Intro to TripAdvisor Intro to Instant Personalization The Rollercoaster + Three equations.

42

Hiring

• Like this stuff?

• Come work with me!

• (please)