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Paul Laughlin, Managing Director, Laughlin Consultancy
The Softer Skills
Data Scientists also need to
make an impact in business
Career within Lloyds Banking Group
❖ Created & lead customer insight teams for all the
major insurance brands, products & channels used
by Lloyds Banking Group over 13 years
❖ Added over £11m incremental profit to bottom line
annually
❖ Pioneered work with Financial Conduct Authority on
Behavioural Economics in communications
❖ Developed capability in team of 44 & mentored next
generation of leaders
Helping Businesses
“Helping businesses make money from customer insight”
Laughlin Consultancy helps companies maximise sustainable value from their
customer insight, for example by growing their bottom line, improving customer
retention and demonstrating to their regulator that they treat customers fairly.
Data Science at the Whitehouse
9 Step Analysis Model
Breadth not Depth
Getting a better brief
Question
The problem with requests
Socratic questioning
❖ Aim is to help client have clarity on
need not just what they want:
❖ Concept clarification questions
❖ Probing assumptions
❖ Probing rationale, reasons &
evidence
❖ Questioning viewpoints &
perspectives
❖ Probe implications &
consequences
Failing to Prepare is preparing to Fail
11
Question
Planning & Design
Design Map
What do we
already know?
What am I
missing?
How could I
fill this gap?
How am I going
to communicate
findings?
What are the
Hypotheses?
You could start at any
point in the cycle but
you should look to
address all elements
in completing your
analysis
Who
Use / Involvement / Experience
Shopping/Buying
Engagement / Influences▪What characterises the
customer/ segment
−demographics
−stage of life
−attitudes
−behaviours
−dissatisfactions
−routines
−etc
▪What are their chief concerns
in life (attitudinal data)?
▪What are their key needs and
aspirations?
▪What are their circumstances
and what is going on in their
lives that impacts how they
see the category?
▪What motivates them?
▪ What are their preferred channels for
researching and purchasing products
and how does this compare with other
types of products?
▪ How do they make a purchase decision
and what factors are important?
▪ What are their attitudes to advice? What
prompts/triggers them to seek advice?
▪ How do they perceive your brand vs
other brands? (product category and
wider)
▪ How do they become aware of the
category?
▪ What is there attitude to planning for
the future? When do they think
ahead, what triggers this?
▪ When do they reconsider their
choices? What prompts change?
▪ What and who influences them and
their choices? Who do they turn to
for guidance/information/
recommendations?
▪ What competitive product holdings
do they have and why?
▪ When are they receptive to
messages?
▪ What does the segment need and want
when buying your products?
▪ What products are they most likely to
buy and why?
▪ What is the current customer
experience?
▪ What are the key dissatisfactions
(irritations, frustrations etc) with the
current process?
Pricing/Finances
▪ How engaged/informed/involved are
they with regard to competitive pricing?
▪ What products do they hold? How does
this contrast with other segments?
▪ What triggered their purchase? What
stops them buying?
▪ Do they go on to buy something else?
(us or competitor)
▪ What are their goals and to what extent
do they plan their spend (budgets)?
Context questions
Achieving Stakeholder Buy-In
14
Question
Planning & Design
Buy-in
Stakeholder Mapping
Technical stages (Data & Analytics)
Question
Data Analysis Insight
Planning &
Design
Buy-in
Generating Customer Insights
Question
Data Analysis Insight
Planning & Design
Buy-in
Converging sources of evidence
Agreeing Sign-off and Tactics
Question
Data Analysis Insight
Planning & Design
Buy-in Sign-off
Communicating your
analysis effectively
Question
Data Analysis Insight
Planning & Design
Presentation &
Distribution
Buy-in Sign-off
Hierarchies of communication
❖ Hierarchies of headlining
❖ Short, eye-catching, wording
Storytelling
❖ People are engagedby stories
❖ Psychological studies show better attention &
recall (esp. feelings)
❖ Common templates:
❖ “Just imagine, if…”
❖ “Wow! I’m going to tell… about this”
❖ The Burning Platform
Tufte’s rules for Data Visualisation
❖ Graphical integrity
❖ Data-Ink
❖ Chart Junk
❖ Data Density
❖ Small Multiples
Negative examples of Data Visualisation
Checkout Viz.WTF
Positive example of Data Visualisation
Influencing the Action
needed as a result
Question
Data Analysis Insight
Planning & Design
Presentation &
Distribution
Solution
Buy-in Sign-off
It’s all about taking Action
❖ Ensuring request is for action
❖ Designing analysis for action
❖ Including recommended actions
❖ Progress updates on action
❖ Measure effect of actions
9 Step Analysis Model
Our Exercise = Back to Socrates
Concept Clarification:
❖ What exactly does X mean? Can you give an example?
Probing Assumptions:
❖ You seem to be assuming Y, please explain why?
Probing Rationale:
❖ What evidence is there to support what you are saying?
Questioning viewpoints & perspectives:
❖ Another way of looking at this is Z, is that better?
9 Step Analysis Model
Action orientated learning
One thing I will do
differently as a
result of this
presentation is…
linkedin.com/in/paullaughlin
paul@laughlinconsultancy.com
+44 (0)7446958061
How to keep in touch
customerinsightleader.com
laughlinconsultancy.com
@LaughlinPaul

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Managing Director Shares Soft Skills for Data Science Impact

  • 1. Paul Laughlin, Managing Director, Laughlin Consultancy The Softer Skills Data Scientists also need to make an impact in business
  • 2.
  • 3. Career within Lloyds Banking Group ❖ Created & lead customer insight teams for all the major insurance brands, products & channels used by Lloyds Banking Group over 13 years ❖ Added over £11m incremental profit to bottom line annually ❖ Pioneered work with Financial Conduct Authority on Behavioural Economics in communications ❖ Developed capability in team of 44 & mentored next generation of leaders
  • 4. Helping Businesses “Helping businesses make money from customer insight” Laughlin Consultancy helps companies maximise sustainable value from their customer insight, for example by growing their bottom line, improving customer retention and demonstrating to their regulator that they treat customers fairly.
  • 5. Data Science at the Whitehouse
  • 8. Getting a better brief Question
  • 9. The problem with requests
  • 10. Socratic questioning ❖ Aim is to help client have clarity on need not just what they want: ❖ Concept clarification questions ❖ Probing assumptions ❖ Probing rationale, reasons & evidence ❖ Questioning viewpoints & perspectives ❖ Probe implications & consequences
  • 11. Failing to Prepare is preparing to Fail 11 Question Planning & Design
  • 12. Design Map What do we already know? What am I missing? How could I fill this gap? How am I going to communicate findings? What are the Hypotheses? You could start at any point in the cycle but you should look to address all elements in completing your analysis
  • 13. Who Use / Involvement / Experience Shopping/Buying Engagement / Influences▪What characterises the customer/ segment −demographics −stage of life −attitudes −behaviours −dissatisfactions −routines −etc ▪What are their chief concerns in life (attitudinal data)? ▪What are their key needs and aspirations? ▪What are their circumstances and what is going on in their lives that impacts how they see the category? ▪What motivates them? ▪ What are their preferred channels for researching and purchasing products and how does this compare with other types of products? ▪ How do they make a purchase decision and what factors are important? ▪ What are their attitudes to advice? What prompts/triggers them to seek advice? ▪ How do they perceive your brand vs other brands? (product category and wider) ▪ How do they become aware of the category? ▪ What is there attitude to planning for the future? When do they think ahead, what triggers this? ▪ When do they reconsider their choices? What prompts change? ▪ What and who influences them and their choices? Who do they turn to for guidance/information/ recommendations? ▪ What competitive product holdings do they have and why? ▪ When are they receptive to messages? ▪ What does the segment need and want when buying your products? ▪ What products are they most likely to buy and why? ▪ What is the current customer experience? ▪ What are the key dissatisfactions (irritations, frustrations etc) with the current process? Pricing/Finances ▪ How engaged/informed/involved are they with regard to competitive pricing? ▪ What products do they hold? How does this contrast with other segments? ▪ What triggered their purchase? What stops them buying? ▪ Do they go on to buy something else? (us or competitor) ▪ What are their goals and to what extent do they plan their spend (budgets)? Context questions
  • 16. Technical stages (Data & Analytics) Question Data Analysis Insight Planning & Design Buy-in
  • 17. Generating Customer Insights Question Data Analysis Insight Planning & Design Buy-in
  • 19. Agreeing Sign-off and Tactics Question Data Analysis Insight Planning & Design Buy-in Sign-off
  • 20. Communicating your analysis effectively Question Data Analysis Insight Planning & Design Presentation & Distribution Buy-in Sign-off
  • 21. Hierarchies of communication ❖ Hierarchies of headlining ❖ Short, eye-catching, wording
  • 22. Storytelling ❖ People are engagedby stories ❖ Psychological studies show better attention & recall (esp. feelings) ❖ Common templates: ❖ “Just imagine, if…” ❖ “Wow! I’m going to tell… about this” ❖ The Burning Platform
  • 23. Tufte’s rules for Data Visualisation ❖ Graphical integrity ❖ Data-Ink ❖ Chart Junk ❖ Data Density ❖ Small Multiples
  • 24. Negative examples of Data Visualisation
  • 26. Positive example of Data Visualisation
  • 27. Influencing the Action needed as a result Question Data Analysis Insight Planning & Design Presentation & Distribution Solution Buy-in Sign-off
  • 28. It’s all about taking Action ❖ Ensuring request is for action ❖ Designing analysis for action ❖ Including recommended actions ❖ Progress updates on action ❖ Measure effect of actions
  • 30. Our Exercise = Back to Socrates Concept Clarification: ❖ What exactly does X mean? Can you give an example? Probing Assumptions: ❖ You seem to be assuming Y, please explain why? Probing Rationale: ❖ What evidence is there to support what you are saying? Questioning viewpoints & perspectives: ❖ Another way of looking at this is Z, is that better?
  • 32. Action orientated learning One thing I will do differently as a result of this presentation is…
  • 33. linkedin.com/in/paullaughlin paul@laughlinconsultancy.com +44 (0)7446958061 How to keep in touch customerinsightleader.com laughlinconsultancy.com @LaughlinPaul