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BENEATH THE SURFACE
IMPACT OF DATA ON UX
Big Design Conference 2017
Alexander Sicular
@siculars
Alyssa Gruen
@alyssa_g
AGENDA
• Data: Why
• Key Concepts
• Microservices
• Database
• Data Science
DO YOU BELIEVE IN MAGIC?
WHAT THEY SAID
TECHNICAL CONSTRAINTS & CAPABILITIES
Developers Designers
WHAT THEY SAID
NEED FOR UNDERSTANDING
Designers
Developers
WHAT THEY SAID
PERCEPTION OF UNDERSTANDING
Designers
Developers
CAN I GET SOME (MICRO)SERVICE AROUND HERE?
KEY CONCEPT
MICROSERVICES
ARCHITECTURE
Interoperable
Well Defined APIs
Modular
Decoupled
A method for architecting
large applications by
loosely connecting
smaller self-contained
components.
RETAIL APPLICATION
THE MONOLITH
Payment
Processing
Session
Management
Shopping Cart
Returns
Product
Catalogue
User Profiles
Inventory
Authentication
Reports
Checkout
Message
Queue
The most damaging
phrase in language
is ‘It’s always been
done that way.’”
- Grace Hopper
RETAIL APPLICATION
MICROSERVICES ARCHITECTURE
Payment
Processing
Session
Management
Shopping Cart
Returns
Product
Catalogue
User Profiles
Inventory
Authentication Reports
Checkout
Message
Queue
ENABLING TECH
MICROSERVICES ARCHITECTURE
GET /statuses/show/:id

https://dev.twitter.com/rest/
reference/get/statuses/show/id
POST /statuses/update

https://dev.twitter.com/rest/
reference/post/statuses/update
RETAIL APPLICATION
MICROSERVICES ARCHITECTURE
RETAIL APPLICATION
MICROSERVICES ARCHITECTURE
Product
Catalogue
RETAIL APPLICATION
MICROSERVICES ARCHITECTURE
Shopping Cart
RETAIL APPLICATION
MICROSERVICES ARCHITECTURE
Payment
Processing
RETAIL APPLICATION
MICROSERVICES ARCHITECTURE
Authentication
RETAIL APPLICATION
MICROSERVICES ARCHITECTURE
User Profile
RETAIL APPLICATION
MICROSERVICES ARCHITECTURE
Reporting
CHALLENGES
MICROSERVICES
ARCHITECTURE
1. Increased
Complexity
2.Location Services
3.More Surface Area
Share your designs early
and often.
UX KEY TAKEAWAYS
MICROSERVICES ARCHITECTURE
Microservice architecture
lends itself to iterative ux
design.
UX KEY TAKEAWAYS
MICROSERVICES ARCHITECTURE
DATA, DATA, EVERYWHERE
KEY CONCEPT
DATABASE
Speed
Availability
Data Model
Scalability
Transactional
Expressive query language
Rigid, relational, normalized
data model
Limited availability and
scalability
MAJOR TYPES
DATABASE
1. Relational
2. Non-Relational
Legacy
Emerging
Non - Transactional
Limited query language
Flexible, non-relational, de-
normalized data model
High availability and
scalability
RELATIONAL
DATABASE
NON-RELATIONAL
DATABASE
Know thy database.
UX KEY TAKEAWAYS
DATABASE
Flexible data models (non-
relational) support iterative
design and development.
UX KEY TAKEAWAYS
DATABASE
Legacy products that are
info-centric, rather than
user-centric often depend
on a normalized data-
model (relational).
UX KEY TAKEAWAYS
DATABASE
Include a scheduled
maintenance user story in
your design if the product
uses a relational database.
UX KEY TAKEAWAYS
DATABASE
DATA SCIENCE…OH YEAH.
KEY CONCEPT
DATA SCIENCE
Machine Learning
Recommender System
Analytics
CANONICAL DATA SCIENCE VENNY’D
DATA SCIENCE
AND ANOTHER ONE
DATA SCIENCE
http://www.prooffreader.com/2016/09/battle-of-data-science-venn-diagrams.html
MACHINE LEARNING: RECOMMENDER SYSTEM
DATA SCIENCE
MACHINE LEARNING: RECOMMENDER ENGINES
DATA SCIENCE
AMAZON: IF YOU LIKE THIS THEN YOU’LL LIKE THAT
DATA SCIENCE
User “Likes” something
Group based on content/product
similarity
Ex. Songs, movies, books
MODEL TYPES
RECOMMENDER
SYSTEMS
1. CONTENT
2. COLLABORATIVE
User activity comparisons
Group Based on vast amounts of
data
Ex. Likes, search history,
purchase history, AB testing
CONTENT MODEL V. COLLABORATIVE MODEL
RECOMMENDATION ENGINE
Content Collaborative
Recommender Systems
streamline information
architecture.
UX KEY TAKEAWAYS
DATA SCIENCE
User Interface abstracts
the complexity of data
science.
UX KEY TAKEAWAYS
DATA SCIENCE
User experience
professionals define
metrics that matter to
users.
UX KEY TAKEAWAYS
DATA SCIENCE
It takes a village.
UX KEY TAKEAWAYS
DATA SCIENCE
Our technology, our
machines, is part of our
humanity. We created
them to extend ourselves,
and that is what is unique
about human beings.

- Ray Kurtzweil
THANK YOU!
Alexander Sicular
@siculars
Alyssa Gruen
@alyssa_g

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Beneath the Surface: The Impact of Data on UX