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1
Measuring and Monetizing the Customer Experience using
Voice-of-the-Customer Social Media Data
New Developments in Measurement and Analytics
2
The Premise and Measurement Raw Material
• Public Relations ….. The professional maintenance of a
favorable public image
Brand
Image &
Reputation
(PR)
Social Media
Voice-of-the
Customer
(VOC)
Customer-
Brand
Experience
3
Let’s Get Started
4
Measuring the customer experience is imperative
“You’ve got to start
with the customer experience
and work back toward the technology
– not the other way around.”
~ Steve Jobs
5
Customer Experience Leaders Outperform the Market
CX Leaders
101.5%
S&P 500 Index
72.3%
CX Laggards
27.6%
0%
20%
40%
60%
80%
100%
120%
CumulativeTotalReturn
Eight-year Stock Performance of Customer
Experience Leaders vs. Laggards vs. S&P 500 (2007-
2014)
CX Laggards
In addition to posting a total return
that was 74 points lower than CX
leaders, laggards also had higher
customer frustration, increased
attrition, more negative word-of
mouth, and higher operating
expenses
CX Leaders
Over 8 years, the leaders of
Forrester’s CX Index enjoyed a higher
total return, higher revenues from
better retention, less price sensitivity,
greater wallet share and positive
word-of-mouth) and lower expenses
from reduced acquisition costs, and
fewer complaints,
6
4%
27.6%
11.8%
23.7%
31.6%
What does your company's executive leadership
think about the ROI of CX?
Doesn't believe there's an ROI of CX
Unsure there's an ROI of CX
Believes there's a small ROI of CX
Believes there's a moderate ROI of CX
Believes there's a large ROI of CX
Most Companies Understand that There Is a Sizable
ROI in Customer Experience
7
18.9%
28.4%
35.1%
12.2%
5.4%
How effective is your company at measuring
the business impact of CX?
Very ineffective
Ineffective
Somewhat effective
Mostly effective
Very effective
But They Aren’t Sure How To Measure It
8
The Answer Is with Social Media
United Airlines is
never on-time, and
their service sucks.
9
The Answer Is with Social Media
United Airlines is
never on-time, and
their service sucks.
Your brand is what people say
about you when you’re not in the room.
~ Jeff Bezos
10But Most Social Media Sentiment Ratings
Are Not Very Accurate
"Sentiment analysis is a very complex task for a machine because
of the multiple and often unpredictable soft and hard variables
that come into play when interpreting it. The main problem
being that the sentiment of a sentence only rarely lies in the
sentence itself and is instead rooted in the cultural context
around that sentence.”
~ Francesco D'Orazio, CIO at FACE Group
"Companies are making decisions based on data
that is just 6% accurate."
~ Carol Haney, SVP at Toluna
11
And They Fall Short In Measuring ROI
21.2%
11.2%
8.8%
8.2%
3.1%
-2.3%
-10% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90%
Correlation to sales of $6B client with the sentiment metrics
of the six leading social data vendors
Sentiment Metric 1
Sentiment Metric 2
Sentiment Metric 3
Sentiment Metric 4
Sentiment Metric 5
Sentiment Metric 6
SEI Pos/Neg Ratio
12
One Exception Is Ours:
The Social Engagement Index, a.k.a., The SEITM
83.1%
21.2%
11.2%
8.8%
8.2%
3.1%
-2.3%
-10% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90%
Correlation to sales of $6B client with the sentiment metrics
of the six leading social data vendors
Sentiment Metric 1
Sentiment Metric 2
Sentiment Metric 3
Sentiment Metric 4
Sentiment Metric 5
Sentiment Metric 6
SEI Pos/Neg Ratio
13The BLA Social Insights, Analytics,
And ROI Framework
Fuse SEITM with
advanced analytics to
understand brand
positioning, content
drivers, reputation and
critical elements of
customer experience
Leverage known
tools to listen and
monitor high-level
brand-experience
conversations
Measure language
based on
engagement and
importance via the
Social Engagement
Index, or SEITM
Listening,
monitoring and
basic sentiment
Measuring
language for
brand insights
Social media
advanced analytics
Social
monetization
Apply a trended SEITM
within media mix
modelling to monetize
customer experience
(earned social media)
alongside all other
media and quantify
any synergistic effects
BLA extends the value of social media insights
We will focus on this
specific application of
SEI today
14
SEITMStance
Shift
Syntax &
Structure
Tonality &
Sentiment
Context
Custom
Dictionary
A More Accurate Way
To Mine Social Conversations
• Measures value of
customer experience
• Links closely to sales
• Indicates brand health
• Uncovers “why’s” and
underlying drivers, both
positive and negative
Experiential
Statement
on Social
Media
E
x
R
x
P
r
Customer
Experience &
Engagement
Rational
15
The Difference Is Stance-shift Analysis,
A Method That Measures What Really Matters In Language
• Stance-shiftanalysis,publishedandpeer-reviewed,revealswhatreallymatterstotheconsumer:
– Stance-shiftmeasuresconsumers’verbalshiftsinpositioningastheytalk.
– Whentheseshiftsoccur,weknowthatsomethingisbeingcommunicatedthatisveryimportantandrelevanttothetopicathand
(thebrand)
– Wecapturetheemotion,intensity,appraisal,andcommitmentinthecontextoftheconversationstouncoverthedeepsubtleties
andwhatissaid.
• Itenablesustosolvewhatothersmiss:Size,TrendandNewConcepts
– Focusingonlyonwhatmatters:Wefilterforrelativeimportancethroughengagement–farsuperiortosimplewords/comment
frequency.
– Consumertrends:Wecapturetheshiftsandprioritizegettingthetrendright,validatedthroughtheindependentmeasureofour
metricsvs.sales.
– Stanceistunedtodetecttopicsandconcepts(content-themes),whichwelinktoquantifiedopinions,evaluationsand
endorsementsthroughadaptivetonality,allowingustomapstrengths,weaknesses,opportunities&threats.
• SemanticEngagementIndex:SEITMintegratesourstance-shiftmeasurementtopowerourconsumerinsights.
16The Correlation to Sales Over Time
Shows the SEI™ Has Strong Predictive Power
16
Correlation = 84%
Note: Lead-lag analysis has confirmed that causation is only one way. The SEI™ to a large degree is capable of driving hard commercial metrics.
86%
Telecom Brand
81%
Soft Drink Brand
84%
Food & Bev
Brand
83%
Hospitality
Brand
17The SEITM
Has Been Validated Across a Diverse
Set of Brands in the US and Internationally
Validated more than any other social metric
18The SEITM
Has Broad-based Application
$
Monitor and manage
consumer conversations
that are impacting your
brand reputation
Apply deep understanding to
consumer conversations to
develop Content and
Marketing Strategy
Enhance the in-market
execution of promotions,
sports sponsorships, and
events based on real
consumer conversations
Monetize your social
media campaigns and
the customer experience
with our media mix models
19
Case 1: Defining the Coffee
Retailer Brand Experience
20
For a coffee retailer, we uncovered 26 “content drivers,” which are topical themes and components of the SEI.
We conducted CART regression analytics, which arrays these themes in order of importance for prediction of SEI.
Of these 26 drivers, 18 were beverage or food product-related, while 8 were topics related to the store experience.
Store experience was found to be a more important than the products
in terms of driving sales and defining the brand.
Key Content Drivers of Retail Sales
To meet people
188
Atmosphere
288
Atmosphere
466
Note: Separate analysis - Classification & Regression Trees (CART)
Positive Social
Engagement
100
To meet people
229
Place to hang out
83
Beverage A
271
Beverage A
74
To meet people
85
To meet people
325
Insight & Outcomes
Key drivers to positive SEI™:
1. A place to hang out
2. To meet people
3. Atmosphere
4. Beverage products
Based on these findings, the client
developed a “2 for 1” promotion
to drive store-level sales.
This was the most effective
promotion run on any product over
the previous three years, generating
a lift in three weeks equal to
approximately 4% of total sales.
Place to hang out
211
21
Case 2: The most important
customer experience drivers
for a hard goods retailer
22
For a hard goods retailer, we evaluated 22 “retail experience” drivers, and the most critical of these are shown below.
Here, the CART regression analytics revealed five customer-experience factors were most important in driving positive
engagement towards this retail brand..
Convenience & National Brands found to be more important than low prices
Key Content Drivers of Retail Sales
Fast Checkout 96
National Brands
82
National Brands
113
Note: Separate analysis - Classification & Regression Trees (CART)
Positive Social
Engagement
100
Product Returns
54
Fast Checkout
136
Product Returns
119
Low Prices
74
Low Priices
98
Assoc. Knowhow
72
Assoc. Knowhow
91
23
Case 3: Finding the right
positioning for a new instant
beverage brand
24
SEITM and Marketing Contributions for “Zip”
78.6%
2.1%
6.8%
3.3%
3.0%
2.5%
2.4%
1.9%
1.1%0.4%
23.5%
Zip Modeled Incremental Contributions
Baseline
SEI/Mktg Synergy
SEI-Social Media
Radio
POS Signage
TV
Digital Display
Sampling
Pub.Reltns
OOH
Zip’s Marketing Contributions
By modeling Zip with SEITM, BLA found
that buzz and advocacy stimulated
by its marketing efforts drove almost 7%
of its volume, and marketing efforts helped
boost a sizable synergistic dividend.
Zip’s Situation
In 2009, a beverage retailer launched “Zip”
(masked name), an “instant” beverage,
which was a deviation from its naturally
brewed products. Zip was one of the most
successful product launches in 12 years.
Previous modeling research had shown that
Zip actually generated a +3% lift to total
retail sales. The successful launch strategy
was aimed at getting maximum trial and
exposure, driven by an extensive sampling
period and early-stage price promotions.
The challenge in Year Two was to
understand how to position the brand in
order to sustain growth momentum.
25
Zip Sales and SEITM
Correlations Over Time
Tracking the SEITM over time
revealed a high correlation to
Zip’s first year sales.
This was clear evidence
of a powerful and effective effort
to generate strong buzz and
advocacy toward the brand, with
a strong linkage to sales.
Note: Plotted metric is ratio of Positive to Negative SEITM
The SEITM proved to have
a leading-indicator relationship
with Zip sales.
26
188
3,516
103 128
300
301
350
491
724
930
-
500
1,000
1,500
2,000
2,500
3,000
3,500
4,000
BaselineNetPositive
SEI
GreatAroma
YummyFlavors
GreatGiftIdea
Convenient
TastesGreatColdor
Hot
TastesGreat
GreatforTakingtothe
Office
TastesLiketheReal
ThIng
TotalNetPositiveSEI
Zip Powder All Social Channels
Engagement Content Drivers
Content Motivation Drivers of Sales Conversion
for Zip Powder
Further analytics of Zip’s “content
drivers” of SEITM consumer
engagement revealed key drivers
to be “tasted like the real thing”
and was great for “taking to the
office” and enjoying that original
taste of the parent brand.
Current
Positioning
Optimized
Positioning
By focusing its communications toward
these benefits, Zip managed to continue
a strong 11% growth in Year Two.
27
Case 4: Scoring and Evaluating
Sports Sponsorships
28
Assessing the ROI of Sport Sponsorships
This client spent 65% of its total
marketing budget on sports
marketing without understanding
what they were getting back they
were getting for any of the sports
they sponsored.
We used the SEI for each sponsorship
to determine the ROI, which showed
that the NFL
could provide high returns
and high growth.
By investing more in NFL Football
and less on NASCAR and NCAA
Basketball, this client managed to
accelerate YOY growth from 3% to +8%
the following year.
29
Bangalore, IN Office:
No. 141, 2nd Cross, 2nd Main,
Domlur, 2nd Stage, Bangalore 560071
Phone: +91 80 40917572, +91 80 40916116
info@therainman.com
Contact Us US Office:
Suite 100, 1780 Chadds Lake Dr, NE
Marietta, Georgia, 30068-1608
Atlanta, USA
info@bottomlineanalytics.com

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Measuring voc cust exper.gap

  • 1. 1 Measuring and Monetizing the Customer Experience using Voice-of-the-Customer Social Media Data New Developments in Measurement and Analytics
  • 2. 2 The Premise and Measurement Raw Material • Public Relations ….. The professional maintenance of a favorable public image Brand Image & Reputation (PR) Social Media Voice-of-the Customer (VOC) Customer- Brand Experience
  • 4. 4 Measuring the customer experience is imperative “You’ve got to start with the customer experience and work back toward the technology – not the other way around.” ~ Steve Jobs
  • 5. 5 Customer Experience Leaders Outperform the Market CX Leaders 101.5% S&P 500 Index 72.3% CX Laggards 27.6% 0% 20% 40% 60% 80% 100% 120% CumulativeTotalReturn Eight-year Stock Performance of Customer Experience Leaders vs. Laggards vs. S&P 500 (2007- 2014) CX Laggards In addition to posting a total return that was 74 points lower than CX leaders, laggards also had higher customer frustration, increased attrition, more negative word-of mouth, and higher operating expenses CX Leaders Over 8 years, the leaders of Forrester’s CX Index enjoyed a higher total return, higher revenues from better retention, less price sensitivity, greater wallet share and positive word-of-mouth) and lower expenses from reduced acquisition costs, and fewer complaints,
  • 6. 6 4% 27.6% 11.8% 23.7% 31.6% What does your company's executive leadership think about the ROI of CX? Doesn't believe there's an ROI of CX Unsure there's an ROI of CX Believes there's a small ROI of CX Believes there's a moderate ROI of CX Believes there's a large ROI of CX Most Companies Understand that There Is a Sizable ROI in Customer Experience
  • 7. 7 18.9% 28.4% 35.1% 12.2% 5.4% How effective is your company at measuring the business impact of CX? Very ineffective Ineffective Somewhat effective Mostly effective Very effective But They Aren’t Sure How To Measure It
  • 8. 8 The Answer Is with Social Media United Airlines is never on-time, and their service sucks.
  • 9. 9 The Answer Is with Social Media United Airlines is never on-time, and their service sucks. Your brand is what people say about you when you’re not in the room. ~ Jeff Bezos
  • 10. 10But Most Social Media Sentiment Ratings Are Not Very Accurate "Sentiment analysis is a very complex task for a machine because of the multiple and often unpredictable soft and hard variables that come into play when interpreting it. The main problem being that the sentiment of a sentence only rarely lies in the sentence itself and is instead rooted in the cultural context around that sentence.” ~ Francesco D'Orazio, CIO at FACE Group "Companies are making decisions based on data that is just 6% accurate." ~ Carol Haney, SVP at Toluna
  • 11. 11 And They Fall Short In Measuring ROI 21.2% 11.2% 8.8% 8.2% 3.1% -2.3% -10% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% Correlation to sales of $6B client with the sentiment metrics of the six leading social data vendors Sentiment Metric 1 Sentiment Metric 2 Sentiment Metric 3 Sentiment Metric 4 Sentiment Metric 5 Sentiment Metric 6 SEI Pos/Neg Ratio
  • 12. 12 One Exception Is Ours: The Social Engagement Index, a.k.a., The SEITM 83.1% 21.2% 11.2% 8.8% 8.2% 3.1% -2.3% -10% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% Correlation to sales of $6B client with the sentiment metrics of the six leading social data vendors Sentiment Metric 1 Sentiment Metric 2 Sentiment Metric 3 Sentiment Metric 4 Sentiment Metric 5 Sentiment Metric 6 SEI Pos/Neg Ratio
  • 13. 13The BLA Social Insights, Analytics, And ROI Framework Fuse SEITM with advanced analytics to understand brand positioning, content drivers, reputation and critical elements of customer experience Leverage known tools to listen and monitor high-level brand-experience conversations Measure language based on engagement and importance via the Social Engagement Index, or SEITM Listening, monitoring and basic sentiment Measuring language for brand insights Social media advanced analytics Social monetization Apply a trended SEITM within media mix modelling to monetize customer experience (earned social media) alongside all other media and quantify any synergistic effects BLA extends the value of social media insights We will focus on this specific application of SEI today
  • 14. 14 SEITMStance Shift Syntax & Structure Tonality & Sentiment Context Custom Dictionary A More Accurate Way To Mine Social Conversations • Measures value of customer experience • Links closely to sales • Indicates brand health • Uncovers “why’s” and underlying drivers, both positive and negative Experiential Statement on Social Media E x R x P r Customer Experience & Engagement Rational
  • 15. 15 The Difference Is Stance-shift Analysis, A Method That Measures What Really Matters In Language • Stance-shiftanalysis,publishedandpeer-reviewed,revealswhatreallymatterstotheconsumer: – Stance-shiftmeasuresconsumers’verbalshiftsinpositioningastheytalk. – Whentheseshiftsoccur,weknowthatsomethingisbeingcommunicatedthatisveryimportantandrelevanttothetopicathand (thebrand) – Wecapturetheemotion,intensity,appraisal,andcommitmentinthecontextoftheconversationstouncoverthedeepsubtleties andwhatissaid. • Itenablesustosolvewhatothersmiss:Size,TrendandNewConcepts – Focusingonlyonwhatmatters:Wefilterforrelativeimportancethroughengagement–farsuperiortosimplewords/comment frequency. – Consumertrends:Wecapturetheshiftsandprioritizegettingthetrendright,validatedthroughtheindependentmeasureofour metricsvs.sales. – Stanceistunedtodetecttopicsandconcepts(content-themes),whichwelinktoquantifiedopinions,evaluationsand endorsementsthroughadaptivetonality,allowingustomapstrengths,weaknesses,opportunities&threats. • SemanticEngagementIndex:SEITMintegratesourstance-shiftmeasurementtopowerourconsumerinsights.
  • 16. 16The Correlation to Sales Over Time Shows the SEI™ Has Strong Predictive Power 16 Correlation = 84% Note: Lead-lag analysis has confirmed that causation is only one way. The SEI™ to a large degree is capable of driving hard commercial metrics. 86% Telecom Brand 81% Soft Drink Brand 84% Food & Bev Brand 83% Hospitality Brand
  • 17. 17The SEITM Has Been Validated Across a Diverse Set of Brands in the US and Internationally Validated more than any other social metric
  • 18. 18The SEITM Has Broad-based Application $ Monitor and manage consumer conversations that are impacting your brand reputation Apply deep understanding to consumer conversations to develop Content and Marketing Strategy Enhance the in-market execution of promotions, sports sponsorships, and events based on real consumer conversations Monetize your social media campaigns and the customer experience with our media mix models
  • 19. 19 Case 1: Defining the Coffee Retailer Brand Experience
  • 20. 20 For a coffee retailer, we uncovered 26 “content drivers,” which are topical themes and components of the SEI. We conducted CART regression analytics, which arrays these themes in order of importance for prediction of SEI. Of these 26 drivers, 18 were beverage or food product-related, while 8 were topics related to the store experience. Store experience was found to be a more important than the products in terms of driving sales and defining the brand. Key Content Drivers of Retail Sales To meet people 188 Atmosphere 288 Atmosphere 466 Note: Separate analysis - Classification & Regression Trees (CART) Positive Social Engagement 100 To meet people 229 Place to hang out 83 Beverage A 271 Beverage A 74 To meet people 85 To meet people 325 Insight & Outcomes Key drivers to positive SEI™: 1. A place to hang out 2. To meet people 3. Atmosphere 4. Beverage products Based on these findings, the client developed a “2 for 1” promotion to drive store-level sales. This was the most effective promotion run on any product over the previous three years, generating a lift in three weeks equal to approximately 4% of total sales. Place to hang out 211
  • 21. 21 Case 2: The most important customer experience drivers for a hard goods retailer
  • 22. 22 For a hard goods retailer, we evaluated 22 “retail experience” drivers, and the most critical of these are shown below. Here, the CART regression analytics revealed five customer-experience factors were most important in driving positive engagement towards this retail brand.. Convenience & National Brands found to be more important than low prices Key Content Drivers of Retail Sales Fast Checkout 96 National Brands 82 National Brands 113 Note: Separate analysis - Classification & Regression Trees (CART) Positive Social Engagement 100 Product Returns 54 Fast Checkout 136 Product Returns 119 Low Prices 74 Low Priices 98 Assoc. Knowhow 72 Assoc. Knowhow 91
  • 23. 23 Case 3: Finding the right positioning for a new instant beverage brand
  • 24. 24 SEITM and Marketing Contributions for “Zip” 78.6% 2.1% 6.8% 3.3% 3.0% 2.5% 2.4% 1.9% 1.1%0.4% 23.5% Zip Modeled Incremental Contributions Baseline SEI/Mktg Synergy SEI-Social Media Radio POS Signage TV Digital Display Sampling Pub.Reltns OOH Zip’s Marketing Contributions By modeling Zip with SEITM, BLA found that buzz and advocacy stimulated by its marketing efforts drove almost 7% of its volume, and marketing efforts helped boost a sizable synergistic dividend. Zip’s Situation In 2009, a beverage retailer launched “Zip” (masked name), an “instant” beverage, which was a deviation from its naturally brewed products. Zip was one of the most successful product launches in 12 years. Previous modeling research had shown that Zip actually generated a +3% lift to total retail sales. The successful launch strategy was aimed at getting maximum trial and exposure, driven by an extensive sampling period and early-stage price promotions. The challenge in Year Two was to understand how to position the brand in order to sustain growth momentum.
  • 25. 25 Zip Sales and SEITM Correlations Over Time Tracking the SEITM over time revealed a high correlation to Zip’s first year sales. This was clear evidence of a powerful and effective effort to generate strong buzz and advocacy toward the brand, with a strong linkage to sales. Note: Plotted metric is ratio of Positive to Negative SEITM The SEITM proved to have a leading-indicator relationship with Zip sales.
  • 26. 26 188 3,516 103 128 300 301 350 491 724 930 - 500 1,000 1,500 2,000 2,500 3,000 3,500 4,000 BaselineNetPositive SEI GreatAroma YummyFlavors GreatGiftIdea Convenient TastesGreatColdor Hot TastesGreat GreatforTakingtothe Office TastesLiketheReal ThIng TotalNetPositiveSEI Zip Powder All Social Channels Engagement Content Drivers Content Motivation Drivers of Sales Conversion for Zip Powder Further analytics of Zip’s “content drivers” of SEITM consumer engagement revealed key drivers to be “tasted like the real thing” and was great for “taking to the office” and enjoying that original taste of the parent brand. Current Positioning Optimized Positioning By focusing its communications toward these benefits, Zip managed to continue a strong 11% growth in Year Two.
  • 27. 27 Case 4: Scoring and Evaluating Sports Sponsorships
  • 28. 28 Assessing the ROI of Sport Sponsorships This client spent 65% of its total marketing budget on sports marketing without understanding what they were getting back they were getting for any of the sports they sponsored. We used the SEI for each sponsorship to determine the ROI, which showed that the NFL could provide high returns and high growth. By investing more in NFL Football and less on NASCAR and NCAA Basketball, this client managed to accelerate YOY growth from 3% to +8% the following year.
  • 29. 29 Bangalore, IN Office: No. 141, 2nd Cross, 2nd Main, Domlur, 2nd Stage, Bangalore 560071 Phone: +91 80 40917572, +91 80 40916116 info@therainman.com Contact Us US Office: Suite 100, 1780 Chadds Lake Dr, NE Marietta, Georgia, 30068-1608 Atlanta, USA info@bottomlineanalytics.com