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How to use LTV predictions in Marketing Campaigns?
1. ADDEPTO WHITE PAPER 2019
GET BENEFITS FROM LTV
PREDICTIONS AND USE IT
FOR YOUR MARKETING
CAMPAIGNS
2. TABLE OF CONTENTS
ADDEPTO | Get Benefits from LTV Predictions and Use it For Your Marketing Campaigns 01
I N T R O - L T V I N M A R K E T I N G
C A M P A I G N S
02
T A R G E T E D M A R K E T I N G
C A M P A I G N S
03
I D E N T I F Y Y O U R M O S T P R O D U C T I V E
M E D I A C H A N N E L U S I N G P R E D I C T E D L T V
04
G E T P O T E N T I A L V I P S E X C I T E D A B O U T
Y O U R A P P
05
G I V E S P E C I A L A T T E N T I O N T O Y O U R
M O S T V A L U A B L E C U S T O M E R S
05
C R E A T E A M O S T V A L U A B L E C U S T O M E R
L O O K A L I K E A U D I E N C E
06
U S E P R E D I C T E D L T V T O E X T R A C T
C U S T O M E R I N S I G H T S
06
S U M M A R Y - B E S T P R A C T I C E A P P R O A C H
T O U S E L T V I N M A R K E T I N G C A M P A I G N S
07
C O N T A C T I N F O R M A T I O N
08
3. INTRO - LTV IN MARKETING
CAMPAIGNS
ADDEPTO | Get Benefits from LTV Predictions and Use it For Your Marketing Campaigns 02
02
While LTV has an influence on your
company's finance and revenues, it
also serves to aid marketing
investment decisions. It is like in any
investment portfolio, you want to
invest more in money and assets that
produce a higher returns (ROI). As a
result, it makes sense to invest more
of your marketing budget in
customers that are more profitable
and prefer to buy from you, cost less
to acquire, and recommend your
services or products by that helping
you to reduce new customer
acquisition costs.
Calculated LTV helps you determine
in which existing customers to invest
and which types/profiles of
customers produce the highest LTV.
You can use these profiles to acquire
new customers that best resemble
your existing high-value customers.
LTV can serve as a valuable guide for
deciding how much to spend on
acquiring a new customer.
On the other side predicted LTV can
help you to understand what is the
future of your cash flow and even
understand what of the marketing
channels perform the best at the
beginning of each marketing
campaign.
Remember the gold rule, it costs 5
times more to acquire a new customer
than it does to retain an existing one.
Also, if 1/3 your LTV is less than 10
percent of sales, you may have an
overhead expense problem that needs
to be addressed.
4. TARGETED MARKETING CAMPAIGNS
ADDEPTO | Get Benefits from LTV Predictions and Use it For Your Marketing Campaigns 03
02
Using a machine learning model or statistical segmentation results you are able to identify
customers who have and will have the highest value for your business at the moment and in the
future. Depending on the data that is available, you could combine Machine Learning model results
with demographic information (age, gender, income, etc.), behavioral information (number visits,
time of purchase, etc.), or marketing channel information (first touch channel, last touch channel,
most frequent channel). Combining all this information your UA and marketing team are able to:
Serve targeted advertising to high LTV
demographics to try finding new high LTV
customers from that same demographic. For
example, if 20-25-year-old males living in
NYC have a high predicted LTV, you could use
display advertising to serve ads targeted
specifically to this demographic.
Adjust your creative design to appeal to your
highest LTV demographics. For example, if
25-30-year-old males had a high LTV, you
could use images that resonate well with this
demographic.
Use behavioral information such as
frequency visits, purchase type, etc., to set
up retargeting lists for your campaigns. You
could remind your low LTV behavior
segments about your company in order to try
to increase their LTV; you could also serve
additional advertising when someone enters
a high LTV behavior segment.
Decide whether you want to explicitly target
low LTV segments. Should you create new
marketing campaigns to appeal to them in
new ways to decrease churn or increase
purchase amounts.
If particular marketing channels bring in
high or low LTV customers, you can use
this to determine your budgets for each
channel.
Channels that may have appeared
undervalued before based on only the
first customer purchase may be bringing
in customers who have the most repeat
purchases.
Rather than relying on the first
purchase, take LTV into account when
determining where to spend your
marketing budget.
5. IDENTIFY YOUR MOST PRODUCTIVE
MEDIA CHANNEL USING PREDICTED LTV
ADDEPTO | Get Benefits from LTV Predictions and Use it For Your Marketing Campaigns 04
Calculate historical LTV and check the channels predicted LTV. You can use total LTV to assess the
importance of each channel for your business and to determine how much time and budget you should
be spending on each channel.
Calculate channel performance using an acquired user numbers and predicted LTV. Divide the number
of predicted paying users per number of user acquisition. The same way can performance by country
be calculated.
As an example # of acquired users from Facebook is 30 000 -> after 7 days you ML model predicts that
there are 5 000 of users who will pay in the future more than 50$ -> Estimated Channel performance is
5 000 / 30 000 = 16,6 %
Additionally, you could use metrics about UAC (user acquisition costs) and understand what is the
performance of a particular channel/country/region comparing to your costs.
6. GIVE SPECIAL
ATTENTION TO YOUR
MOST VALUABLE
CUSTOMERS
ADDEPTO | Get Benefits from LTV Predictions and Use it For Your Marketing Campaigns 05
You can use the LTV model to identify
potential VIP users or customers.
These customers are those who may
not have purchased much in the past,
but have a few recent purchases and
some behavioral signals and look like
they could become a high-value
customer in the near future.
Check predicted LTV by different
customer cohorts and use interactive
dashboards to analyze that. Extract
potential VIP customers and make
them some special offer to monetize
them more or faster.
GET POTENTIAL
VIPS EXCITED
ABOUT YOUR APP
You can use Total LTV to target your
most valuable customers with
personalized messages. Invite them for
a special offers and give targeted
discounts. Treat them like the
superstars that they are. As an example,
a push notification campaign could
invite them to test some new VIP
features for 5 days for free and
purchase after that by promotional
price.
7. CREATE A MOST VALUABLE CUSTOMER LOOKALIKE AUDIENCE
ADDEPTO | Get Benefits from LTV Predictions and Use it For Your Marketing Campaigns 06
Harness the power of LTV to identify your best customers and create a Lookalike Audience through
Facebook or other customer acquisition channels. Make a segment that filters based on a high or top
10% of customers' total LTV. From there, use Facebook's Lookalike Tool for example to run a targeted
ad campaign.
CREATE A MOST VALUABLE CUSTOMER LOOKALIKE AUDIENCE
Understand how
customers with LTV
and no future LTV
react to different
products, game
levels, offers and
communication.
8. SUMMARY - BEST PRACTICE APPROACH
TO USE LTV IN MARKETING CAMPAIGNS
ADDEPTO | Get Benefits from LTV Predictions and Use it For Your Marketing Campaigns 07
Audience segmentation – when
predicting LTV, the greatest approach is
firstly to look at your audience segments:
everything from user demographics to
the type of browser they use and
interactions within your applications.
When done correctly, user segmentation
lets you create buyer personas relevant
to your business as well as for each step
of the marketing funnel.
Machine Learning LTV Modeling – The
next step would be to turn to quantitative
prediction machine learning models,
which analyze your audience segments
to determine the kind of creative/offer
that your audiences would find most
engaging.
Automation – this stage entails
integrating prediction models and user
targeting methodologies into a system
that would use A/B testing to run your
campaign most efficiently: knowing
exactly when to launch or stop it or
deducing what kind of relevant
creatives/offers should be served to
users to reach maximum ROI.
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ADDEPTO | Get Benefits from LTV Predictions and Use it For Your Marketing Campaigns 08
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