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Using Lifecycle Scores for
Marketing Optimisation
Carmen Mardiros
@carmenmardiros
Friday, 28 March 14
@carmenmardiros
Customer’s cognitive decision process,
not YOUR marketing funnel.
Post-decision
evaluation
Need
Recognition
Option
Evaluation
Shortlist
Interest
(research)
Decision
(... Some loopbacks and optional steps, but some form of it always exists )
Friday, 28 March 14
@carmenmardiros
Where your path crosses that of the
customer...
Post-decision
evaluation
Need
Recognition
Option
Evaluation
Shortlist
Interest
(research)
Decision
... there’s just one goal - Move them to NEXT stage
Friday, 28 March 14
@carmenmardiros
Need
Recognition
Option
Evaluation
Shortlist
Interest
(research)
Decision
See category pages
Actively interact with category pages
See product pages
Actively interact with products
Discovery behaviours The One Goal
Find a contender product, to buy now
-- or later.
(success measure = “Add to basket” )
Friday, 28 March 14
@carmenmardiros
See category pages
Actively interact with category pages
See product pages
Actively interact with products
Engage with curated product lists
Read pre-purchase help, tools and features
Add to wishlist
....
Intuitively, valuable behaviours but many
and varied...
Can we aggregate them all in a single
“discovery score”?
Organic PPC
30
350
4
7
21
7
3
13
99
460
7
34
1
1
= Propensity of channel to deliver valuable discovery visits.
Friday, 28 March 14
@carmenmardiros
Step 1. How much is each discovery behaviour worth?
Users that interact with
category pages
Out of theses, users that ALSO
add to basket
A B
Discovery score = B/A * 100
(... or the conversion rate for this type of discovery behaviour)
Friday, 28 March 14
@carmenmardiros
Step 1. How much is each discovery behaviour worth?
Smoothen out fluctuations by
averaging
over weekly cohorts
Caveat: Would need to split by other dimensions to find the true “value” of a behaviour.
Tedious work until API supports visitor-level segments.
( Better yet, use median or confidence ranges )
Friday, 28 March 14
@carmenmardiros
Step 1. How much is each discovery behaviour worth?
Behaviours closer to “Add to basket”
tend to have higher discovery scores
( duh! ).
Channels that drive a mix of high-score
visits are better at moving people to
NEXT stage in the decision process.
Friday, 28 March 14
@carmenmardiros
Step 2. Calculating discovery scores when channels
bring a messy mix of visits
score1 * ratio1
+score2 * ratio2
....
Discovery score =
Why this formula? It evens the playing field
(e.g. channels driving more lower-score visits ~ channels driving fewer higher-score visits)
Friday, 28 March 14
Use cases:
- Validate intended response from campaigns and messaging
- Uncover true channel purpose
- Identify time-wasters (high engagement, wrong kind of engagement)
- Identify marketing opportunities (low volume, high discovery score)
Friday, 28 March 14
Not just for channels...
Functional overlay for landing page groups to
understand flows.
(see Gary Angel - Functionalism)
Friday, 28 March 14
Not just for channels...
Function of content seen and interacted with.
Friday, 28 March 14
Progression through decision process
Not just for channels...
Friday, 28 March 14
@carmenmardiros
Yet to do, cross-reference with
Multi Channel Funnels
Friday, 28 March 14
Thank You
Carmen Mardiros
@carmenmardiros
Friday, 28 March 14

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Using Lifecycle Scores for Marketing Optimisation

  • 1. Using Lifecycle Scores for Marketing Optimisation Carmen Mardiros @carmenmardiros Friday, 28 March 14
  • 2. @carmenmardiros Customer’s cognitive decision process, not YOUR marketing funnel. Post-decision evaluation Need Recognition Option Evaluation Shortlist Interest (research) Decision (... Some loopbacks and optional steps, but some form of it always exists ) Friday, 28 March 14
  • 3. @carmenmardiros Where your path crosses that of the customer... Post-decision evaluation Need Recognition Option Evaluation Shortlist Interest (research) Decision ... there’s just one goal - Move them to NEXT stage Friday, 28 March 14
  • 4. @carmenmardiros Need Recognition Option Evaluation Shortlist Interest (research) Decision See category pages Actively interact with category pages See product pages Actively interact with products Discovery behaviours The One Goal Find a contender product, to buy now -- or later. (success measure = “Add to basket” ) Friday, 28 March 14
  • 5. @carmenmardiros See category pages Actively interact with category pages See product pages Actively interact with products Engage with curated product lists Read pre-purchase help, tools and features Add to wishlist .... Intuitively, valuable behaviours but many and varied... Can we aggregate them all in a single “discovery score”? Organic PPC 30 350 4 7 21 7 3 13 99 460 7 34 1 1 = Propensity of channel to deliver valuable discovery visits. Friday, 28 March 14
  • 6. @carmenmardiros Step 1. How much is each discovery behaviour worth? Users that interact with category pages Out of theses, users that ALSO add to basket A B Discovery score = B/A * 100 (... or the conversion rate for this type of discovery behaviour) Friday, 28 March 14
  • 7. @carmenmardiros Step 1. How much is each discovery behaviour worth? Smoothen out fluctuations by averaging over weekly cohorts Caveat: Would need to split by other dimensions to find the true “value” of a behaviour. Tedious work until API supports visitor-level segments. ( Better yet, use median or confidence ranges ) Friday, 28 March 14
  • 8. @carmenmardiros Step 1. How much is each discovery behaviour worth? Behaviours closer to “Add to basket” tend to have higher discovery scores ( duh! ). Channels that drive a mix of high-score visits are better at moving people to NEXT stage in the decision process. Friday, 28 March 14
  • 9. @carmenmardiros Step 2. Calculating discovery scores when channels bring a messy mix of visits score1 * ratio1 +score2 * ratio2 .... Discovery score = Why this formula? It evens the playing field (e.g. channels driving more lower-score visits ~ channels driving fewer higher-score visits) Friday, 28 March 14
  • 10. Use cases: - Validate intended response from campaigns and messaging - Uncover true channel purpose - Identify time-wasters (high engagement, wrong kind of engagement) - Identify marketing opportunities (low volume, high discovery score) Friday, 28 March 14
  • 11. Not just for channels... Functional overlay for landing page groups to understand flows. (see Gary Angel - Functionalism) Friday, 28 March 14
  • 12. Not just for channels... Function of content seen and interacted with. Friday, 28 March 14
  • 13. Progression through decision process Not just for channels... Friday, 28 March 14
  • 14. @carmenmardiros Yet to do, cross-reference with Multi Channel Funnels Friday, 28 March 14