Aye Moah, CPO of Baydin (Boomerang) talks about how to design web and mobile products to limit the effects of decision fatigue. Research has shown that making decisions depletes blood sugar and therefore willpower. There are four important steps to take to minimize this effect: eliminate decisions, order decisions to maximize user experience, bundle decisions together into common categories, and, finally, take advantage of randomness. This talk provides real-word examples of each of these steps and shows you how they provide better results and design better products.
1. Aye Moah | CPO
@ayemoah
Arts and Crafts Beer Parlor
26 W 8th St
New York, NY 10011
Decision Fatigue and Design
Helping users make better decisions
2. They are all impacted by decision fatigue.
What do car
dealerships, parole
judges and web
design have in
common?
3. 2010 : Jonathan Levav of Stanford and Shai
Danziger of Ben-Gurion University
He’s a criminal justice researcher. And he
wanted to see if the outcome of the cases is
solely determined by the facts? What are the
extraneous factors that are impacting the
outcomes?
How much time you’ve already served. The
length of the sentence across types and
severity of offense, previous criminal record
and race and gender.
Extraneous factors in judicial decisions PNAS
Apr 2011 Full text available at :
http://www.pnas.org/content/108/17/6889.ful
l
Justice is “what the judge ate for breakfast”.
Reference Paper : http://www.pnas.org/content/108/17/6889.full
4. Findings: % of favorable rulings drops gradually
from ≈65% to nearly zero within each decision
session and returns abruptly to ≈65% after a
break.
As a parolee, your chances of getting your
request approved is much higher at the very
beginning of the work day or after a food
break than later in a session.
Image credit :
http://www.pnas.org/content/108/17/6889.fig
ures-only
Justice is “what the judge ate for breakfast”.
Study : 8 judges in Israel over 1000 judicial rulings over 10 months.
5. After a break, the probability of getting parole
request goes back up.
Image credit :
http://www.pnas.org/content/108/17/6889.fig
ures-only
Justice is “what the judge ate for breakfast”.
Study : 8 judges in Israel over 1000 judicial rulings over 10 months.
6. Again after a lunch break, similar pattern
happens.
Image credit :
http://www.pnas.org/content/108/17/6889.fig
ures-only
Justice is “what the judge ate for breakfast”.
Study : 8 judges in Israel over 1000 judicial rulings over 10 months.
7. The order the case is presented to the judge
has a lot more to do with whether a prisoner
gets his parole granted.
NOT what the judge ate for breakfast.
How long it’s been since breakfast (or a food
break).
8. accept the default. the safe choice. the status quo. “Deny the
request.” ultimate energy saver: do nothing.
the explanation behind is why the judges are making harder decisions
after a meal is
linked to glucose level. It’s physical and why it’s related to food breaks.
• Every decision
depletes
willpower
• Willpower is
finite
• Lower willpower
leads to
suboptimal
decisions
More research on will power depletion, self
control and blood glucose by Galliot and
Are the judges “hangry”?
Depletion
9. Setting a prisoner free vs. picking your
toothpaste or shampoo
A different study asking people to choose
which color pen they would like depletes their
glucose level
even micro decisions matter.
Magnitude of decisions doesn’t matter.. Even
considering and having to make ‘faux’
decisions still makes you fatigued.
Booking flights
Buying a laptop or any device with options
Setting up a new account
Picking a restaurant
11. Now, you have to decide what type of coffee,
what size, what special flavors you want to
add. It’s a decision matrix.
12. Picking a restaurant now involves picking
which review site you want to trust? How do
you sort/filter? What about what dish to
order?
Why should you care if people are having
decision fatigue?
They will abandon what they are doing. Cart
abandonment. Sign up abandonment.
They will also make bad decisions and choices
that make your service/product less useful
13. Intro to personal background. Born and raised
in Burma. Studied CS at MIT. Worked as UX
designer for 5 years. Started Baydin as a co-
founder and we make email productivity tools.
Everyone kind of sees their inboxes as
unlimited supply of decisions to be made. The
more I researched about productivity and daily
habits for people, the more decision fatigue
keeps coming up.
Aye Moah -- Born and raised in Burma
Studied CS at MIT
Worked as UX Designer for 5 years
Started Baydin
Created Boomerang – Most used Gmail Plugin
14. Techniques to dealing with decision fatigue
Eliminate decisions
Choose order and timing
Package many decisions into one
Random choice
Eliminate decisions
Choose order and timing
Package many decisions into one
Random choice
15. Online dating has become easier on people by
reducing decisions you have to make : Going
from okcupid – choosing which profile to view,
message, set up a date to Tinder where you
choose just yes or no from a picture.
Now it’s moved on to services like Whim
http://www.trywhim.com/ -- even less
decisions
Any day you want to go on a date, Whim gives
you 3-5 algorithmically selected date
possibilities. “You'll review and say yes/no to
each one. At 6 pm we'll ping you and one of
the people you liked, suggesting a time and
place to meet up that same evening.” source :
http://www.dailydot.com/technology/whim-
dating-app-same-day-instant-date/
Eliminate decisions
16. See startups doing subscription services that
aim to eliminate decisions for you like Plated
and many meals in a box delivery businesses.
Eliminate decisions
17. Busy mom with no time to shop for your kids’
craft.. The rise of subscription boxes is a way
for really busy people to cope with decision
fatigue.
Eliminate decisions
18. Are the boxes the best deal you can get?
Probably not. They are probably not the
optimal buying choices you can make. Yet they
suffice your needs. They are good enough for
you to get stuff done and get your needs met
without you spending a ton of time.
Eliminate decisions
Satisficing : Satisfy + Suffice
19. Order and timing really matters for two
reasons.
1. The later it gets in the series of decisions
you have to make, the more likely the user will
accept the given defaults or worse, they
abandon. So you should order major decisions
that matter early on. Things that shouldn’t
matter for your users should be decided later
and make sure you give them sensible defaults.
2. Will power depletion can be reversed if the
user has a chance to replenish the reserve
somehow. If possible, let things wait and don’t
bombard your users to make all the decisions
right away.
Executive function can be restored and mental
fatigue overcome, in part, by interventions
such as viewing scenes of nature , short rest ,
experiencing positive mood, and increasing
glucose levels in the body.
Eliminate decisions
Order and timing
Package many decisions into one
Random choice
20. Twitter optimizes for the number of people
you follow as their primary onboarding
metrics. To do that, they want to know what
topics you’re interested in. They even provide
a hard to mess up default “Popular accounts”
already checked as the step 2 of their process.
So if you don’t want to decide what topics you
care about, you’re not stuck – you can just click
Continue.
Order and timing
21. Again, already pre-selected 40 accounts for
you to follow. You don’t have to decide
anything if you don’t want to but they would
rather you spend your willpower on selecting
which accounts you follow rather than what
profile pic you use (which is the last step of the
process).
Order and timing
22. This can be taken advantage of by designers.
By the time you get to second to last step, you
are starting to get tired, Twitter puts “Invite
your friends” as the primary default action
since you will have less willpower to find a
non-default link to skip that step. Then at the
very end, they make it easy for you to start
reading and interacting with the product
without forcing to choose a profile pic or write
a bio right away. They know you’re already
exhausted from choosing topics and accounts
to follow.
Order and timing
23. This can be taken advantage of by designers.
By the time you get to second to last step, you
are starting to get tired, Twitter puts “Invite
your friends” as the primary default action
since you will have less willpower to find a
non-default link to skip that step. Then at the
very end, they make it easy for you to start
reading and interacting with the product
without forcing to choose a profile pic or write
a bio right away. They know you’re already
exhausted from choosing topics and accounts
to follow.
Order and timing
24. If you go to a car dealership, the more
exhausted by decision fatigue, the more likely
the buyer is going to agree to default choices
provided by the dealer. This is where they get
your money.
Source NYT article Do You Suffer From Decision
Fatigue? :
http://www.nytimes.com/2011/08/21/magazi
ne/do-you-suffer-from-decision-
fatigue.html?pagewanted=all&_r=2&
“Sequential choices and the apparent mental
depletion that they evoke also increase
people's tendency to simplify decisions by
accepting the status quo”
“German car buyers, for instance, were more
likely to accept the default attribute level
offered by a manufacturer later in a sequence
of attribute decisions than earlier, particularly
when these choices followed decisions
between many alternatives that had required
more mental resources to evaluate.”
Order and timing - Evil
Edition
25. If you go to a car dealership, the more
exhausted by decision fatigue, the more likely
the buyer is going to agree to default choices
provided by the dealer. This is where they get
your money.
Source NYT article Do You Suffer From Decision
Fatigue? :
http://www.nytimes.com/2011/08/21/magazi
ne/do-you-suffer-from-decision-
fatigue.html?pagewanted=all&_r=2&
“Sequential choices and the apparent mental
depletion that they evoke also increase
people's tendency to simplify decisions by
accepting the status quo”
“German car buyers, for instance, were more
likely to accept the default attribute level
offered by a manufacturer later in a sequence
of attribute decisions than earlier, particularly
when these choices followed decisions
between many alternatives that had required
more mental resources to evaluate.”
Order and timing - Profit Booster
Screen Shot 2015-05-31 at 3.49.24 PM.png
27. Car dealers have done packaging for a while
now as in which trim of the car you’d like to
buy. And packaging many decisions into one
selection of trim and price point.
Package many decisions into
one
28. Car dealers have done packaging for a while
now as in which trim of the car you’d like to
buy. And packaging many decisions into one
selection of trim and price point.
Package many decisions into
one
29. Instead of having to pick each furniture piece
and their style, you can package them up into
limited choices of overall style.
Image source : screenshot from
http://www.havenly.com/
Package many decisions into
one
30. Instead of having to pick each furniture piece
and their style, you can package them up into
limited choices of overall style.
Image source : screenshot from
http://www.havenly.com/
Package many decisions into
one
31. Instead of having to pick each furniture piece
and their style, you can package them up into
limited choices of overall style.
Image source : screenshot from
http://www.havenly.com/
Package many decisions into
one
32. When you don’t have anything to go on, giving
a random choice as default saves the time and
bother for your user. As you collect more
information from the user and get more
context, you can start providing more
appropriate and better informed defaults later
on.
Eliminate Decisions
Choose order and timing
Package many decisions into one
Random Choice
33. Image credit : Paul Thurlby for the Guardian
“a blindfolded monkey throwing darts at a
newspaper’s financial pages could select a
portfolio that would do as well as one carefully
selected by experts” – Burton Malkiel
And they did beat the market when it was
simulated in an experiment.
http://www.cfainstitute.org/learning/products
/publications/dig/Pages/dig.v44.n1.16.aspx
Monkeys switching their brains to random
mode is discussed in this paper
http://www.cell.com/cell/abstract/S0092-
8674(14)01107-6
Random Choice - Poison Oracle
34. Image credit : Paul Thurlby for the Guardian
“a blindfolded monkey throwing darts at a
newspaper’s financial pages could select a
portfolio that would do as well as one carefully
selected by experts” – Burton Malkiel
And they did beat the market when it was
simulated in an experiment.
http://www.cfainstitute.org/learning/products
/publications/dig/Pages/dig.v44.n1.16.aspx
Monkeys switching their brains to random
mode is discussed in this paper
http://www.cell.com/cell/abstract/S0092-
8674(14)01107-6
Random choice – Malkiel’s
Monkey
Malkiel’s Monkey Strategy
35. This is not a new technique. The ancient Greek
tradition of filling some government positions
by lottery.
http://www.alamut.com/subj/artiface/deadM
edia/agoraMuseum.html
Random choice - Kleroterion
Kleroterion
36. When you don’t have anything to go on, giving
a random choice as default saves the time and
bother for your user. As you collect more
information from the user and get more
context, you can start providing more
appropriate and better informed defaults later
on.
Eliminate Decisions
Choose order and timing
Package many decisions into one
Random Choice
37. Pinterest Sign Up process 2 years ago
Image Credit – useronboarding.com
38. Pinterest sign up today - image : screenshot
from Pinterest.com
1. Reduced decisions (removed search, only
need to choose 6 categories)
2. The topics are broader (easier for user to
decide whether he/she loves or hates it)
3. Less scary to make a decision if you can fine
tunes things later
4. Use slight customization from knowing
gender to present somewhat sensible
defaults (even if a bit stereotypical)
39. Bring a piece of candy when you need to
propose a risky project to your boss!
Have questions or comments?
Twitter: @ayemoah
Thank you!
Editor's Notes
Let’s talk about decisions! How did you choose to attend this conference? What flights did you book? How did you decide to come to this talk? And how did making all these decisions impact your ability to make new ones?
My name is Moah, and today we’ll talk about the effect of cumulative decisions and how they impact your brain. I’ll show you some real world examples of how understanding decision fatigue can help us design better products for our users!
They are all impacted by decision fatigue.
2010 : Jonathan Levav of Stanford and Shai Danziger of Ben-Gurion University
He’s a criminal justice researcher. And he wanted to see if the outcome of the cases is solely determined by the facts? What are the extraneous factors that are impacting the outcomes?
1000 court rulings made by 8 judges over 50 days. These 8 judges handle about 40% of all parole requests in the country.
How much time you’ve already served. The length of the sentence across types and severity of offense, previous criminal record and race and gender.
Extraneous factors in judicial decisions PNAS Apr 2011 Full text available at : http://www.pnas.org/content/108/17/6889.full
Findings: % of favorable rulings drops gradually from ≈65% to nearly zero within each decision session and returns abruptly to ≈65% after a break.
As a parolee, your chances of getting your request approved is much higher at the very beginning of the work day or after a food break than later in a session.
Image credit : http://www.pnas.org/content/108/17/6889.figures-only
After a break, the probability of getting parole request goes back up.
Image credit : http://www.pnas.org/content/108/17/6889.figures-only
Again after a lunch break, similar pattern happens.
Image credit : http://www.pnas.org/content/108/17/6889.figures-only
The order the case is presented to the judge has a lot more to do with whether a prisoner gets his parole granted.
Or is it something more? As a judge, you are making decisions! Having to repeatedly make decisions makes the judges more susceptible to accept the default. the safe choice. the status quo. “Deny the request.” ultimate energy saver: do nothing.
the explanation behind is why the judges are making harder decisions after a meal is
linked to glucose level. It’s physical and why it’s related to food breaks.
Every decision depletes willpower
Willpower is finite
Lower willpower leads to suboptimal decisions
More research on will power depletion, self control and blood glucose by Galliot and Baumeister : http://psr.sagepub.com/content/11/4/303.full.pdf+html
Setting a prisoner free vs. picking your toothpaste or shampoo
A different study asking people to choose which color pen they would like depletes their glucose level
even micro decisions matter.
Magnitude of decisions doesn’t matter.. Even considering and having to make ‘faux’ decisions still makes you fatigued.
Booking flights
Buying a laptop or any device with options
Setting up a new account
Picking a restaurant
Getting coffee used to only involve “Do I want coffee? Do I have 5c?”
Now, you have to decide what type of coffee, what size, what special flavors you want to add. It’s a decision matrix.
Picking a restaurant now involves picking which review site you want to trust? How do you sort/filter? What about what dish to order?
Why should you care if people are having decision fatigue?
They will abandon what they are doing. Cart abandonment. Sign up abandonment.
They will also make bad decisions and choices that make your service/product less useful
Intro to personal background. Born and raised in Burma. Studied CS at MIT. Worked as UX designer for 5 years. Started Baydin as a co-founder and we make email productivity tools. Everyone kind of sees their inboxes as unlimited supply of decisions to be made. The more I researched about productivity and daily habits for people, the more decision fatigue keeps coming up.
Techniques to dealing with decision fatigue
Eliminate decisions
Choose order and timing
Package many decisions into one
Random choice
Online dating has become easier on people by reducing decisions you have to make : Going from okcupid – choosing which profile to view, message, set up a date to Tinder where you choose just yes or no from a picture.
Now it’s moved on to services like Whim http://www.trywhim.com/ -- even less decisions
Any day you want to go on a date, Whim gives you 3-5 algorithmically selected date possibilities. “You'll review and say yes/no to each one. At 6 pm we'll ping you and one of the people you liked, suggesting a time and place to meet up that same evening.” source : http://www.dailydot.com/technology/whim-dating-app-same-day-instant-date/
See startups doing subscription services that aim to eliminate decisions for you like Plated and many meals in a box delivery businesses.
Busy mom with no time to shop for your kids’ craft.. The rise of subscription boxes is a way for really busy people to cope with decision fatigue.
Are the boxes the best deal you can get? Probably not. They are probably not the optimal buying choices you can make. Yet they suffice your needs. They are good enough for you to get stuff done and get your needs met without you spending a ton of time.
Order and timing really matters for two reasons.
1. The later it gets in the series of decisions you have to make, the more likely the user will accept the given defaults or worse, they abandon. So you should order major decisions that matter early on. Things that shouldn’t matter for your users should be decided later and make sure you give them sensible defaults.
2. Will power depletion can be reversed if the user has a chance to replenish the reserve somehow. If possible, let things wait and don’t bombard your users to make all the decisions right away.
Executive function can be restored and mental fatigue overcome, in part, by interventions such as viewing scenes of nature , short rest , experiencing positive mood, and increasing glucose levels in the body.
Twitter optimizes for the number of people you follow as their primary onboarding metrics. To do that, they want to know what topics you’re interested in. They even provide a hard to mess up default “Popular accounts” already checked as the step 2 of their process. So if you don’t want to decide what topics you care about, you’re not stuck – you can just click Continue.
Again, already pre-selected 40 accounts for you to follow. You don’t have to decide anything if you don’t want to but they would rather you spend your willpower on selecting which accounts you follow rather than what profile pic you use (which is the last step of the process).
This can be taken advantage of by designers. By the time you get to second to last step, you are starting to get tired, Twitter puts “Invite your friends” as the primary default action since you will have less willpower to find a non-default link to skip that step. Then at the very end, they make it easy for you to start reading and interacting with the product without forcing to choose a profile pic or write a bio right away. They know you’re already exhausted from choosing topics and accounts to follow.
This can be taken advantage of by designers. By the time you get to second to last step, you are starting to get tired, Twitter puts “Invite your friends” as the primary default action since you will have less willpower to find a non-default link to skip that step. Then at the very end, they make it easy for you to start reading and interacting with the product without forcing to choose a profile pic or write a bio right away. They know you’re already exhausted from choosing topics and accounts to follow.
If you go to a car dealership, the more exhausted by decision fatigue, the more likely the buyer is going to agree to default choices provided by the dealer. This is where they get your money.
Source NYT article Do You Suffer From Decision Fatigue? : http://www.nytimes.com/2011/08/21/magazine/do-you-suffer-from-decision-fatigue.html?pagewanted=all&_r=2&
“Sequential choices and the apparent mental depletion that they evoke also increase people's tendency to simplify decisions by accepting the status quo”
“German car buyers, for instance, were more likely to accept the default attribute level offered by a manufacturer later in a sequence of attribute decisions than earlier, particularly when these choices followed decisions between many alternatives that had required more mental resources to evaluate.”
If you go to a car dealership, the more exhausted by decision fatigue, the more likely the buyer is going to agree to default choices provided by the dealer. This is where they get your money.
Source NYT article Do You Suffer From Decision Fatigue? : http://www.nytimes.com/2011/08/21/magazine/do-you-suffer-from-decision-fatigue.html?pagewanted=all&_r=2&
“Sequential choices and the apparent mental depletion that they evoke also increase people's tendency to simplify decisions by accepting the status quo”
“German car buyers, for instance, were more likely to accept the default attribute level offered by a manufacturer later in a sequence of attribute decisions than earlier, particularly when these choices followed decisions between many alternatives that had required more mental resources to evaluate.”
Back in 2006, I was in my mid 20s. Planning a trip to Paris for the first time. I didn’t have much responsibility or decisions to make at work. So after work every night, I looked forward to planning my trip. I read endless reviews on which hotels, what restaurants and which museums. Kayak probably gave me 100 potential flight options that work, 50 to 100 hotels to comb through and read a dozen reviews for each of them before narrowing them down. Same with activities and sight seeing. I was able to customize my trip and pick one of the 100 k options.
Now that I am in my 30s and I am a co-founder at a startup. Making decisions is a major part of my work hours. And when I get home, I am done. I don’t want to make any more decisions. Thinking about planning a vacation trip with 100 thousand options to choose from is overwhelming. Maybe it might just be I am selling out. Or I am suffering the affects of decision fatigue in my daily life. Last year’s vacation with my husband, I decided to go with an all inclusive deal.
Instead of having to pick each furniture piece and their style, you can package them up into limited choices of overall style.
Image source : screenshot from http://www.havenly.com/
http://wealthfront.com
Looks great! Open my account >> an easy button to click.
I don’t have to understand what an index fund is or how much do I want in stocks vs bonds? They are now packaged together.
When you don’t have anything to go on, giving a random choice as default saves the time and bother for your user. As you collect more information from the user and get more context, you can start providing more appropriate and better informed defaults later on.
Image credit : Paul Thurlby for the Guardian
In central African cultures, they have a system called The Poison Oracle.
Survive – Yes, Die – No
Clearly that’s rather cruel to the chicken that are force fed poison for no good reason.
“a blindfolded monkey throwing darts at a newspaper’s financial pages could select a portfolio that would do as well as one carefully selected by experts” – Burton Malkiel
And they did beat the market when it was simulated in an experiment. http://www.cfainstitute.org/learning/products/publications/dig/Pages/dig.v44.n1.16.aspx
Monkeys switching their brains to random mode is discussed in this paper http://www.cell.com/cell/abstract/S0092-8674(14)01107-6
Image credit : Paul Thurlby for the Guardian
In central African cultures, they have a system called The Poison Oracle.
Survive – Yes, Die – No
Clearly that’s rather cruel to the chicken that are force fed poison for no good reason.
“a blindfolded monkey throwing darts at a newspaper’s financial pages could select a portfolio that would do as well as one carefully selected by experts” – Burton Malkiel
And they did beat the market when it was simulated in an experiment. http://www.cfainstitute.org/learning/products/publications/dig/Pages/dig.v44.n1.16.aspx
Monkeys switching their brains to random mode is discussed in this paper http://www.cell.com/cell/abstract/S0092-8674(14)01107-6
This is not a new technique. The ancient Greek tradition of filling some government positions by lottery. http://www.alamut.com/subj/artiface/deadMedia/agoraMuseum.html
Pinterest Sign Up process 2 years ago
Image Credit – useronboarding.com
Pinterest sign up today - image : screenshot from Pinterest.com
Reduced decisions (removed search, only need to choose 6 categories)
The topics are broader (easier for user to decide whether he/she loves or hates it)
Less scary to make a decision if you can fine tunes things later
Use slight customization from knowing gender to present somewhat sensible defaults (even if a bit stereotypical)
Bring a piece of candy when you need to propose a risky project to your boss!