Optimizing Contextual Ads
for Higher Engagement
Championed user archetype-driven strategies to transform the ad experience at Media.net.
My Role:
Researcher & Strategist
Collaborated with:
Business Developers, Product
Leadership, Copywriters
Organization:
Media.net (Global Ad Tech Company)
Research Methods & Artifacts:
Stakeholder Interviews, Desk Research,
Consumer Trend Analysis, User Archetypes
How I Initiated the Project
My role at Media.net primarily involved designing digital advertisements for a diverse range of publishers.
To enhance the impact of my work and understand end-user needs better, I took the initiative to thoroughly unpack Media.net's underlying business models.
By interviewing internal teams and mapping technical functionalities, I spotted a strategic opportunity: Implementing a user-archetype driven strategy across design, business and technical processes could significantly increase ad engagement.
Unpacking the Core business model
What role does Media.net play in the AdTech space?
Media.net functions as the intermediary between end-users, publishers and advertisers.
Diverse Network of Publishers
(Forbes, The New York Times, CNN,
small-mid independent blogs)
posts ads
Media.net
pulls ads
Network of Advertisers
(Yahoo! Bing, Programmatic
Demand Side Platforms)
Owns websites / digital real-estate
and wants to monetize ad space
Matches and decides
which ads are displayed
on a publisher's website
based on context and bidding.
Owns ads and wants to buy digital
real-estate to reach an audience
End-users view ads on
publisher websites
How are ads matched to ad requests?
Media.net uses Contextual Targeting.
Advertisements are tailored to be hyper-relevant to the content of the website on which they appear, as opposed to targeting user behaviors.
Cookie-Free Approach
Takes a privacy-first stance that utilizes website content data to load ads, completely eliminating the need to track a user's personal browsing history.
Semantic Mapping
Leverages Natural Language Processing (NLP) to analyze the sentiment, tone, and actual meaning of the website content and ensure selected ads align perfectly with the context of the page.
Search to Display Ads
Displays distinct category ad links rather than a single static ad, allowing users to select the exact topic that matches their intent in real time.
Spotting the opportunity
Media.net’s Search-to-Display ads traditionally generated category links based on literal, transactional keywords found on the page. While contextually relevant, this created a generic, purely transactional interface.
There was a clear opportunity here to enhance ad relevance by matching ad categories to hypothetical user archetypes.
Consider a travel blog as a sample publisher website with search-to-display ads displayed.
Travel Blog
Blog Content
Search-to-Display
Contextual Ad
Blog Content
Search-to-Display Ad
Plan Your Next Escape!
Browse Flights
Search Hotels
Shop Luggage
While the existing ad links (flights, hotels, and luggage) cater to a range of categories relevant to the content, do they truly factor in diverse user needs?
Catering to diverse user needs typically involves accessing real user data and behavioral patterns, which is unavailable with Media.net's cookie-free approach.
How might we leverage Search-to-Display ads to cater to diverse user needs within a strictly cookie-free framework?
solution
While individual user data is lacking, we can still define hypothetical user archetypes through desk research and consumer trends analysis. We can map out a spectrum of predictable user motivations based entirely on the theme of the page.
defining hypothetical user archetypes
through desk research, consumer trend analysis
Website Context & Overarching User Intent: Travel
Luxury Seeker
Core Needs
High-end luxury, exclusivity, effortless comfort, premium curation
Behaviors
Searches for boutique accommodations, prioritizes convenience over cost, appreciates fine dining and wellness amenities.
Relevant Ad Categories
Luxury hotels, private jets, spa resorts, 5-star cruises, fine-dining experiences
Budget Traveller
Core Needs
Maximum cost-efficiency, value optimization, practical utility.
Behaviors
Compares multiple sites for price drops, looks for free amenities (breakfast, Wifi), tracks flight deals, favors public transit or hostels.
Relevant Ad Categories
Cheap Flights, budget deals, motels, hostels, affordable travel gear, complimentary services
Solo Adventurer
Core Needs
Adventure, freedom, new experiences, cultural immersion, socializing opportunities
Behaviors
Travels light, seeks off-the-beaten-path destinations, local cuisines, open to making new friends, prioritizes safety
Relevant Ad Categories
adventure travel packs, backpacking gear, co-living spaces, small group tours
Family Traveller
Core Needs
Predictability, safety, child-friendly stay and entertainment, stress-free logistics
Behaviors
Books multi-room accommodations, seeks out kid-friendly itineraries, coordinates large group logistics, prioritizes checked bag allowances
Relevant Ad Categories
All-inclusive resorts, theme park packages, guided tours, spacious vacation rentals
Enhanced Search-to-Display ad Links
tailored to meet diverse user archetype needs
Luxury Seeker
Book Private Jet Charters | Browse 5-Star Hotels | Explore Luxury Cruises
Budget traveller
Book Cheap Flights | Explore Top-Rated Motels & Hostels | Unlock Travel Discounts
SOLO ADVENTURER
Backpack with Small-Groups | Explore Top-Rated Hostels | Explore Hidden-Gem Destinations
FAMILY TRAVELLER
Explore All-Inclusive Family Resorts | Kid-friendly Travel Tours | Book Spacious Vacation Rentals
BEFORE
Plan Your Next Escape!
Browse Flights
Search Hotels
Shop Luggage
AFTER
Plan Your Next Escape!
Browse 5-Star Hotels
Unlock Travel Discounts
Explore Top-Rated Hostels
Book Kid-friendly Travel Tours
Impact
Cross-Functional Pitch
Presented the archetype-driven ad strategy to leadership, content, and business development teams, driving alignment and approval.
Collaborative Execution
Partnered with business and content teams to define user archetypes, tailoring the search-to-display ad links for high-traffic categories and seasonal events (Travel, Black Friday, Mothers Day).
Testing
Launched the enhanced ad links for selected test categories, with business teams tracking performance metrics over time to compare engagement against traditional designs.
My Takeaway
Designing without direct access to real user data pushed me to find creative alternatives to typical UX research methods. Since relying on desk research meant my user archetypes served as a strategic hypothesis subject to assumptions, this project reinforced a critical practice:
When real-world data is unavailable, it is crucial to call out assumptions and validate them by testing diverse, alternative strategies in production.