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SREEKANT LANKA
• 20+ years of cross-functional leadership experience
• Currently SVP Digital Solutions at iQuanti
• Previously, headed Programmatic Account Strategy for
Google
• Guest faculty at multiple business schools
• TEDx speaker
3
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Today we’ll discuss…
1 Key considerations while planning media channels
2 Role of ‘Audience’ in maximizing the ROI of ad campaigns
3 Creative & Experience Optimization
4 Performance monitoring and campaign optimization
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What does a ‘typical’ campaign flow look like in today’s world!
Planning • Media mix & budget allocation based on recent performance of activated channels
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What does a ‘typical’ campaign flow look like in today’s world!
Audience
Planning
• Media mix & budget allocation based on recent performance of activated channels
• Custom (web visitors excluding buyers, engaged web visitors, keyword themes)
• Pre-built Interest segments available on platforms
• Lookalike audiences based off most valuable customer lists
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This document and the information in it are provided in confidence, and may not be disclosed to any third party.
What does a ‘typical’ campaign flow look like in today’s world!
Audience
Planning
Creative & Experience
• Media mix & budget allocation based on recent performance of activated channels
• Custom (web visitors excluding buyers, engaged web visitors, keyword themes)
• Pre-built Interest segments available on platforms
• Lookalike audiences based off most valuable customer lists
• One Master Creative resized for various platforms
• Inadequate Creative options - owing to limited bandwidth/ ideas etc.
• Learn what Creative works off the limited options and over-index spends on the same
• Most traffic driven to one Campaign Landing page
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What does a ‘typical’ campaign flow look like in today’s world!
Audience
Planning
Creative & Experience
Measurement & Optimization
• Media mix & budget allocation based on recent performance of activated channels
• Custom (web visitors excluding buyers, engaged web visitors, keyword themes)
• Pre-built Interest segments available on platforms
• Lookalike audiences based off most valuable customer lists
• One Master Creative resized for various platforms
• Inadequate Creative options - owing to limited bandwidth/ ideas etc.
• Learn what Creative works off the limited options and over-index spends on the same
• Most traffic driven to one Campaign Landing page
• Performance monitoring based on last-click/ data driven attribution
• Optimizations based on opportunities within each channel
8
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A QUICK POLL:
How would you rate the ‘maturity’ of your ad-campaigns?
a. Nascent
b. Emerging
c. At Par
d. Advanced
e. Not sure yet (Mark this if you need to consult)
9
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What aspects of the campaign flow can give you the ‘edge?’
Planning • Holistic & Data backed choices for the media mix, going beyond recent performance
10
This document and the information in it are provided in confidence, and may not be disclosed to any third party.
What aspects of the campaign flow can give you the ‘edge?’
Planning • Holistic & Data backed choices for the media mix, going beyond recent performance
Audience • Enhanced AI capabilities to get to the right audiences with richer inputs/ signals
11
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What aspects of the campaign flow can give you the ‘edge?’
Planning • Holistic & Data backed choices for the media mix, going beyond recent performance
Audience • Enhanced AI capabilities to get to the right audiences with richer inputs/ signals
Creative & Experience
• Enrich end-end user experience (Relevant Ad Copies & Landing Pages)
• Leverage AI to analyze Creatives & improve future Creatives
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This document and the information in it are provided in confidence, and may not be disclosed to any third party.
What aspects of the campaign flow can give you the ‘edge?’
Planning • Holistic & Data backed choices for the media mix, going beyond recent performance
Audience • Enhanced AI capabilities to get to the right audiences with richer inputs/ signals
Creative & Experience
• Enrich end-end user experience (Relevant Ad Copies & Landing Pages)
• Leverage AI to analyze Creatives & improve future Creatives
Measurement
• Understand true value of a channel/ tactic with Incrementality tests
• Inter-channel budget optimizations based on Business goals
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Planning
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Media Mix Modelling
• Suggests what media channels to include to get the most optimal results
• Go beyond recent data (Up to 2-3 years back, if feasible)
• Can help reactivate a few channels used in the past, but currently not used
• Gets into response curves & advanced modelling techniques to arrive at the output
Cross-channel performance benchmarking
• If MMM is not doable, having a view of what various channels can realistically deliver vs. a
baseline (Search results) helps plan media mix. Anchoring the performance to a baseline vs.
absolute KPIs helps factor for market level changes etc. during various periods of activations
Piloting new channels, if not invested into multiple channels in the past
• A % of $$ allotted for always-on experimentation is a good practice. Have clear objectives,
KPIs & success criteria for pilots.
Illustrative
Illustrativ
e
Key consideration for planning media channels
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Planning for ‘Smart Bidding Campaigns!’
Choosing the right conversion events to enrich learning
• Facilitating a healthy flow of conversions helps ML learn what’s working vs. what doesn’t
• For instance, 1-2 conversions a week won’t help the ML deliver optimal results. Need to choose some other conversion event (with a
higher frequency of occurrence) to make Smart Bidding work in this case.
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Planning for ‘Smart Bidding Campaigns!’
Choosing the right conversion events to enrich learning
• Facilitating a healthy flow of conversions helps ML learn what’s working vs. what doesn’t
• For instance, 1-2 conversions a week won’t help the ML deliver optimal results. Need to choose some other conversion event (with a
higher frequency of occurrence) to make Smart Bidding work in this case.
Offline Conversions Considerations
• Ensure proper tracking setup in place to connect the offline conversions back to the source channels (gclid, fbclid equivalents)
• Offline conversions should be imported regularly to the console to power ML adequately towards understanding what works
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This document and the information in it are provided in confidence, and may not be disclosed to any third party.
Planning for ‘Smart Bidding Campaigns!’
Choosing the right conversion events to enrich learning
• Facilitating a healthy flow of conversions helps ML learn what’s working vs. what doesn’t
• For instance, 1-2 conversions a week won’t help the ML deliver optimal results. Need to choose some other conversion event (with a
higher frequency of occurrence) to make Smart Bidding work in this case.
Offline Conversions Considerations
• Ensure proper tracking setup in place to connect the offline conversions back to the source channels (gclid, fbclid equivalents)
• Offline conversions should be imported regularly to the console to power ML adequately towards understanding what works
Learning Period Inefficiencies
• Wide fluctuations are expected in Performance during Learning phase as ML is in experimentation mode
• After ensuring hygiene like the right targets, signals & asset inputs, one should refrain from making big changes during Learning
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Driving real-time media planning insights and cross-channel spend decisioning
with media optimizer model
Business Problems Business Value
• Granular level Insights such as decisioning on geo, channel and
campaign level based on past performance data
• Intra Channel Spend Decisions – by using data from various
channels, to identify headroom and recommend the next best media
$ allocation among channels
Real time Optimization on Spend decisions:
• Media Optimizer model enables taking real time optimization and
spend management decisions to meet goals at any given point in
time
Inabilitytoleveragecross-channel insights effectivelyarising out
of:
• Lack of consolidated view to inform on performance at
granular level of geo, channel and campaigns.
• Dependence on siloed channel-level reports to evaluate
performance
Inefficiency in Spend Allocation to meet goals:
• Maximum returns from media dollars are not achieved due
to siloed channel wise budgets and planning
• Inability to allocate media $ among markets, channels,
campaigns effectively, for best ROI
Typical industries:
• Banking & Financial Services: Market specific acquisition goals
• Healthcare: Different clinic locations
• Insurance: Enrollment of agents at location level
• Retail: Market specific sales goals
Which businesses are impacted?
Businesses which have location or product specific acquisition goals to meet in an
environment where demand varies significantly with different levers such as location
and other external factors
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Audience
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How are channels evolving from an audience perspective?
Privacy-
compliant 1st
Party Data
Strategy
Predictive
audiences in
GA4
Modelled
solutions
with data
partners
Custom
audience
signals in
PMax
• Platforms are getting smarter in reaching the right audiences
based on likelihood of conversions
• Features like Detailed targeting expansion (expanding the
known), Optimized targeting (Finding unknown avenues) etc. are
getting inbuilt in advanced campaign types like Pmax
• Similar audiences are deprecated & Lookalikes audiences are
unavailable for Special ad categories
• Marketers can deploy a robust first-party data strategy to
enrich ML with inputs to enhance outcomes from AI/ML, have
the right campaign set up to maximize AI capabilities
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AI can provide insights like “high-indexing attributes” to converting audiences
For instance, if Outdoor Enthusiasts is
high-indexing to converters according
to ‘insights,’ one could have ‘Responsive
Ad Assets’ with Visuals pertaining to
‘outdoors’ with relevant copies –
launched in a separate ad group.
AI Powered Insights on Google Ads
Illustrativ
e
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Meta push for broad audiences & overlapping ad set consolidation for better
performance
THE CHALLENGE
Since the iOS 14.5 privacy changes,
interest-based targeting capabilities
have deprecated on Meta as they lack
the user tracking previously available.
Lookalikes were deprecated in Oct’22
for BFSI advertisers, leaving few options
for targeting and audience testing.
THE SOLUTION
Utilize the power of Meta’s algorithm
backed by AI and ML to find users most
likely to convert through broad (18+
targeting).
Consolidate ad sets and spend to
maximize auction liquidity and enable
the algorithm to exit the learning phase
as quickly as possible.
KEY HIGHLIGHTS
• iQuanti client saw a 25% CPA
reduction by shifting spend from
interest-based to broad targeting
• Privacy compliant
• Simplified campaign structure
enables faster optimizations
- 12% Cost Per Action: Small business advertisers using the ‘conversion’ as objective saw an avg. decrease in ‘cost per action (CPA) when
using broad targeting (location, age or gender) compared to ‘non-broad targeting.’
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Leveraging first party data in the cookie-less ecosystem to drive acquisitions
THE CHALLENGE
Low room for Marketers to leverage
their 1PD with Similar audience
deprecation & Lookalikes going away
for few categories
THE SOLUTION
Leverage partners to identify high
indexing media consumption patterns of
audience personas similar in behavior to
the seed set (first party data) & activate
those media channels to drive
acquisitions.
KEY HIGHLIGHTS
This is privacy compliant. It is advanced
contextual targeting instead of
audience targeting that usually has
privacy limitations (iOS updates,
cookies etc.)
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Creative & Experience
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While Creatives are found to significantly impact Business results, they are
relatively underpenetrated in terms of leveraging data & analytics
* Source: When it Comes to Advertising Effectiveness, What is Key? (nielsen.com)
HIGH
Impact on
Sales
LOW
Penetration of Data & Analytics
in improving Creatives
26
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Experience Optimization from Keyword-to-Ad and to the Landing Page journey
THE CHALLENGE
Usually, we optimize experiences at
immediate connection levels: keywords
to ads, ads to landing pages etc.
But at times, we miss out on a great end-
to-end experience: keyword to ad to
landing page.
Though Google tells us Landing Page
experience at Keyword level, we see
gaps. For e.g.: Average experience
doesn’t give action items on where to
improve.
THE SOLUTION
We bring in the holistic experience to life
by understanding friction points in the
journeys for keywords or ads that need
improvement.
Our deep expertise in paid media
channels & CRO helps us build this out
seamlessly
KEY HIGHLIGHTS
Actionable insights on using another
relevant landing page/ changing the
landing page/ landing page copy/ ad
copy/ moving keywords out of
irrelevant themes etc.
27
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Campaign / theme level analysis to understand alignment of keyword / intent /
audience with ad copy and landing page
Mortgage Refinance
Mortgage Refinance Rates
Cashout Refinance
 QS: 4
 LP Experience: Average
Refinance Your Mortgage | See Your
Rates in 2 Mins
Refinance Your Way to a Better Mortgage
and Save Without Hassle. Making
Mortgage Refinancing as Easy as Possible.
The landing page and ad copy were not
aligned with the intent of the user using
‘Cashout Refinance’ keyword, resulting in
sub-par campaign performance.
Typically, upper funnel / consideration
stage
Rate driven prospects (reduce rate,
monthly payment)
Specific underlying financial need
First fold
Campaign Theme
Ad Copy
Landing Page
28
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$29.99
Limited Time Sale!
$29.99
Where your creative should be
Creatives should be diversified in both, messaging and visual style
Similar message, same style Differentiated message, same style
Differentiated message and
differentiated style
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ML led objective approach to creative analysis, combined with behavioral nuances
can gets data-driven & actionable insights
THE CHALLENGE
We usually know which Creative
worked for our campaigns.
What we don’t get to know is why did
that Creative work.
Understanding the why can help
improve future creatives.
THE SOLUTION
An AI tool, that breaks down a Creative
into smaller modules and tags them.
Each tag is assessed with corresponding
performance metrics and top tags are
identified.
This ML led objective approach,
combined with our experience &
expertise of bringing in client context &
behaviour nuances gets us to the data-
driven & actionable insights
KEY HIGHLIGHTS
• Image and video analysis
capabilities
• Can capture Creative text,
Voiceovers, facial expressions
• Analysis can be done for any
segment - geo, audience, product
sub-category etc.
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Sample Output: Image Analysis & Insights
What worked What didn’t work
The overall vibe and set-up draws first time users more, while a returning
user would be keen on the intricate detailing of products. This
corroborates with the retargeting setup (beyond the dynamic retargeting)
focused on products, delivering better outcomes.
While the Creative text talks about the Fall Checklist (ideally bringing
out colorful ensemble of dresses), contrastingly we see a bookcase
setup in the backdrop showing a home/ office instead of the outdoors,
with hard to read white text on white background.
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Sample Output: Video Analysis & Insights
Insights
• Communication like Official Partner
increases trust among users.
• Reference price point of $20 vs. $1,100
helped induce clicks.
• Ad message text (around first bet)
appeals to new users, while the audio is
around rewards tiers etc., appealing to
repeat users.
• Overall vibe, friends & family, optimism
around winning may have appealed more
to first-timers (major % of audience) vs.
technicalities like Rewards, tier credits,
memberships
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Measurement & Optimization
33
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Getting Incrementality Testing right
THE CHALLENGE
In today’s multi-touch, multi-interaction
world, attribution has become complex
than ever.
Incrementality testing can help
understand true value of a channel, if
done right. At times, we see gaps in the
incrementality testing approach.
THE SOLUTION
We see cases of unsimilar groups being
picked for incrementality tests, which is
principally incorrect.
We use data science to create test &
control groups for the holdout tests. The
idea is to first create distinct clusters of
similar geos or audiences where tests
can be run.
Once the groups are objectively set up,
we look at a baseline performance for
both groups & introduce the changes in
test group.
KEY HIGHLIGHTS
• Data backed test and holdout set
creation
• Clearly defined baseline
• Healthy duration/ exposure levels
for the test
• Also factor in post-campaign effect
to evaluate impact
34
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Measuring incrementality from investing in brand building not just limiting to last
click attribution
Depending on the channel being considered, holdout tests can be designed as one of the below approaches
Geographical Split Testing Customer List Segmentation PSA Ads - Holdout
Set up: A subset of geographies (states, cities,
etc.) to show ads to, and a set with similar
characteristics to the test group (size, region,
demographics, behavior, market density, etc.)
where you won’t show ads.
Measurement:
• New Site Visitors
• Brand Searches
• Total Application Approved, Booked
Loan
Things to consider
• Data sets can easily get muddy if other
marketing efforts change in test markets
mid-test
• Geographical locations don’t create truly
randomized groups –
Set up: Customer list segmentation takes
customer lists and splits them into
segments to serve on Display to measure
the incremental impact each additional
tactic has on performance
Example Segments can be as below
1. No Display Campaign
2. Display Campaign
Measurement:
Compare performance by various segments
by matching performance
Things to consider
• Will require upfront time investment to
segments
• Match ratio & eligible reach to
determine size
Set up: Split the Display traffic by x% to show
PSA ads to holdout group and regular ads to
the original group.
Measurement:
Incremental lift in
• Conversion rate
• Application approved, Booked Loans
Things to consider
• There will be spends which will be
allocated to PSA ads
• The value of “x” will play a role to decide
the time it would take for significant
results
• PSA ads & LP need to be shared
Using holdout tests to
activate upper funnel
campaigns. This will help
in identifying the value
these tactics add to
overall digital acquisition
and help in devising long
term prospecting strategy
Test
Holdout
Lift
detection
across
major
KPIs
35
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iQuanti helped a leading brand in consumer lending to unlock the potential of
display advertising using holdout testing
About the Client
Primarily focuses on providing
personal loans and optional insurance
products to customers with limited
access to traditional lenders, such as
banks and credit card companies
Challenges Solved
Client was using ‘Last click attribution’
for evaluating Display ads
performance, which always resulted in
higher CPA for these channels. The
marketing team wanted to understand
the incremental benefit Display as a
channel is bringing in as View through
conversions were high.
Methodology
Holdout tests with PSA ads, where 10% of display
audiences were shown PSA ads not related to the
brand, and the remaining 90% were shown a brand
ad. Using campaign manager, we were able to track
CVR for both the cases and used user journey
reports to understand the impact
PSA ADS
BRAND ADS
Business Impact
6 times higher
Likelihood to convert when a display ad was
present
37% higher reach with
new users
Using expanded suppression by CRM & DMP
integration
36
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Introduction to Paid Media Optimizer: Simulation Model to optimize media
investments
1
2
3
4
5
6
Data Collection
Data Analysis
Build Simulation
Tool
Insights
Activation
Results
Data consolidation from all the
platforms in digital marketing
ecosystem
Building simulation tool that churns
out actionable insights on which
market, platform, campaign to allocate
budget to meet monthly goals
Market, Platform and Campaign level
insights available at daily level to
make agile spend allocation decisions
for effective optimization
Actionable insights to ensure that every additional
media $ is invested on most efficient channel to scale
acquisition volume.
Right reporting set-up to equip decision makers with
relevant data-points to trigger actions towards
maintaining acquisition pace to meet monthly goals:
• Meet the projected goal deficit in Paid Search in a
particular market, by increasing spend on a real time
basis on next best channel with lowest CPA.
• Combat the rising CPAs on Paid Search due to
competitive activity, by expanding on other channels
delivering effective CPAs.
• Address a low demand month for a market, with
timely scale up plan to invest on multiple non-search
channels and campaigns.
37
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Illustrative example: Real time spend allocation optimization via media optimizer
tool
• User inputs weekly/biweekly
conversion targets & budgets
in simulation tool
Budget pacing snapshot of
current run rate vs
required pacing forecast
for remaining month
City level insights –
Monthly goals &
Spends (by channels)
Campaign level budget
allocation & goal
estimates for remaining
month
38
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Key Takeaways
Planning Audience Creative & Experience
Measurement &
Optimization
• Data/ Analytics driven
assessment of media
channels over a longer
time frame, with
checks in place for
external fluctuations
over time can lead to
an optimal media mix.
• With AI/ML sharply
rising in prominence in
Marketing, it is
imperative to setup &
plan campaigns aligned
with Smart bidding
best practices.
• While platforms
consistently augment
their AI/ML
capabilities to reach
relevant audiences,
Marketers can add
further to the
outcomes with a robust
1PD strategy
powering/ informing
AI, having the right
setup & offering
tailored assets for
high-indexing
attributes to the
converters.
• Delivering a sublime
end-to-end experience
to the users is key to
stay ahead of the curve.
Variety across visual
style & messaging helps
keep creatives fresh
and are likely to be
pushed by the
algorithms.
• Using a combination of
AI powered objectivity
and the human led
behavioral nuances to
analyze a creative help
understand what makes
a creative tick!
• Doing Incrementality
tests in the right
manner can help
assess true business
value of a channel
beyond last click
attribution
• Having Business goals
as primary can help
view beyond channel
wise optimizations to
fill gaps in inter-
channel optimization
39
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A QUICK POLL:
Which part of the “campaign execution” is focus for H2 & 2024?
a. Planning
b. Audience Building
c. Creative & Experience Optimization
d. Measurement & Scale
e. None
40
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Q&A with
Sreekant Lanka
Sreekant.L@iquanti.com
41
This document and the information in it are provided in confidence, and may not be disclosed to any third party.
Bangalore
Singapore
London
Toronto
New York
Chicago
San Francisco
Mexico City
Sreekant.L@iquanti.com
Connect on LinkedIn
iQuanti.com
Thank You!
42
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Unleash Your Campaign's Potential: Elevate Your Performance Marketing Game_Final.pdf

  • 1. 1 This document and the information in it are provided in confidence, and may not be disclosed to any third party.
  • 2. 2 This document and the information in it are provided in confidence, and may not be disclosed to any third party. SREEKANT LANKA • 20+ years of cross-functional leadership experience • Currently SVP Digital Solutions at iQuanti • Previously, headed Programmatic Account Strategy for Google • Guest faculty at multiple business schools • TEDx speaker
  • 3. 3 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Today we’ll discuss… 1 Key considerations while planning media channels 2 Role of ‘Audience’ in maximizing the ROI of ad campaigns 3 Creative & Experience Optimization 4 Performance monitoring and campaign optimization
  • 4. 4 This document and the information in it are provided in confidence, and may not be disclosed to any third party. What does a ‘typical’ campaign flow look like in today’s world! Planning • Media mix & budget allocation based on recent performance of activated channels
  • 5. 5 This document and the information in it are provided in confidence, and may not be disclosed to any third party. What does a ‘typical’ campaign flow look like in today’s world! Audience Planning • Media mix & budget allocation based on recent performance of activated channels • Custom (web visitors excluding buyers, engaged web visitors, keyword themes) • Pre-built Interest segments available on platforms • Lookalike audiences based off most valuable customer lists
  • 6. 6 This document and the information in it are provided in confidence, and may not be disclosed to any third party. What does a ‘typical’ campaign flow look like in today’s world! Audience Planning Creative & Experience • Media mix & budget allocation based on recent performance of activated channels • Custom (web visitors excluding buyers, engaged web visitors, keyword themes) • Pre-built Interest segments available on platforms • Lookalike audiences based off most valuable customer lists • One Master Creative resized for various platforms • Inadequate Creative options - owing to limited bandwidth/ ideas etc. • Learn what Creative works off the limited options and over-index spends on the same • Most traffic driven to one Campaign Landing page
  • 7. 7 This document and the information in it are provided in confidence, and may not be disclosed to any third party. What does a ‘typical’ campaign flow look like in today’s world! Audience Planning Creative & Experience Measurement & Optimization • Media mix & budget allocation based on recent performance of activated channels • Custom (web visitors excluding buyers, engaged web visitors, keyword themes) • Pre-built Interest segments available on platforms • Lookalike audiences based off most valuable customer lists • One Master Creative resized for various platforms • Inadequate Creative options - owing to limited bandwidth/ ideas etc. • Learn what Creative works off the limited options and over-index spends on the same • Most traffic driven to one Campaign Landing page • Performance monitoring based on last-click/ data driven attribution • Optimizations based on opportunities within each channel
  • 8. 8 This document and the information in it are provided in confidence, and may not be disclosed to any third party. A QUICK POLL: How would you rate the ‘maturity’ of your ad-campaigns? a. Nascent b. Emerging c. At Par d. Advanced e. Not sure yet (Mark this if you need to consult)
  • 9. 9 This document and the information in it are provided in confidence, and may not be disclosed to any third party. What aspects of the campaign flow can give you the ‘edge?’ Planning • Holistic & Data backed choices for the media mix, going beyond recent performance
  • 10. 10 This document and the information in it are provided in confidence, and may not be disclosed to any third party. What aspects of the campaign flow can give you the ‘edge?’ Planning • Holistic & Data backed choices for the media mix, going beyond recent performance Audience • Enhanced AI capabilities to get to the right audiences with richer inputs/ signals
  • 11. 11 This document and the information in it are provided in confidence, and may not be disclosed to any third party. What aspects of the campaign flow can give you the ‘edge?’ Planning • Holistic & Data backed choices for the media mix, going beyond recent performance Audience • Enhanced AI capabilities to get to the right audiences with richer inputs/ signals Creative & Experience • Enrich end-end user experience (Relevant Ad Copies & Landing Pages) • Leverage AI to analyze Creatives & improve future Creatives
  • 12. 12 This document and the information in it are provided in confidence, and may not be disclosed to any third party. What aspects of the campaign flow can give you the ‘edge?’ Planning • Holistic & Data backed choices for the media mix, going beyond recent performance Audience • Enhanced AI capabilities to get to the right audiences with richer inputs/ signals Creative & Experience • Enrich end-end user experience (Relevant Ad Copies & Landing Pages) • Leverage AI to analyze Creatives & improve future Creatives Measurement • Understand true value of a channel/ tactic with Incrementality tests • Inter-channel budget optimizations based on Business goals
  • 13. 13 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Planning
  • 14. 14 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Media Mix Modelling • Suggests what media channels to include to get the most optimal results • Go beyond recent data (Up to 2-3 years back, if feasible) • Can help reactivate a few channels used in the past, but currently not used • Gets into response curves & advanced modelling techniques to arrive at the output Cross-channel performance benchmarking • If MMM is not doable, having a view of what various channels can realistically deliver vs. a baseline (Search results) helps plan media mix. Anchoring the performance to a baseline vs. absolute KPIs helps factor for market level changes etc. during various periods of activations Piloting new channels, if not invested into multiple channels in the past • A % of $$ allotted for always-on experimentation is a good practice. Have clear objectives, KPIs & success criteria for pilots. Illustrative Illustrativ e Key consideration for planning media channels
  • 15. 15 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Planning for ‘Smart Bidding Campaigns!’ Choosing the right conversion events to enrich learning • Facilitating a healthy flow of conversions helps ML learn what’s working vs. what doesn’t • For instance, 1-2 conversions a week won’t help the ML deliver optimal results. Need to choose some other conversion event (with a higher frequency of occurrence) to make Smart Bidding work in this case.
  • 16. 16 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Planning for ‘Smart Bidding Campaigns!’ Choosing the right conversion events to enrich learning • Facilitating a healthy flow of conversions helps ML learn what’s working vs. what doesn’t • For instance, 1-2 conversions a week won’t help the ML deliver optimal results. Need to choose some other conversion event (with a higher frequency of occurrence) to make Smart Bidding work in this case. Offline Conversions Considerations • Ensure proper tracking setup in place to connect the offline conversions back to the source channels (gclid, fbclid equivalents) • Offline conversions should be imported regularly to the console to power ML adequately towards understanding what works
  • 17. 17 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Planning for ‘Smart Bidding Campaigns!’ Choosing the right conversion events to enrich learning • Facilitating a healthy flow of conversions helps ML learn what’s working vs. what doesn’t • For instance, 1-2 conversions a week won’t help the ML deliver optimal results. Need to choose some other conversion event (with a higher frequency of occurrence) to make Smart Bidding work in this case. Offline Conversions Considerations • Ensure proper tracking setup in place to connect the offline conversions back to the source channels (gclid, fbclid equivalents) • Offline conversions should be imported regularly to the console to power ML adequately towards understanding what works Learning Period Inefficiencies • Wide fluctuations are expected in Performance during Learning phase as ML is in experimentation mode • After ensuring hygiene like the right targets, signals & asset inputs, one should refrain from making big changes during Learning
  • 18. 18 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Driving real-time media planning insights and cross-channel spend decisioning with media optimizer model Business Problems Business Value • Granular level Insights such as decisioning on geo, channel and campaign level based on past performance data • Intra Channel Spend Decisions – by using data from various channels, to identify headroom and recommend the next best media $ allocation among channels Real time Optimization on Spend decisions: • Media Optimizer model enables taking real time optimization and spend management decisions to meet goals at any given point in time Inabilitytoleveragecross-channel insights effectivelyarising out of: • Lack of consolidated view to inform on performance at granular level of geo, channel and campaigns. • Dependence on siloed channel-level reports to evaluate performance Inefficiency in Spend Allocation to meet goals: • Maximum returns from media dollars are not achieved due to siloed channel wise budgets and planning • Inability to allocate media $ among markets, channels, campaigns effectively, for best ROI Typical industries: • Banking & Financial Services: Market specific acquisition goals • Healthcare: Different clinic locations • Insurance: Enrollment of agents at location level • Retail: Market specific sales goals Which businesses are impacted? Businesses which have location or product specific acquisition goals to meet in an environment where demand varies significantly with different levers such as location and other external factors
  • 19. 19 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Audience
  • 20. 20 This document and the information in it are provided in confidence, and may not be disclosed to any third party. How are channels evolving from an audience perspective? Privacy- compliant 1st Party Data Strategy Predictive audiences in GA4 Modelled solutions with data partners Custom audience signals in PMax • Platforms are getting smarter in reaching the right audiences based on likelihood of conversions • Features like Detailed targeting expansion (expanding the known), Optimized targeting (Finding unknown avenues) etc. are getting inbuilt in advanced campaign types like Pmax • Similar audiences are deprecated & Lookalikes audiences are unavailable for Special ad categories • Marketers can deploy a robust first-party data strategy to enrich ML with inputs to enhance outcomes from AI/ML, have the right campaign set up to maximize AI capabilities
  • 21. 21 This document and the information in it are provided in confidence, and may not be disclosed to any third party. AI can provide insights like “high-indexing attributes” to converting audiences For instance, if Outdoor Enthusiasts is high-indexing to converters according to ‘insights,’ one could have ‘Responsive Ad Assets’ with Visuals pertaining to ‘outdoors’ with relevant copies – launched in a separate ad group. AI Powered Insights on Google Ads Illustrativ e
  • 22. 22 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Meta push for broad audiences & overlapping ad set consolidation for better performance THE CHALLENGE Since the iOS 14.5 privacy changes, interest-based targeting capabilities have deprecated on Meta as they lack the user tracking previously available. Lookalikes were deprecated in Oct’22 for BFSI advertisers, leaving few options for targeting and audience testing. THE SOLUTION Utilize the power of Meta’s algorithm backed by AI and ML to find users most likely to convert through broad (18+ targeting). Consolidate ad sets and spend to maximize auction liquidity and enable the algorithm to exit the learning phase as quickly as possible. KEY HIGHLIGHTS • iQuanti client saw a 25% CPA reduction by shifting spend from interest-based to broad targeting • Privacy compliant • Simplified campaign structure enables faster optimizations - 12% Cost Per Action: Small business advertisers using the ‘conversion’ as objective saw an avg. decrease in ‘cost per action (CPA) when using broad targeting (location, age or gender) compared to ‘non-broad targeting.’
  • 23. 23 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Leveraging first party data in the cookie-less ecosystem to drive acquisitions THE CHALLENGE Low room for Marketers to leverage their 1PD with Similar audience deprecation & Lookalikes going away for few categories THE SOLUTION Leverage partners to identify high indexing media consumption patterns of audience personas similar in behavior to the seed set (first party data) & activate those media channels to drive acquisitions. KEY HIGHLIGHTS This is privacy compliant. It is advanced contextual targeting instead of audience targeting that usually has privacy limitations (iOS updates, cookies etc.)
  • 24. 24 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Creative & Experience
  • 25. 25 This document and the information in it are provided in confidence, and may not be disclosed to any third party. While Creatives are found to significantly impact Business results, they are relatively underpenetrated in terms of leveraging data & analytics * Source: When it Comes to Advertising Effectiveness, What is Key? (nielsen.com) HIGH Impact on Sales LOW Penetration of Data & Analytics in improving Creatives
  • 26. 26 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Experience Optimization from Keyword-to-Ad and to the Landing Page journey THE CHALLENGE Usually, we optimize experiences at immediate connection levels: keywords to ads, ads to landing pages etc. But at times, we miss out on a great end- to-end experience: keyword to ad to landing page. Though Google tells us Landing Page experience at Keyword level, we see gaps. For e.g.: Average experience doesn’t give action items on where to improve. THE SOLUTION We bring in the holistic experience to life by understanding friction points in the journeys for keywords or ads that need improvement. Our deep expertise in paid media channels & CRO helps us build this out seamlessly KEY HIGHLIGHTS Actionable insights on using another relevant landing page/ changing the landing page/ landing page copy/ ad copy/ moving keywords out of irrelevant themes etc.
  • 27. 27 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Campaign / theme level analysis to understand alignment of keyword / intent / audience with ad copy and landing page Mortgage Refinance Mortgage Refinance Rates Cashout Refinance  QS: 4  LP Experience: Average Refinance Your Mortgage | See Your Rates in 2 Mins Refinance Your Way to a Better Mortgage and Save Without Hassle. Making Mortgage Refinancing as Easy as Possible. The landing page and ad copy were not aligned with the intent of the user using ‘Cashout Refinance’ keyword, resulting in sub-par campaign performance. Typically, upper funnel / consideration stage Rate driven prospects (reduce rate, monthly payment) Specific underlying financial need First fold Campaign Theme Ad Copy Landing Page
  • 28. 28 This document and the information in it are provided in confidence, and may not be disclosed to any third party. $29.99 Limited Time Sale! $29.99 Where your creative should be Creatives should be diversified in both, messaging and visual style Similar message, same style Differentiated message, same style Differentiated message and differentiated style
  • 29. 29 This document and the information in it are provided in confidence, and may not be disclosed to any third party. ML led objective approach to creative analysis, combined with behavioral nuances can gets data-driven & actionable insights THE CHALLENGE We usually know which Creative worked for our campaigns. What we don’t get to know is why did that Creative work. Understanding the why can help improve future creatives. THE SOLUTION An AI tool, that breaks down a Creative into smaller modules and tags them. Each tag is assessed with corresponding performance metrics and top tags are identified. This ML led objective approach, combined with our experience & expertise of bringing in client context & behaviour nuances gets us to the data- driven & actionable insights KEY HIGHLIGHTS • Image and video analysis capabilities • Can capture Creative text, Voiceovers, facial expressions • Analysis can be done for any segment - geo, audience, product sub-category etc.
  • 30. 30 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Sample Output: Image Analysis & Insights What worked What didn’t work The overall vibe and set-up draws first time users more, while a returning user would be keen on the intricate detailing of products. This corroborates with the retargeting setup (beyond the dynamic retargeting) focused on products, delivering better outcomes. While the Creative text talks about the Fall Checklist (ideally bringing out colorful ensemble of dresses), contrastingly we see a bookcase setup in the backdrop showing a home/ office instead of the outdoors, with hard to read white text on white background.
  • 31. 31 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Sample Output: Video Analysis & Insights Insights • Communication like Official Partner increases trust among users. • Reference price point of $20 vs. $1,100 helped induce clicks. • Ad message text (around first bet) appeals to new users, while the audio is around rewards tiers etc., appealing to repeat users. • Overall vibe, friends & family, optimism around winning may have appealed more to first-timers (major % of audience) vs. technicalities like Rewards, tier credits, memberships
  • 32. 32 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Measurement & Optimization
  • 33. 33 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Getting Incrementality Testing right THE CHALLENGE In today’s multi-touch, multi-interaction world, attribution has become complex than ever. Incrementality testing can help understand true value of a channel, if done right. At times, we see gaps in the incrementality testing approach. THE SOLUTION We see cases of unsimilar groups being picked for incrementality tests, which is principally incorrect. We use data science to create test & control groups for the holdout tests. The idea is to first create distinct clusters of similar geos or audiences where tests can be run. Once the groups are objectively set up, we look at a baseline performance for both groups & introduce the changes in test group. KEY HIGHLIGHTS • Data backed test and holdout set creation • Clearly defined baseline • Healthy duration/ exposure levels for the test • Also factor in post-campaign effect to evaluate impact
  • 34. 34 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Measuring incrementality from investing in brand building not just limiting to last click attribution Depending on the channel being considered, holdout tests can be designed as one of the below approaches Geographical Split Testing Customer List Segmentation PSA Ads - Holdout Set up: A subset of geographies (states, cities, etc.) to show ads to, and a set with similar characteristics to the test group (size, region, demographics, behavior, market density, etc.) where you won’t show ads. Measurement: • New Site Visitors • Brand Searches • Total Application Approved, Booked Loan Things to consider • Data sets can easily get muddy if other marketing efforts change in test markets mid-test • Geographical locations don’t create truly randomized groups – Set up: Customer list segmentation takes customer lists and splits them into segments to serve on Display to measure the incremental impact each additional tactic has on performance Example Segments can be as below 1. No Display Campaign 2. Display Campaign Measurement: Compare performance by various segments by matching performance Things to consider • Will require upfront time investment to segments • Match ratio & eligible reach to determine size Set up: Split the Display traffic by x% to show PSA ads to holdout group and regular ads to the original group. Measurement: Incremental lift in • Conversion rate • Application approved, Booked Loans Things to consider • There will be spends which will be allocated to PSA ads • The value of “x” will play a role to decide the time it would take for significant results • PSA ads & LP need to be shared Using holdout tests to activate upper funnel campaigns. This will help in identifying the value these tactics add to overall digital acquisition and help in devising long term prospecting strategy Test Holdout Lift detection across major KPIs
  • 35. 35 This document and the information in it are provided in confidence, and may not be disclosed to any third party. iQuanti helped a leading brand in consumer lending to unlock the potential of display advertising using holdout testing About the Client Primarily focuses on providing personal loans and optional insurance products to customers with limited access to traditional lenders, such as banks and credit card companies Challenges Solved Client was using ‘Last click attribution’ for evaluating Display ads performance, which always resulted in higher CPA for these channels. The marketing team wanted to understand the incremental benefit Display as a channel is bringing in as View through conversions were high. Methodology Holdout tests with PSA ads, where 10% of display audiences were shown PSA ads not related to the brand, and the remaining 90% were shown a brand ad. Using campaign manager, we were able to track CVR for both the cases and used user journey reports to understand the impact PSA ADS BRAND ADS Business Impact 6 times higher Likelihood to convert when a display ad was present 37% higher reach with new users Using expanded suppression by CRM & DMP integration
  • 36. 36 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Introduction to Paid Media Optimizer: Simulation Model to optimize media investments 1 2 3 4 5 6 Data Collection Data Analysis Build Simulation Tool Insights Activation Results Data consolidation from all the platforms in digital marketing ecosystem Building simulation tool that churns out actionable insights on which market, platform, campaign to allocate budget to meet monthly goals Market, Platform and Campaign level insights available at daily level to make agile spend allocation decisions for effective optimization Actionable insights to ensure that every additional media $ is invested on most efficient channel to scale acquisition volume. Right reporting set-up to equip decision makers with relevant data-points to trigger actions towards maintaining acquisition pace to meet monthly goals: • Meet the projected goal deficit in Paid Search in a particular market, by increasing spend on a real time basis on next best channel with lowest CPA. • Combat the rising CPAs on Paid Search due to competitive activity, by expanding on other channels delivering effective CPAs. • Address a low demand month for a market, with timely scale up plan to invest on multiple non-search channels and campaigns.
  • 37. 37 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Illustrative example: Real time spend allocation optimization via media optimizer tool • User inputs weekly/biweekly conversion targets & budgets in simulation tool Budget pacing snapshot of current run rate vs required pacing forecast for remaining month City level insights – Monthly goals & Spends (by channels) Campaign level budget allocation & goal estimates for remaining month
  • 38. 38 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Key Takeaways Planning Audience Creative & Experience Measurement & Optimization • Data/ Analytics driven assessment of media channels over a longer time frame, with checks in place for external fluctuations over time can lead to an optimal media mix. • With AI/ML sharply rising in prominence in Marketing, it is imperative to setup & plan campaigns aligned with Smart bidding best practices. • While platforms consistently augment their AI/ML capabilities to reach relevant audiences, Marketers can add further to the outcomes with a robust 1PD strategy powering/ informing AI, having the right setup & offering tailored assets for high-indexing attributes to the converters. • Delivering a sublime end-to-end experience to the users is key to stay ahead of the curve. Variety across visual style & messaging helps keep creatives fresh and are likely to be pushed by the algorithms. • Using a combination of AI powered objectivity and the human led behavioral nuances to analyze a creative help understand what makes a creative tick! • Doing Incrementality tests in the right manner can help assess true business value of a channel beyond last click attribution • Having Business goals as primary can help view beyond channel wise optimizations to fill gaps in inter- channel optimization
  • 39. 39 This document and the information in it are provided in confidence, and may not be disclosed to any third party. A QUICK POLL: Which part of the “campaign execution” is focus for H2 & 2024? a. Planning b. Audience Building c. Creative & Experience Optimization d. Measurement & Scale e. None
  • 40. 40 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Q&A with Sreekant Lanka Sreekant.L@iquanti.com
  • 41. 41 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Bangalore Singapore London Toronto New York Chicago San Francisco Mexico City Sreekant.L@iquanti.com Connect on LinkedIn iQuanti.com Thank You!
  • 42. 42 This document and the information in it are provided in confidence, and may not be disclosed to any third party. Appendix