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Using Data to
Inform IA & UX
Matthew Edgar
Is this you?
BIG DATA
BIG DATASmall Data
BIG DATASmall Data
Grrreat! Data
BIG DATASmall Data
Grrreat! Data
Just data
"Big Data" is on the rise
https://www.google.com/trends/explore#q=big%20data
User Data is Everywhere
EXCEPT……despite its popularity, hardly anybody is really using data.
Only 15% of Fortune 500 companies
exploit their "big data"
https://www.gartner.com/doc/1991317/information-innovation-innovation-key-initiative
35% of startups aren't
even considering
BIG DATAhttp://tech.co/small-businesses-leverage-big-data-2015-06
Other studies show only 8% of companies use
data.
http://techcrunch.com/2013/09/23/64-of-organizations-have-invested-in-or-plan-to-invest-in-big-data-tech-but-only-8-have-started-using-it-says-gartner/
Meanwhile… half of companies are
only “somewhat successful" in using data...
http://venturebeat.com/2015/10/28/study-shows-marketers-are-hot-for-data-but-many-still-using-it-in-generic-ways/
The reality is….…data gets ignored in favor of opinions
…not in line with our brand…
…too technically hard…
…our customers just won’t like that…
Ignoring data in favor of opinions isn't exactly the best approach to take.
LET’S GET REAL
Why isn’t data used to its fullest potential?
How do you work in any amount of data into the day-to-day processes?
Data-Driven
DATA
Except, "Data Driven" doesn't really work.
DATA
For example…Landing Page
Conversion % With Nav
Conversion % No Nav
% Lift
Statistically Significant?
Free Ebook Templates
29.45% 30.0% 2% No
Free SEO Template
39.0% 39.1% 0% No
Content Creation Kit
56.2% 58.24% 4% Yes
Free Trial 19.5% 22.5% 16% Yes
Demo 10.3% 13.2% 28% Yes
http://blog.hubspot.com/marketing/landing-page-navigation-ht
This data tells us what we need to do:
REMOVE ALL THE NAVIGATION!
The lesson…
Decision
This is not to say “don’t use
data”.
“When properly used, [data] can lead to sound, well- informed decisions. When improperly used, the same data can lead not only to poor decisions but to poor decisions made with high confidence…” -Kishore S. Swaminathan, Chief Scientist and Global Director, Accenture Technology Labs
http://www.sas.com/en_us/news/sascom/2012q1/business-analytics.html
OPINIONS DATA
A BETTER FRAMEWORK
Data is not the driver,
data is the navigator
DATA
YOU NEED TO FACTOR IN:
intuitionopinions
experience
Back to the example
Using Data: A Data-Navigated Approach
1 What question do you need to answer?
2 How does the question relate to different perspectives?
3 Collect data.
4 Make a decision.
1. Asking the right question.
Wrong Question =
Wrong Data=
Poor Decision
Get to the data!
Back to the exampleWhat question are we asking?
"How do I increase conversions from this
page?"
“What is the best way to design this page?"
2. Gaining Perspective
Conversions
User Perspective
Brand loyalty
Limit yourself to 5 perspectives, otherwise this could be you
Back to the example
What is the best way to design this page?Perspective What is the perspective trying to
achieve?
Business Case Conversions
User Case User satisfaction
Marketing Case Brand loyalty
3. Collection
The first problem when collecting data is collecting way too much.
Another pitfall to avoid is to ignore data you may already have
Collect a mix of quantitative and
qualitative data.
So, how do you collect the
data?
Quantitative data is often easily found…
Analytics Tools
Analytics Tools Product Usage
Analytics Tools Server LogsProduct
Usage
Customer Support
Customer Support
Sales
There is lots of qualitative data available too.
User Testing and Surveys
Available Services: Survey Monkey, Microworkers, Mechanical Turk, Usability Hub, UserTesting and more
Have conversations internally with surrogates.
The point is to look at the data you
already have and collect a mix of both types of data.
Prioritize simplicity.
Back to the example
What is the best way to design this page?Perspective What is the perspective trying to
achieve?
Business Case Conversions
User Case User satisfaction
Marketing Case Brand loyalty
What is the best way to design this page?Perspective What is the perspective
trying to achieve?Data points
Business Case Conversions
User Case User satisfaction
Marketing Case Brand loyalty
The Business Case
Google Analytics goals report
Heatmap
Form Analytics
The User Case
User testing
Prior step analysis
Prior step analysis
Time spent on site and exit rate
What is the best way to design this page?Perspective What is the perspective
trying to achieve?Data points
Business Case Conversions Google Analytics conversionsHeatmapsForm analytics
User Case User satisfaction User testingTime on site, exit ratePrior step analysis
Marketing Case Brand loyalty Customer loyaltyCustomer support frequencyBranded search volume
4. Making a decision
This is where using data can get messy.
It is easy for the people making the decision to only look at one perspective.
Back to the examplePerspective
What is the perspective trying to achieve?
Data points
Business Case Conversions Google Analytics conversionsHeatmapsForm analytics
User Case User satisfaction User testingTime on site, exit ratePrior step analysis
Marketing Case
Brand loyalty Customer loyaltyCustomer support frequencyBranded search volume
Most companies facing this situation with conflicting sets of data fall back on opinions to make a decisiondata gets ignored.
Other companies start to collect more data.
Avoid data collection paralysis.
Avoid opinions trumping data.
Which perspective do we use?
What perspective of the question you are asking
really matters most.
Where does the question fit as part of a bigger whole?
http://bit.ly/1ROKX8f
The Funnel
http://bit.ly/1ROKX8f
What do people think about the brand? Do users or customers want to connect with you?
http://bit.ly/1ROKX8f
What do our users need and want from our site or app?
http://bit.ly/1ROKX8f
How do we increase conversions?
http://bit.ly/1ROKX8f
How do we support customers?
Look at the data only when you know where the question fits.
Back to the example
Wrap upWorksheet:Elementive.com/worksheet
QuestionsMatthew [email protected]