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1
Your Customers Are Talking to You
Did You Hear What They Said!?!?
Niren Sirohi, Ph.D.
2
Niren Sirohi, Ph.D.
VP, Predictive Analytics
iKnowtion
Leads iKnowtion Predictive Analytics
20 years developing and
implementing strategic analytic
solutions for global brands
financial services, retail,
consumer goods, hospitality, and
telecommunications
Today’s Presenter
3
Apply Analytic and Consultative Best Practices:
 Identify customer-level opportunities
 Inform customer-centric strategies
 Maximize customer-focused
programs
 Measure customer-driven impacts
iKnowtioniKnowtion – Leaders in Analytics
4
Who We Serve and What We Offer
Senior
Management
Advertising
and Media
CRM Market
Research
Product
Management
Customer
Experience
Sales and
Marketing
5
 Commoditization pressure
 Explosion in channels with
the digital revolution
 Shift in balance of power to
customers
 Amplified Word of Mouth
 High customer expectations
Today’s World Reality For Marketers
6
Customer Feedback Is A Rich Source
It’s Varied and Comes in Many Forms
Structured
(Quantitative)
Unstructured
(Qualitative)
Company-Initiated Customer-Initiated
Illustrative for a Wireless Provider
7
Customer Feedback
In isolation is NOT Enough
Customer Feedback
Operational Metrics Customer Transactions
8
Current State of VOC Solutions
Today’s solutions have serious shortcomings
“Type of Data” Silos
Lack pattern recognition ability Don’t drive action
Don’t cover all touch-points
Speech Text
Survey
Web
9

Leverage Elastic, MPP, Cloud-based Analytics
Platform
Integrating Siloed Channel Infrastructure
Execute
trades
Positive
comment on
Facebook
Adds money to
brokerage
account
Data
Processing
Signal
Creation
Action
Orchestration
CRM
Web
Interactions
Jack placed a large sell
order today that did not
execute
Yesterday, Jack made a
negative comment about
our fund platform on our
Facebook page
A week ago, high value
customer Jack tried to
watch a video on our
website that failed to load
Real Time
Listening
Jack is a high value, high
risk customer who should get
a call from his advisor:
■ Acknowledge issues
■ Offer free trades
■ Ask for recommendation
if satisfied
ALERT!
Real Time
Decisions
Wealth
Management
Advisor
Phone Call
..... ....
Story begins…
...Happy Ending



3:50 pm
4:00 pm
10
Touch-points: Opportunities to Influence Experience
Examine the Customer’s Entire
Journey, NOT Just Activities Which
You are Involved in Today
11
Measure Behavioral Intentions
Net Promoter Score Tracks Sentiment
Likelihood to Recommend
12
Key Questions of Analytics
What is the expected
business impact of improving
customer perceptions by X%?
What operational and process
changes will be needed to improve
customer perceptions by X%?
How do we generate continuous insights from
real-time customer feedback across touch-points
and channels?
13
In Order To Be Actionable
Focus Analytics on Linkages
Operational
Performance
VOC (Customer
perceptions,
feedback,
intentions)
Customer
Behavior
(Transactions,
Engagement)
Business
Performance
14
Structural Equation Models
Used to Estimate Linkages
Customer
Perceptions
Information
Ticketing
Rides
Lines
Food
Grounds
Entertainment
Operational Metrics
Information
Ticketing
Rides
Lines
Food
Grounds
Entertainment
Return
Theme Park
Experience
Share of Wallet
Incremental people;
sooner (ticket revenue)
Incremental spending
on food, merchandise
(revenue)
Improve wait
time 5 minutes
Total cost to
improve
experience
NPV
Total incremental
revenue
Behavior Outcome Financial
Outcomes
5%
2%
10%
15%
15
Touch-point Analytics
Identify Experience Improvement Initiatives
Loan Officer interaction and process improvement initiatives drive
$146M in incremental annual revenue for mortgage refinancer
Improvements in customer perceptions of Advocacy drives 15%
incremental market share for ISP
Improvements in service delivery drive $75M in incremental annual
revenue for mutual fund manufacturer
26 customer experience improvement initiatives drive incremental
$741M in revenue for an airline
16
Analyzing and Taking Action on Real-Time VOC
Will Drive Positive Customer Experience
Aggregate Insights
 Identify unmet product and
service needs
 Identify experience pain
points
 Proactively identify potential
PR issues
Targeted Actions
 Send product offer to
specific individuals
 Inform specific customer
about fix of pain point
 Execute proactive save for
dissatisfied high-value
customers
Real-Time Big Data
Analytics Stack
Speech
Text
Machine Learning
Pattern Recognition
Trend Spotting
Log Analysis
+ CRM
Nick, 25 year
old gamer
17
Ideation
Test and
Learn
VOC
Programs
Act
ActAnalyze
Sustained Value Generation
From Transformational Customer Experience
 Generate activation ideas
 Customer experience initiatives
 Experience process design
 Pilot initiatives in market
 Develop measurement plan
 Make go / no-go decisions
 Develop VOC strategy
 Develop VOC infrastructure
 Continuous learning process
Customer
Build
Foundation
Outside-in thinking
necessary to identify and
fix key pain points
Commit to listening and analyzing the Voice of your
Customer (VOC)
Summary
Leverage Big Data analytics to detect meaningful
signals in VOC
19
Thank You
For questions, contact:
Niren Sirohi, Ph.D.
VP, Predictive Analytics
nsirohi@iKnowtion.com
781-494-9989 x201

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Voice of the Customer Presentation - NEDMA Innovations Symposium

  • 1. 1 Your Customers Are Talking to You Did You Hear What They Said!?!? Niren Sirohi, Ph.D.
  • 2. 2 Niren Sirohi, Ph.D. VP, Predictive Analytics iKnowtion Leads iKnowtion Predictive Analytics 20 years developing and implementing strategic analytic solutions for global brands financial services, retail, consumer goods, hospitality, and telecommunications Today’s Presenter
  • 3. 3 Apply Analytic and Consultative Best Practices:  Identify customer-level opportunities  Inform customer-centric strategies  Maximize customer-focused programs  Measure customer-driven impacts iKnowtioniKnowtion – Leaders in Analytics
  • 4. 4 Who We Serve and What We Offer Senior Management Advertising and Media CRM Market Research Product Management Customer Experience Sales and Marketing
  • 5. 5  Commoditization pressure  Explosion in channels with the digital revolution  Shift in balance of power to customers  Amplified Word of Mouth  High customer expectations Today’s World Reality For Marketers
  • 6. 6 Customer Feedback Is A Rich Source It’s Varied and Comes in Many Forms Structured (Quantitative) Unstructured (Qualitative) Company-Initiated Customer-Initiated Illustrative for a Wireless Provider
  • 7. 7 Customer Feedback In isolation is NOT Enough Customer Feedback Operational Metrics Customer Transactions
  • 8. 8 Current State of VOC Solutions Today’s solutions have serious shortcomings “Type of Data” Silos Lack pattern recognition ability Don’t drive action Don’t cover all touch-points Speech Text Survey Web
  • 9. 9  Leverage Elastic, MPP, Cloud-based Analytics Platform Integrating Siloed Channel Infrastructure Execute trades Positive comment on Facebook Adds money to brokerage account Data Processing Signal Creation Action Orchestration CRM Web Interactions Jack placed a large sell order today that did not execute Yesterday, Jack made a negative comment about our fund platform on our Facebook page A week ago, high value customer Jack tried to watch a video on our website that failed to load Real Time Listening Jack is a high value, high risk customer who should get a call from his advisor: ■ Acknowledge issues ■ Offer free trades ■ Ask for recommendation if satisfied ALERT! Real Time Decisions Wealth Management Advisor Phone Call ..... .... Story begins… ...Happy Ending    3:50 pm 4:00 pm
  • 10. 10 Touch-points: Opportunities to Influence Experience Examine the Customer’s Entire Journey, NOT Just Activities Which You are Involved in Today
  • 11. 11 Measure Behavioral Intentions Net Promoter Score Tracks Sentiment Likelihood to Recommend
  • 12. 12 Key Questions of Analytics What is the expected business impact of improving customer perceptions by X%? What operational and process changes will be needed to improve customer perceptions by X%? How do we generate continuous insights from real-time customer feedback across touch-points and channels?
  • 13. 13 In Order To Be Actionable Focus Analytics on Linkages Operational Performance VOC (Customer perceptions, feedback, intentions) Customer Behavior (Transactions, Engagement) Business Performance
  • 14. 14 Structural Equation Models Used to Estimate Linkages Customer Perceptions Information Ticketing Rides Lines Food Grounds Entertainment Operational Metrics Information Ticketing Rides Lines Food Grounds Entertainment Return Theme Park Experience Share of Wallet Incremental people; sooner (ticket revenue) Incremental spending on food, merchandise (revenue) Improve wait time 5 minutes Total cost to improve experience NPV Total incremental revenue Behavior Outcome Financial Outcomes 5% 2% 10% 15%
  • 15. 15 Touch-point Analytics Identify Experience Improvement Initiatives Loan Officer interaction and process improvement initiatives drive $146M in incremental annual revenue for mortgage refinancer Improvements in customer perceptions of Advocacy drives 15% incremental market share for ISP Improvements in service delivery drive $75M in incremental annual revenue for mutual fund manufacturer 26 customer experience improvement initiatives drive incremental $741M in revenue for an airline
  • 16. 16 Analyzing and Taking Action on Real-Time VOC Will Drive Positive Customer Experience Aggregate Insights  Identify unmet product and service needs  Identify experience pain points  Proactively identify potential PR issues Targeted Actions  Send product offer to specific individuals  Inform specific customer about fix of pain point  Execute proactive save for dissatisfied high-value customers Real-Time Big Data Analytics Stack Speech Text Machine Learning Pattern Recognition Trend Spotting Log Analysis + CRM Nick, 25 year old gamer
  • 17. 17 Ideation Test and Learn VOC Programs Act ActAnalyze Sustained Value Generation From Transformational Customer Experience  Generate activation ideas  Customer experience initiatives  Experience process design  Pilot initiatives in market  Develop measurement plan  Make go / no-go decisions  Develop VOC strategy  Develop VOC infrastructure  Continuous learning process Customer Build Foundation
  • 18. Outside-in thinking necessary to identify and fix key pain points Commit to listening and analyzing the Voice of your Customer (VOC) Summary Leverage Big Data analytics to detect meaningful signals in VOC
  • 19. 19 Thank You For questions, contact: Niren Sirohi, Ph.D. VP, Predictive Analytics nsirohi@iKnowtion.com 781-494-9989 x201

Hinweis der Redaktion

  1. MONITOR State of the Consumer Get Moving: New Imperatives, New Perspectives
  2. MONITOR State of the Consumer Get Moving: New Imperatives, New Perspectives
  3. MONITOR State of the Consumer Get Moving: New Imperatives, New Perspectives
  4. MONITOR State of the Consumer Get Moving: New Imperatives, New Perspectives