SlideShare a Scribd company logo
Use behavioural
insights to more
accurately predict
the future
How predictive customer journey
analytics can help marketers to
recognise previously seen patterns and
deliver better campaign outcomes.
apteco.com
What is
behavioural
modelling?
Behavioural modelling is a specialised
subset of predictive analytics.
apteco.com
Use behavioural insights to more accurately predict the future
2
It helps you understand
‘why’ customers act in a
certain way.
apteco.com
Use behavioural insights to more accurately predict the future
3
Your marketing strategy is then:
Data-driven More accurate More effective
apteco.com
4
Use behavioural insights to more accurately predict the future
How does
it work? Analyse
Analyse the past to spot
behavioural patterns
apteco.com
5
Use behavioural insights to more accurately predict the future
Steer
Steer the customer
journey to maximise
positive marketing
outcomes
Predict
Better predict what
people will do in
the future based
on scoring
Recognise
Recognise those
patterns today
apteco.com
6
Use behavioural insights to more accurately predict the future
Common patterns are
known as behavioural
features, which can be split
into three categories
apteco.com
Use behavioural insights to more accurately predict the future
7
Simple metrics
such as average
spend and basket
abandonment rate.
Summary
measures
-
Such as a reduction
in web visits or an
increased average
linger time.
Dynamic
trends
-
Which are a
combination of
factors that lead
up to a behavioural
outcome.
Sequence of
events
-
apteco.com
Use behavioural insights to more accurately predict the future
8
Why is
behavioural
modelling
important?
apteco.com
Use behavioural insights to more accurately predict the future
9
Traffic volumes,
click rates, bounce
rates, linger time
all tell you what.
apteco.com
Use behavioural insights to more accurately predict the future
10
Behavioural
modelling
reveals why.
apteco.com
Use behavioural insights to more accurately predict the future
11
positive
outcomes.
Now you know how people are likely to act, you
can build campaigns designed to maximise
apteco.com
12
Use behavioural insights to more accurately predict the future
What data types
does it rely on?
Behavioural modelling is built on transactional, time-dependent
data. The transactional data you need comes in two forms:
apteco.com
Use behavioural insights to more accurately predict the future
13
A transaction event initiated
by the customer, such as
making a purchase, visiting
your website or making a
complaint.
Behavioural data
-
An activity initiated by
your business via one
or more channels.
Communication data
-
apteco.com
Use behavioural insights to more accurately predict the future
14
Why aren’t more marketers using it now?
Data is stored in
silos
No single customer
view
Able to see what,
but not why
apteco.com
15
Use behavioural insights to more accurately predict the future
Unable to turn
business logic into
selection logic
Difficult to analyse
each customer
activity during each
stage of their journey
Why aren’t more marketers using it now?
apteco.com
16
Use behavioural insights to more accurately predict the future
How does
Apteco help?
apteco.com
Use behavioural insights to more accurately predict the future
17
Cut and query
data in any
way to reveal
insights
Build granular
segments as
required
Analytical tools
offer both
descriptive
and predictive
capabilities
Bespoke
behavioural
modelling
component.
Understand
the ‘why’-
automatically
apteco.com
18
Use behavioural insights to more accurately predict the future
Process huge
volumes of data
at pace
Unlock insights
and activate
campaigns from
one convenient
platform
Interact
seamlessly with
your preferred
distribution
channels
Our comprehensive eGuide explores
behavioural modelling in greater detail.
Better
understand
customer
behaviour
apteco.com
19
Use behavioural insights to more accurately predict the future
DOWNLOAD NOW
Download now to discover how to move beyond
‘what’ and understand ‘why’ customers are
motivated to act, helping you to optimise
targeting and campaign performance.

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Use behavioural insights to more accurately predict the future

  • 1. Use behavioural insights to more accurately predict the future How predictive customer journey analytics can help marketers to recognise previously seen patterns and deliver better campaign outcomes. apteco.com
  • 2. What is behavioural modelling? Behavioural modelling is a specialised subset of predictive analytics. apteco.com Use behavioural insights to more accurately predict the future 2
  • 3. It helps you understand ‘why’ customers act in a certain way. apteco.com Use behavioural insights to more accurately predict the future 3
  • 4. Your marketing strategy is then: Data-driven More accurate More effective apteco.com 4 Use behavioural insights to more accurately predict the future
  • 5. How does it work? Analyse Analyse the past to spot behavioural patterns apteco.com 5 Use behavioural insights to more accurately predict the future
  • 6. Steer Steer the customer journey to maximise positive marketing outcomes Predict Better predict what people will do in the future based on scoring Recognise Recognise those patterns today apteco.com 6 Use behavioural insights to more accurately predict the future
  • 7. Common patterns are known as behavioural features, which can be split into three categories apteco.com Use behavioural insights to more accurately predict the future 7
  • 8. Simple metrics such as average spend and basket abandonment rate. Summary measures - Such as a reduction in web visits or an increased average linger time. Dynamic trends - Which are a combination of factors that lead up to a behavioural outcome. Sequence of events - apteco.com Use behavioural insights to more accurately predict the future 8
  • 9. Why is behavioural modelling important? apteco.com Use behavioural insights to more accurately predict the future 9
  • 10. Traffic volumes, click rates, bounce rates, linger time all tell you what. apteco.com Use behavioural insights to more accurately predict the future 10
  • 11. Behavioural modelling reveals why. apteco.com Use behavioural insights to more accurately predict the future 11
  • 12. positive outcomes. Now you know how people are likely to act, you can build campaigns designed to maximise apteco.com 12 Use behavioural insights to more accurately predict the future
  • 13. What data types does it rely on? Behavioural modelling is built on transactional, time-dependent data. The transactional data you need comes in two forms: apteco.com Use behavioural insights to more accurately predict the future 13
  • 14. A transaction event initiated by the customer, such as making a purchase, visiting your website or making a complaint. Behavioural data - An activity initiated by your business via one or more channels. Communication data - apteco.com Use behavioural insights to more accurately predict the future 14
  • 15. Why aren’t more marketers using it now? Data is stored in silos No single customer view Able to see what, but not why apteco.com 15 Use behavioural insights to more accurately predict the future
  • 16. Unable to turn business logic into selection logic Difficult to analyse each customer activity during each stage of their journey Why aren’t more marketers using it now? apteco.com 16 Use behavioural insights to more accurately predict the future
  • 17. How does Apteco help? apteco.com Use behavioural insights to more accurately predict the future 17
  • 18. Cut and query data in any way to reveal insights Build granular segments as required Analytical tools offer both descriptive and predictive capabilities Bespoke behavioural modelling component. Understand the ‘why’- automatically apteco.com 18 Use behavioural insights to more accurately predict the future
  • 19. Process huge volumes of data at pace Unlock insights and activate campaigns from one convenient platform Interact seamlessly with your preferred distribution channels Our comprehensive eGuide explores behavioural modelling in greater detail. Better understand customer behaviour apteco.com 19 Use behavioural insights to more accurately predict the future
  • 20. DOWNLOAD NOW Download now to discover how to move beyond ‘what’ and understand ‘why’ customers are motivated to act, helping you to optimise targeting and campaign performance.