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Thinking ‘customer first’ in a time of
disruption
“The easier part is convincing the board to
fund an AI project. It’s the next step that
worries me: will we actually be able to
deliver and will our customers welcome
it…?”
F T S E 1 0 0 , D i r e c t o r o f M a r k e t i n g
Agenda
How technology is rapidly changing the
competitive landscape and making the need
to understand and meet customers’ needs
key to success
The catalyst
Some mechanisms businesses are using to
respond to the shifting bases of competition
and meet customer needs
How businesses can respond
AI as an example of technology influencing
customer experience
7 Guiding Ideas
Real world learnings on how to think about
implementing a customer-first strategy in an
AI- context, covering board-alignment,
execution, technology, people and
organisation
‘We both step and do not step in
the same rivers’
H e r a c l i t u s , 5 3 0 - 4 7 0 B C
Today’s science is tomorrow’s next big technology
T h e c a t a l y s t
Source: Gartner
On whether Netflix was a threat
“is the Albanian army going to take
over the world?”
J e ff B e wk e s , C E O , Ti m e Wa r n e r 2 0 1 0
Ignore at your own peril…
Technology is driving fundamental change
T h e c a t a l y s t
Then
Now
Mortgages online
Virtual estate agents
House sharing
Liquidity
Connected homes
Rental listings
Sales listings
Location based
insurance
AirBnB / ZipCar / Uber
Autonomous cars
Tickets
Holidays
Grocery delivery
Customized nutrition
Rent a wardrobe
Automated stores
Loyalty programs
PoS
Netflix
Restaurant to home
Social
Sensory interfaces
Reviews
Mail order books
tickets
Doctors on the phone
Editing DNA
Digital trials via
wearables
Electronic records
Workflows
Devices
Housing Transport Food Entertainment Health
… and the way a customer interacts and
purchases changes the very nature of
what they buy
Behavior is changing rapidly and constantly…
How customers are evolving
T h e c a t a l y s t
The fuel of
expectation
Convenience,
immediacy, value,
meaning, relevance,
authenticity, social
connection…
Zero effort
behavior
Make it effortless to
‘mesh’ and transact
across the user
journey
Integrated with
senses
Make interaction with
products and services
native to my senses
Understand ‘me’
as I am
Think ‘infinite’
segments and
triggers: based on
who I am, what I like
and what I do
Keep my trust
Treat me with respect,
be authentic, maintain
my trust
Netflix
T h e c a t a l y s t
Monzo
T h e c a t a l y s t
“After several hours and 2 visits, I was nowhere
closer to getting a joint account with my wife. I
could open one on Monzo in minutes. I closed
my bank account next week”
The voice of the customer…
C u s t o m e r a n e c d o t e
Not quite
David and
Goliath…
Focus on customer needs
Abstracting customer need to its simplest and clearest form and
making it your business’s raison d'être
… but a shift in what it takes to
win repeatedly
The ‘easy bits’ are done
The days of information banking, low-touch businesses
are over. Instead, winning now involves going deeper
and creating richer, high-touch experiences which can be
delivered in real time
Move quickly & harness new capabilities
Utilize high impact capabilities to give your business the
edge against competitors
The impact (and risks) are clear
44
55
65
72
0 20 40 60 80
Difficult purchase/check-out
No personalised comms
Needs not anticipated
No Easy to use mobile
experience
Percentage of Consumers Who Are Extremely or Somewhat
Likely to Switch Brands if:
Source: Oracle, Salesforce, EuroMonitor
A LSE study showed an average NPS
increase of 7% correlates with a 1% growth
in revenue.
McKinsey states that brands that improve the
customer journey can see revenues increase
as much as 10-15% whilst lowering costs
by 15-20%.
Levers to accelerate impact
L e a r n i n g
Data
Ability to build and analyse multi-
dimensional customer datasets
Decentralized rails
Ability to bypass existing
‘guardians’ and their rules
Machine Learning
Tools to make sense, build pace
and enhance customer
experience
Business models
New business models to cater for
rapidly evolving product-market
mix
Levers to accelerate impact
L e a r n i n g : t o d a y ’ s a r e a o f f o c u s
Data
Ability to build and analyse multi-
dimensional customer datasets
Decentralized rails
Ability to bypass ‘guardians’
and their rules
Machine Learning
Tools to make sense, build pace
and enhance customer
experience
Business model
New business models to cater for
rapidly evolving product-market
mix
Machine Learning
G u i d i n g i d e a s
Machine Learning: level set
G u i d i n g i d e a s
Or perhaps…?
• Automation
• Real time analysis
• Pattern recognition
• Prediction
• Human emulation
(Note: not Deus Ex
Machina)
How ML is being applied in a customer-first context
G u i d i n g i d e a s
Applications of ML
Customer
Service
Fraud
prevention
Personal-
ization
Service
enhancement
Logistics
Insight
- Infinite segmentation
- Predictive models to
forecast need
- Virtual assistants
- Chatbots
- Appending metadata
- Reducing customer
friction
- Detecting sophisticated
fraud patterns
- Customer protection
- Demand forecasting
models
- Hyper
personalization of
content and
journeys
Real time
outreach
- Real time ‘nudges’
Marketing
7
guiding
ideas
Learning
1. Customer First: Start with the right mindset
G u i d i n g i d e a s
• Integral to the mission statement of your
business
• Deeply integrated into how the business
operates and grows
• A way to guide your decisions
• Stretch time horizons: short to long term
• Starting point for culture change: align all
aspects of the organisation
• Judgment exercise: need to get balance right
What it should be:
• A mechanism to ignore or deprioritise other
parts of your business: the entire business
aligns to deliver for the customer
• A reason to make lots of changes to plan in
response to every piece of feedback you
receive: seek feedback but develop metrics
to drive actions over the long term
• An excuse to think only about what’s around
the corner and deprioritize GSD: focus on
execution and keep iterating
What it shouldn’t become:
2. Leadership aligns, asks the right questions and sets a clear
strategy
G u i d i n g i d e a s
• Focus on the problem from the customer’s
perspective and revisit often(e.g. difficult to make
decisions at different point in user journey due to lack
of information)
• Translate that into a business problem that needs to
be solve and set goals
• Ask: “do we really need ML for this”?
• Understand what is being ‘learned’ and how ML will be
applied (automation, personalisation, etc.) and how
the solution will scale
• Educate and align: take everyone along (i.e. does the
Head of Sales get it?). Cascade down to middle
management
• Solutions will cut across siloes so beware frictions
(“my turf”). Board level alignment helps
• If you are using 3P providers: get past the ‘guff’ and
focus on use cases / impact
Board/CEO:
“What should my AI/ML strategy be?”
Director of Marketing:
“everyone is doing it and ML
makes everything so exciting!”
Director of Product/ Engineering:
“… you don’t have any idea what it actually
is. My focus is keeping the lights on!”
3. Integrate deeply in the core business
G u i d i n g i d e a s
• Entrench deep in the business where expertise and knowledge lies (external centres of
excellence come with risks of reduced pace and/or difficulty in embedding outputs)
• Integrate into the core (or ‘every-day’) activities (planning, marketing, customer service)
• Empower and skill team to develop, test and drive use cases (brings down cost, increases
speed and impact)
• Measure?
• % of Pan BU/organisational processes that are ML-based?
• % of IT budget dedicated to analytics / ML?
4. Execute: set up the right ways of working
G u i d i n g i d e a s
Prioritise
Analyse
Implement
Review
Customer
need
Measure
Hypothesis
Experiment
Specific ideas based on
judgment and observation
The right metrics to
a) measure behavior
b) criterion for
success
Prioritising based on
impact, resourcing
and complexity
Executing scale trials
PMs stay close to channels
Dispassionately
review outcomes,
iterate / kill as
necessary
Implement in the real
world
Measure impact on
decisions and
business, iterate
• Champion evidence and get
feedback
• Be hypothesis and metrics led to
maintain focus
• PMs/marketers maintain links
with sales and customer support
channels
• Celebrate successes and failure;
progress with each iteration – hit
or miss
• Measure?
• Recall (%) and accuracy (%) rates
achieved
• Input: % of customers who took
recommended action
• Output: Post X weeks attributed
impact?
5. Refine your
data strategy
G u i d i n g i d e a s
Manage data risk but
democratise; allow
downstream flexibility
Users
Set up the right governance
models to for accountability,
maintenance (critical vs. not),
optimise cost
Governance
Create infrastructure that caters
for vast majority of use cases;
highly sophisticated use cases
can be catered for by exception
Infrastructure
Provide tools that
accelerate teams’ ability
to experiment, raise
standard on
methodologies
Tools & methodology
6. Obsess about talent
G u i d i n g i d e a s
Set the right hiring bar
Set a genuine hiring message
Clusters and impact: strong stories do wonders
Key management roles, Chief analytics Officer?
Hire
Make roles integral to team / BU / Company success
Review and create career paths
Rotate via different paths to build expertise
Develop
Retain focus on existing talent – many want to learn
Strong motivating mechanism
Communities can beat classrooms!
Skill
Resource is scarce and valuable
Empower and enable
Critical mass is key
Retain • Analytical talent is
expensive, hard to
recruit, difficult to
motivate/ integrate into
the business and even
harder to retain
• Needs a mind-set shift
• Measure?
• Analytical staff / 100
FTEs?
• % of Level 1 trained
employees per team?
• % of Level 2 trained
employees per team?
• % of goals set that have
a material analytical
component?
7. Organise for skill
G u i d i n g i d e a s
• Cross functional teams are key to breaking siloes and driving scale projects across the business
• Regardless of model, staff teams for skill and a rapid test-iterate way of working
• Establish accountability for decision making
• Anchor program outputs to key metrics (e.g. sign-on score)
Program
Manager
Head of
Digital
Director
Digital
CEO
SDE
Head of
Engg
CTO
Marketing
Manager
Head of
Marketing
Director
Marketing
UX
Designer
Data
Scientist
BI Engineer
Head of
Reporting
Director
Finance
Program
Manager
Data
Scientist
BI Engineer
Marketing
Manager
Head of
Marketing
Director
Marketing
CEO
T h a n k y o u

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Gaurav Bhatnagar

  • 1. Thinking ‘customer first’ in a time of disruption
  • 2.
  • 3. “The easier part is convincing the board to fund an AI project. It’s the next step that worries me: will we actually be able to deliver and will our customers welcome it…?” F T S E 1 0 0 , D i r e c t o r o f M a r k e t i n g
  • 4. Agenda How technology is rapidly changing the competitive landscape and making the need to understand and meet customers’ needs key to success The catalyst Some mechanisms businesses are using to respond to the shifting bases of competition and meet customer needs How businesses can respond AI as an example of technology influencing customer experience 7 Guiding Ideas Real world learnings on how to think about implementing a customer-first strategy in an AI- context, covering board-alignment, execution, technology, people and organisation
  • 5. ‘We both step and do not step in the same rivers’ H e r a c l i t u s , 5 3 0 - 4 7 0 B C
  • 6. Today’s science is tomorrow’s next big technology T h e c a t a l y s t Source: Gartner
  • 7. On whether Netflix was a threat “is the Albanian army going to take over the world?” J e ff B e wk e s , C E O , Ti m e Wa r n e r 2 0 1 0 Ignore at your own peril…
  • 8. Technology is driving fundamental change T h e c a t a l y s t Then Now Mortgages online Virtual estate agents House sharing Liquidity Connected homes Rental listings Sales listings Location based insurance AirBnB / ZipCar / Uber Autonomous cars Tickets Holidays Grocery delivery Customized nutrition Rent a wardrobe Automated stores Loyalty programs PoS Netflix Restaurant to home Social Sensory interfaces Reviews Mail order books tickets Doctors on the phone Editing DNA Digital trials via wearables Electronic records Workflows Devices Housing Transport Food Entertainment Health
  • 9. … and the way a customer interacts and purchases changes the very nature of what they buy Behavior is changing rapidly and constantly…
  • 10. How customers are evolving T h e c a t a l y s t The fuel of expectation Convenience, immediacy, value, meaning, relevance, authenticity, social connection… Zero effort behavior Make it effortless to ‘mesh’ and transact across the user journey Integrated with senses Make interaction with products and services native to my senses Understand ‘me’ as I am Think ‘infinite’ segments and triggers: based on who I am, what I like and what I do Keep my trust Treat me with respect, be authentic, maintain my trust
  • 11. Netflix T h e c a t a l y s t
  • 12. Monzo T h e c a t a l y s t
  • 13. “After several hours and 2 visits, I was nowhere closer to getting a joint account with my wife. I could open one on Monzo in minutes. I closed my bank account next week” The voice of the customer… C u s t o m e r a n e c d o t e
  • 14. Not quite David and Goliath… Focus on customer needs Abstracting customer need to its simplest and clearest form and making it your business’s raison d'être … but a shift in what it takes to win repeatedly The ‘easy bits’ are done The days of information banking, low-touch businesses are over. Instead, winning now involves going deeper and creating richer, high-touch experiences which can be delivered in real time Move quickly & harness new capabilities Utilize high impact capabilities to give your business the edge against competitors
  • 15. The impact (and risks) are clear 44 55 65 72 0 20 40 60 80 Difficult purchase/check-out No personalised comms Needs not anticipated No Easy to use mobile experience Percentage of Consumers Who Are Extremely or Somewhat Likely to Switch Brands if: Source: Oracle, Salesforce, EuroMonitor A LSE study showed an average NPS increase of 7% correlates with a 1% growth in revenue. McKinsey states that brands that improve the customer journey can see revenues increase as much as 10-15% whilst lowering costs by 15-20%.
  • 16. Levers to accelerate impact L e a r n i n g Data Ability to build and analyse multi- dimensional customer datasets Decentralized rails Ability to bypass existing ‘guardians’ and their rules Machine Learning Tools to make sense, build pace and enhance customer experience Business models New business models to cater for rapidly evolving product-market mix
  • 17. Levers to accelerate impact L e a r n i n g : t o d a y ’ s a r e a o f f o c u s Data Ability to build and analyse multi- dimensional customer datasets Decentralized rails Ability to bypass ‘guardians’ and their rules Machine Learning Tools to make sense, build pace and enhance customer experience Business model New business models to cater for rapidly evolving product-market mix
  • 18. Machine Learning G u i d i n g i d e a s
  • 19. Machine Learning: level set G u i d i n g i d e a s Or perhaps…? • Automation • Real time analysis • Pattern recognition • Prediction • Human emulation (Note: not Deus Ex Machina)
  • 20. How ML is being applied in a customer-first context G u i d i n g i d e a s Applications of ML Customer Service Fraud prevention Personal- ization Service enhancement Logistics Insight - Infinite segmentation - Predictive models to forecast need - Virtual assistants - Chatbots - Appending metadata - Reducing customer friction - Detecting sophisticated fraud patterns - Customer protection - Demand forecasting models - Hyper personalization of content and journeys Real time outreach - Real time ‘nudges’ Marketing
  • 22. 1. Customer First: Start with the right mindset G u i d i n g i d e a s • Integral to the mission statement of your business • Deeply integrated into how the business operates and grows • A way to guide your decisions • Stretch time horizons: short to long term • Starting point for culture change: align all aspects of the organisation • Judgment exercise: need to get balance right What it should be: • A mechanism to ignore or deprioritise other parts of your business: the entire business aligns to deliver for the customer • A reason to make lots of changes to plan in response to every piece of feedback you receive: seek feedback but develop metrics to drive actions over the long term • An excuse to think only about what’s around the corner and deprioritize GSD: focus on execution and keep iterating What it shouldn’t become:
  • 23. 2. Leadership aligns, asks the right questions and sets a clear strategy G u i d i n g i d e a s • Focus on the problem from the customer’s perspective and revisit often(e.g. difficult to make decisions at different point in user journey due to lack of information) • Translate that into a business problem that needs to be solve and set goals • Ask: “do we really need ML for this”? • Understand what is being ‘learned’ and how ML will be applied (automation, personalisation, etc.) and how the solution will scale • Educate and align: take everyone along (i.e. does the Head of Sales get it?). Cascade down to middle management • Solutions will cut across siloes so beware frictions (“my turf”). Board level alignment helps • If you are using 3P providers: get past the ‘guff’ and focus on use cases / impact Board/CEO: “What should my AI/ML strategy be?” Director of Marketing: “everyone is doing it and ML makes everything so exciting!” Director of Product/ Engineering: “… you don’t have any idea what it actually is. My focus is keeping the lights on!”
  • 24. 3. Integrate deeply in the core business G u i d i n g i d e a s • Entrench deep in the business where expertise and knowledge lies (external centres of excellence come with risks of reduced pace and/or difficulty in embedding outputs) • Integrate into the core (or ‘every-day’) activities (planning, marketing, customer service) • Empower and skill team to develop, test and drive use cases (brings down cost, increases speed and impact) • Measure? • % of Pan BU/organisational processes that are ML-based? • % of IT budget dedicated to analytics / ML?
  • 25. 4. Execute: set up the right ways of working G u i d i n g i d e a s Prioritise Analyse Implement Review Customer need Measure Hypothesis Experiment Specific ideas based on judgment and observation The right metrics to a) measure behavior b) criterion for success Prioritising based on impact, resourcing and complexity Executing scale trials PMs stay close to channels Dispassionately review outcomes, iterate / kill as necessary Implement in the real world Measure impact on decisions and business, iterate • Champion evidence and get feedback • Be hypothesis and metrics led to maintain focus • PMs/marketers maintain links with sales and customer support channels • Celebrate successes and failure; progress with each iteration – hit or miss • Measure? • Recall (%) and accuracy (%) rates achieved • Input: % of customers who took recommended action • Output: Post X weeks attributed impact?
  • 26. 5. Refine your data strategy G u i d i n g i d e a s Manage data risk but democratise; allow downstream flexibility Users Set up the right governance models to for accountability, maintenance (critical vs. not), optimise cost Governance Create infrastructure that caters for vast majority of use cases; highly sophisticated use cases can be catered for by exception Infrastructure Provide tools that accelerate teams’ ability to experiment, raise standard on methodologies Tools & methodology
  • 27. 6. Obsess about talent G u i d i n g i d e a s Set the right hiring bar Set a genuine hiring message Clusters and impact: strong stories do wonders Key management roles, Chief analytics Officer? Hire Make roles integral to team / BU / Company success Review and create career paths Rotate via different paths to build expertise Develop Retain focus on existing talent – many want to learn Strong motivating mechanism Communities can beat classrooms! Skill Resource is scarce and valuable Empower and enable Critical mass is key Retain • Analytical talent is expensive, hard to recruit, difficult to motivate/ integrate into the business and even harder to retain • Needs a mind-set shift • Measure? • Analytical staff / 100 FTEs? • % of Level 1 trained employees per team? • % of Level 2 trained employees per team? • % of goals set that have a material analytical component?
  • 28. 7. Organise for skill G u i d i n g i d e a s • Cross functional teams are key to breaking siloes and driving scale projects across the business • Regardless of model, staff teams for skill and a rapid test-iterate way of working • Establish accountability for decision making • Anchor program outputs to key metrics (e.g. sign-on score) Program Manager Head of Digital Director Digital CEO SDE Head of Engg CTO Marketing Manager Head of Marketing Director Marketing UX Designer Data Scientist BI Engineer Head of Reporting Director Finance Program Manager Data Scientist BI Engineer Marketing Manager Head of Marketing Director Marketing CEO
  • 29.
  • 30. T h a n k y o u

Editor's Notes

  1. Understand need across channels Surface days are gone – you can no longer be Yelp – you need to be a Deliveroo Adopt the right technology and business model
  2. Don’t just ‘think’ about the customer … make it the driving force of every part of your business