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Data maturity
Building a business with data
1
uSwitch was part of a £2.2bn acquisition of ZPG
After seeing steady growth and 4 acquisitions
The approach to data
influenced many areas
◉ Profitability
◉ Competitive position
◉ Business model
◉ Team structure
It evolved as we grew
4
3 stages of data maturity as
we grew
5
1Control
Data
Past
2Flexibility
Information
Present
3Influence
Insight
Future
Understanding
The business model and challenges
6
0
uSwitch is a 2 sided platform
Market
aggregation
Access to
volume
Free to use Fee per
transaction
Consumers benefit from more sellers
Sellers benefit from more consumers
Four key areas of optimisation
Marketing Product Commercial Regulation
Performance under previous ownership
Due diligence summarised the
issues
◉ Inability to respond to competition
◉ Poor supplier relationships
◉ Overstretched teams
10
Root cause was ability to
manage data
◉ Lack of data expertise
◉ Little visibility of performance
◉ Common tasks with data broke systems
11
Control
Learning to count correctly
12
1
Goals and outcome
◉ Control how data is managed
◉ Understand what has happened
◉ Measure impact of changes
Improve profitability
◉ An authoritative copy of all crucial data
◉ Robust data provenance and governance
controls
◉ A common language across business units
◉ Self service
A single source of truth
(SSOT)
◉ Describes how to think with data
◉ See the world more clearly and accurately
◉ Better data guided decisions
Statistical thinking
16
Letting humans be humans
Photo by Rock'n Roll Monkey on Unsplash
A SSOT helped change what
question we could answer
◉ “I have spent £x and made £y”
◉ “I understand the funnel and am able to see
problems quickly”
◉ “This happened when we changed this
system”
Graduate roles replaced by analysts
18
Doubling conversion
Photo by rawpixel on Unsplash
Randomised controlled trials
◉ Customers to the platform are randomly
assigned into groups
◉ An experimental group who see the new part
of the site being tested
◉ A control group sees what was there before
◉ Difference in response between the groups is
measured statistically
Example of an A/B testing dashboard
Conversion rate improvements across uSwitch
22
Finding £1,000,000
Photo by Sharon McCutcheon on Unsplash
Example email from energy supplier
Lessons from getting data
under control
◉ Changes the types of questions you can
answer
◉ Improvements across processes compound
◉ Don’t overestimate partners capability with
data
◉ Data can assist most decisions
Flexibility
Creating information from data
25
2
“
“Information is data endowed
with relevance and purpose.
Converting data into information
thus requires knowledge. And
knowledge, by definition, is
specialized.”
Peter Drucker.
Goals and outcome
◉ Allow multiple versions of the truth
◉ Understand what is happening
◉ Deeper understanding of the market
Improve competitive position
Multiple versions of the truth
29
Becoming market leader
Photo by Steven Lelham on Unsplash
Google auction model
Google data on paid search performance
32
The “Ewan shuffle”
Photo by Amanda C on Unsplash
34
Meta products
Photo by Coline Beulin on Unsplash
Automated P&L
Reconciliation tool
Lessons from being flexible
with data
◉ Data flexibility requires a change in mindset
◉ Meta products continue to optimisation
◉ Data influences how you are structured
Influence
Creating and sharing insight
38
3
Goals and outcome
◉ Influencing external decisions
◉ Predicting what will happen
◉ Innovation and new revenue streams
Protecting and evolving the business model
◉ Need to manage more data and answer harder
questions
◉ Combination of algorithms, technology and
scientific methods to extract insights
◉ Employs techniques and theories drawn from
many fields
Data science
41
Energy inSight
Photo by Coline Beulin on Unsplash
Energy supplier inSights dashboard
Impact
◉ British Gas changed hedging strategy
◉ Suppliers teams have been replaced by our
tools
◉ MDs are regular users of the product
◉ We hired the first user from British Gas
Created a dependency on our platform and data
44
Influencing the regulator
Photo by Hunters Race on Unsplash
Impact
◉ Influence those decision by more objective
measures
◉ It established a strong relationship with Ofgem
◉ Enabled us to understand the impact of these
changes and to plan early
47
Predicting the future
Photo by Hunters Race on Unsplash
We can predict the impact of every plan
Choosing who to partner with
Lessons from influencing with
data
◉ Data helped with each sale
◉ Capture everything
◉ Data needs a story
Whats next?
51
?
Each new technology lowers the
cost of something
Used in novel ways
52
AI and machine learning are
making prediction cheap
Everything will be customised
around ourselves
53
Conclusion
◉ Data has had a huge impact on uSwitch’s
success
◉ A data assisted approach accelerated business
growth
◉ All businesses need to adapt as new
technology emerges
Data leadership needs to start at the top
Any questions ?
You can find me at
◉ mike@uSwitch.com
Thanks!
55

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