Finding Mastery with Dr. Michael Gervais - Frameworks for Better Decision Making | Dr. Eric Johnson
Episode Date: March 9, 2022This week’s conversation is with Dr. Eric Johnson, a Norman Eig Professor of Business, and Director of the Center for Decision Sciences at the Columbia Business School. He has been the... President of the Society for Judgment and Decision-Making and the Society for Neuroeconomics. His academic awards include the Distinguished Scientific Achievement Award of the Society for Consumer Psychology, Fellow of the Association of Consumer Research, and an honorary doctorate in behavioral economics from the University of St. Gallen in Switzerland.Eric’s research examines the interface between Behavioral Decision Research, Economics and the decisions made by consumers, managers, and their implications for public policy, markets and marketing.Among other topics, Eric has explored how the way options are presented to decision-makers affect their choices in areas such as organ donation, the choice of environmentally friendly products, and investments. I wanted to have Eric on because I read his latest book, “The Elements of Choice: Why the Way We Decide Matters” – Decisions and microdecisions are one of our greatest human privileges. It is our choices that ultimately reveal who we are. Eric has spent his life understanding the frameworks for decision making – how we set conditions, and how conditions influence us. You’ll be fascinated by what Eric has to share about decision making._________________Subscribe to our Youtube Channel for more powerful conversations at the intersection of high performance, leadership, and meaning: https://www.youtube.com/c/FindingMasteryGet exclusive discounts and support our amazing sponsors! Go to: https://findingmastery.com/sponsors/Subscribe to the Finding Mastery newsletter for weekly high performance insights: https://www.findingmastery.com/newsletter Download Dr. Mike's Morning Mindset Routine! https://www.findingmastery.com/morningmindsetFollow us on Instagram, LinkedIn, and X.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
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heuristics to make choices and they do well most of the time. I mean, that's, you know, sort of
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System two does the math or does much more complex thinking.
And we would freeze if we always use system two.
So system one is very important. But a lot of the shortcuts have blind spots.
Welcome. This is the Finding Mastery Podcast, and I'm Michael Gervais by trade and training,
a sport and performance psychologist. And I am fortunate to work with some of the most
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davidprotein.com slash finding mastery. Now this week's conversation is with Dr. Eric Johnson.
He's the director of the Center for Decision Sciences at the Columbia Business School.
He's also a professor at the school. He has been the president of the Center for Decision Sciences at the Columbia Business School. He's also a professor at the school.
He has been the president of the Society for Judgment and Decision Making and the Society
for Neuroeconomics.
Eric's research examines the interface between behavioral decision research, economics, and
the decisions made by consumers, managers, and their implications for public policy,
markets, and marketing.
So among other topics, he's also explored how the way options are presented to decision makers,
how those options affect their choices in areas such as organ donation, the choice of
environmental-friendly products, as well as investments. So I wanted to have Eric on because
I read his latest book, The Elements of Choice, Why the Way We Decide Matters. So decisions and micro decisions
are one of our great human privileges. It is our choices that ultimately reveal who we are.
And Eric has spent his life understanding the frameworks for decision-making,
how we set conditions and how the conditions influence us.
So I'm fascinated by the decision-making process, that small little quiet thing that
happens inside of us that we align our thoughts, we make a choice, and then we act accordingly.
Like that process is materially important for you becoming your very best. And the conditions that are at play for that sometimes seem below our available conscious.
Understanding how those conditions also are impacting our decisions is really important.
So I think you're going to be fascinated by what Eric has to share about the decision
making meshed network that we're all engrossed in.
So I'm excited to introduce Eric
to you. So with that, let's jump right into this week's conversation with Dr. Eric Johnson.
Eric, how are you? I'm doing very well, Michael. How are you?
I've been looking forward to this conversation. I'm excited. So thank you in advance.
Good. I am too.
Let's start with a quick flyover of the chapters of your life.
And the reason I want to do that is to set the context a bit for what we're going to
talk about later, which is becoming a designer and a chooser in your decisions.
So the architecture of decisions.
Sure.
Absolutely.
I grew up in a working class suburb in New Jersey, very insular in lots of
ways. Going into New York City was something I started doing at 16. It was a wide, wide opener
of my mind. Went to high school, sort of Catholic high school, then went off to college. And that
was actually really important for me because I discovered that people did serious things like research and I discovered I sort of liked that a lot. And I ended up majoring in a major, I kiddingly say,
is the thing that all the football players major in, which is human communications.
But in my, at Rutgers, that was actually a great excuse to take courses all over the place without
a minimum, with a minimum of requirements. I also discovered I could play string bass
and actually worked as a musician for a while about that time.
Then it got time to go to graduate school
and went to Pittsburgh and Carnegie Mellon,
where I was very lucky to work with one of the first,
in fact, the first Nobel laureate from psychology and economics.
That was a gentleman named Herbert Simon.
And then I had to get a job, which seemed like it would be daunting, but I was lucky enough to do a postdoctoral fellowship with someone who is actually pretty well known in the field, who was Amos Tversky.
You might know Kahneman Tversky.
So I got to spend a year there.
And then I really had to get a job.
I ended up going back to Carnegie Mellon, then Wharton at the University of Pennsylvania.
I had a great time, had wonderful colleagues and research assistants, then finally ended up going to Columbia about 20 years ago.
Oh my goodness. Okay. So was higher education always part of the family appreciation for the
next step after high school? Or is this something that you're carving new territory,
new uncharted territory? I think I'm the first, not the only now, but the first
of my big set of cousins, which is 32. So that's a big set to actually have graduated from college.
Now others have done that. Wait, wait, wait, wait, Eric, you have 32 cousins?
Yeah. Well, one side of the family is Irish Catholic, and that explains a lot of it.
And my mother was one of seven children.
So you can do the math.
Yeah.
Okay.
So what was it like having so many aunts and uncles and cousins around?
It was interesting.
They were geographically dispersed.
So there were sets that we saw every weekend, every
other weekend, and others we saw rarely.
But that was a big occasion when the North Carolina cousins or we would go to Scranton,
Pennsylvania, which is where other cousins were.
So the extended family was big and large and important.
All right, very cool.
So your book is...
I loved your book. I love the simplicity. I love the
design thinking. I love the, you're a systems thinker. And at the same time, you don't lose
or untether the intimacy of how decisions are made or the people involved in it. And so I loved your book. And so I'm excited because, you know, like in today's world, we have
more options than, than I had when I was a kid. And so I, decisions are hard for people,
for me sometimes too. And part of it is the way they're presented. And, you know,
you've illuminated that, but even from But even from the dating rhythms to options of
a restaurant to what am I going to wear to an event, to dinner or something, and even what
groceries that I'm buying and you illuminate all of those. And so can you just start with
why you were fascinated by the architecture of decisions? Can you just start
there? And then hopefully we can drill right into some of your systems thinking.
Sure. Thanks. One of the things that struck me is that when I was making choices about colleges,
I saw kids who were very bright decide, I'm going to go to the community college.
And other kids who were about the same decide
they would try, you know, for IVs and other things. I was really interested in why they did
that. You know, I, I had, I had a very small set and I was very lucky. I hit, hit it off very much
with some, some folks. It was a very, Rutgers was a very good place for me, but what was interesting
is people ended up with different
choice sets, you know, different, you know, I'm going to go to either X, Y, or Z, or I'm going to
go to, you know, Harvard, Swarthmore, Yale, you know, those are the kinds of choices. And how did
those choice sets come to be and how did they decide that's how they were going to limit
themselves? So then I was lucky enough to, when I ended up at Carnegie Mellon, it's really interesting.
There was one of the origins of artificial intelligence and the idea that people were limited information processors.
Herb Simon won the Nobel Prize for the idea of bounded rationality.
That when you think about choice, you don't think about every possible option.
You don't think about every possible attribute of those options. You think about some of them. And so again, the fascination was how does that happen?
It happens for experts. It happens for novices. It happens for all sorts of people.
So that was sort of the origin of my interest. And I was just very lucky to
go from one really good place to another throughout my career.
Okay. Makes sense. So there was an influence
based on the folks that you were studying with and under at some point. Or was this
an original fascination that you brought into your professors?
It's hard to say because I had the fascination. They fed that fascination. But certainly,
the idea that you can change what people choose by changing how you pose it to them,
I think is something that was in the air. My contribution might be to turn that from
saying that's something you can do to show how people make choices. To change it, that's how
you can help people make better choices. Yeah, because there's a benevolence to what you just said, and there's also a Machiavellian
approach here, which is the manipulation of holding back or positioning information
to help guide somebody to make the decision you want them to make.
And even architecting it in a way where you can manipulate that you know the decision
that they're likely to make.
And so maybe we can start with, let's get flat-footed on the benevolence part of it.
And so start there with what makes a decision hard?
I think two things.
One, I don't talk as much about in the book, but it's obvious,
which is when you have conflicting goals. So the one example I do talk about, which I like is,
you know, when we choose what to eat, we want something that's delicious, filling,
sweet, or, you know, and we also want something that will make us help us be felt.
Now that's a conflict that many of our decisions have. And those are the ones that are
more open to be affected by the way they're presented. Another thing is just things like
the number of options. You can do a lot to make the same choice hard or easy. You can add more
options. You can make the numbers used to describe them hard to process. You can use fonts that are
hard to read. It's something, I think we all want choices you can use fonts that are hard to read it's it's something
you know i think we all want choices that are fluent that are easy that flow fluent means flow
and that's the other thing lack of fluency makes choices hard
and you suggested that competing interests or competing goals i found've found, and I can't point to the science here,
but I'm sure it's probably tip of tongue for you, but one of the hardest decision inflection points
is when I need to decide between two things that are both favorable or two things that are
just about equally unfavorable. So that makes it a harder decision as opposed to the,
you know, one choice is clearly better than the other.
And so can you remind me of some of that psychology?
And the other thing I would add to that is it's easy if they were identical, right? If it was like a vacation to Las Vegas and a vacation to Tahoe, that's one of your goals.
But if they were very similar, that would be easier.
But if it's a vacation in Las Vegas or it's a vacation in Rocky Mountain
National Park, when they're both attractive and equally attractive but similar, it's easy.
When they're equally attractive and very different, it's harder because that's where
the trade-off with goals happens. Got it. Okay. That makes sense. That
helps clarify it. Okay. You also talked about what
makes a good decision. And so can you speak about accuracy as one of the indicators of a good
decision? Now, this is something that the idea of being fluent is sort of what designers do.
Typically, when you have someone who is a human factors expert, they make the decision
flow easy. But there's a second part of that, which is making the decision accurate. That is one that we'll be happy with in the future. And that's hard.
Philosophers have thought about that for many years. And I think about a couple of things.
One is it's pretty clear that a good decision should be consistent. That if I flip an attribute
or describe something differently, you should pick the same thing. That would be bad
because if someone can flip your choices easily, they can exploit you to come back to an earlier
theme. Second thing is sometimes you make choices where when you look at it, the thing you choose
is worse on every dimension. So let me give you an example. Picking things like health insurance.
Lots of people have very confused by that decision. And there's lots of nice research that shows that people pick policies that are the same as others, but just more expensive. So you're paying more for the same coverage. I think everybody would of getting an accurate choice is quite clear when you think about that. When you're picking an option that's bad on every dimension, then you know you're making
an error.
Okay.
That's really cool.
And just to be incredibly concrete, you are talking about having a couple choices to choose
from.
Too many is a problem.
Not enough is too restricting.
So let's just say, I can't remember, but is it between three and five?
Probably three is the ideal bundle of choices to choose from.
Let's talk about that more in a second, but let's say it was three.
Okay, let's say it's three.
And let's be concrete.
That's great.
Okay.
And then underneath each one of them, you can manipulate how much information you give and you can manipulate
the order of the information you give it. And you can also manipulate the way that you present
the information as leading with the favorability of the product or service or leading with the
absence of the favorability. And that's super non-concrete and you use the
better example of, uh, the concrete example of, um, fat in hamburger. And so do I have that
framing, right? That those are, that's what you would basically AB test.
Yeah. I mean, you would have all sorts of things you could do, including I'd argue the number of
options, not is not written as three, but that's a discussion
maybe we should just postpone a little bit. But yeah, you're the designer. And as a designer,
you basically get to make lots of choices about how that information is presented to somebody.
So the example that is due to a psychologist who was doing these studies in the 80s in Iowa,
he described hamburger as either 70% lean or 30% fat. Now,
it doesn't take much to realize those are the same thing. It's just one emphasizes one half
of the attribute, the other emphasizes the other. And people would think the fat tasted better than
the lean. They pay more for the lean than the fat. It's really quite incredible. Even if they tasted it, they had that
effect. So if I wanted to present information in a way that was compelling to help somebody make
a choice that I'm less interested in, this is the Machiavellian, I'm less interested in them having
the benefit of the range of choices or the benefit of what's going to
accurately fit them best.
But I want them to think about, or I want them to make a decision that will be more
favorable for me.
I'm asking it this way because I don't want to be manipulated.
I don't want that.
I feel like after reading your book, I feel like I've been highly manipulated at every corner of my life, at almost every decision. So I'm trying to flip it in that way to say, getting into the minds of how people are giving me information that is manipulating my choice. But maybe you can take the designer's approach and say, how did they do it? Right. So when I first started thinking about
doing the book, I was wondering whether I should write for both designers, the people presenting
choices or choosers, the people like us who are making choices. Of course, I realized quickly
every day, we're both. You talk to your spouse, you're presenting choices. Where do we go to
dinner? What do we watch on Netflix tonight? You're a choice architect, or as I call them, a designer. At the same time, your spouse can turn to you and
say, oh, here's three vacation ideas. So we're all in both roles. And to make things simpler,
I concentrated on the decisions the designer makes. But of course, by lifting the curtain
a little bit, I think we also learn some of the tricks that designers can use.
And you talk about, this is the choice. Basically,
what we're talking about is the choice architecture. And I love the one you use
about kids in bedtime. And so this was like, so concrete. Maybe you can just walk us through.
Yeah. So this is a true story. It was a friend of mine. When I started working in the area,
I sort of said, depending upon how you present things, you can actually change people's choices. He says, ah, this is exactly what I do with my three-year-old daughter. She used to
complain about whether or not to go to bed. I would ask her, you know, do you want to go to bed?
And, you know, a fight ensued. Instead, he changed it to, do you want to fly into bed or do you want
to bounce into bed? And she would pick one and end of contest. You know, he just changed the choice set
and both his daughter was happier
because now she exercised some agency.
She made a choice and he got a lot more sleep.
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for 20% off. I i love that it's super
benevolent and it's a great tactic if you will to help provide two choices that the parent in that
case wins you know not that it's a war or anything like a competition but the child also wins because
you know children need ample sleep that being said said, can we use that to help people understand that are listening and me how to
present information to help move people down a path that you're hoping that they will move
down?
And even when I say it, it almost sounds like I'm trying to manipulate.
It's not what I want to do, but I do want to understand how this works better right so you know people accuse choice architecture of being
paternalistic and in that example it is paternalistic means it's what a parent would do
so paternalism which is basically taking agency taking freedom away from people is something that I think people take very seriously and should.
But just because you don't know about choice architecture doesn't mean you're not
exercising choice architecture. So there's lots of examples that I can think of where people are
doing it very badly. And rather than being paternalistic, they're actually hurting other
people. Let me give you an example that, you know,
it was a lot of fun to research, partly because I live in New York City. But when you're a kid in
New York City, in the eighth grade, you get to pick what high schools to apply to. And it's a
little bit like college, you get to rank order high schools. And they did this based on some
wonderful work done by a Nobel Prize winner named Al Roth, who actually, interestingly enough,
is a product of New York City schools. His parents both taught in those schools, so he knew
the environment very well. And what he invented was a method which says if kids rank and if
schools rank, the match will be the best possible. That is, if I want to go to this high school
and the high school wants me,
we're married. It's actually something that people have talked about for things like
finding residencies. And I suspect it's going to be applied to dating someday.
But that match sounds like a brilliant idea. And it's literally a Nobel prize winning genius
designed it. The problem with how it's implemented in New York is kids get a thing like an old
style telephone directory with 769 different high schools to choose from. So it's not that
they're being paternalistic, they're being anti-paternalistic or they're being bad choice
architects. And there's lots of stories of kids who basically pick randomly or pick based on where
their friends are going.
Or in the book, I talked about a young kid who's a valedictorian of his grammar school who actually picks the schools that are the most likely to graduate you, which is great,
except they're also the most competitive.
So you can get into any of them.
So unless you have a lot more resources, unless you do choice architecture, you're hurting
people.
So there's no choice architecture option. Does that help a little bit, Michael?
It does. How would you have designed that with your science?
Well, some clever sociologists did an attempt at this as a first pass. And they said, well,
we can actually simplify the choice a lot. First thing we're going to do, it turns out in New York City, there are sadly high schools that graduate less than 70% of all the kids who enter. I mean, that is just astounding and sad,
but we can eliminate those. One of the things about this choice is basically bad performing
schools get closed down because nobody goes there. So they just took those off the list
entirely. And I don't think anyone's going to regret that. So they just took those off the list entirely.
And I don't think anyone's going to regret that. Then they said, what we're going to do is then
sort of list first the schools that are within 30 minutes, because most kids think 30 minutes
is a decent commute. And so they basically got it down to 30 minutes and they sort of
then presented the kids with one sheet of paper instead of the book. They could go to the book
if they wanted to.
No choice were taken away, but they made the choice much simpler for kids.
And that at least got much better matches.
They basically matched with higher ranking schools.
They went to better schools.
So if I'm designing a website for the services that I provide for my business,
would you suggest that we ask a handful of
questions and then that directs them to a product or service that best suits based on the matching,
what they told us basically that would serve them? Would that be thoughtful design architecture?
Oh, it would be very useful. I call those choice engines in the sense that what they do,
they help you make a choice. Just like you think of a search engine helps you search a choice
engine can help you make a choice and one way of doing that is by learning a little bit about you
let's say that somebody comes to the website and they kind of have a sense of what we're doing and
and i say um i don't know what the question is, but it's something like, what would you like from us?
Or how can we help you?
Are you interested in more information around one, two, three, four, five, you know, options?
Or is it six options?
Or like, let me give you a nice example of how this can be done badly and better.
We did some work for a large German auto company who makes upscale cars. I call them
GLAM, German Large Auto Manufacturer, but you get the general idea of what kind of cars they make.
And they had a website with 56 different choices. Now it turns out Germans really care about their
cars. So things like what engine you have is really important. They got a choice of 16 different engines.
That may be too many.
But one of the things they did, which was amazing, is they had the price for each of these options.
Let's say what upholster you had in the car, always set to the cheapest.
Or for engine, it was always the smallest, cheapest engine.
Now, when I asked them, they said, well, some programmer made that decision.
Well, one thing we know about those pre-selected options, we call those defaults.
Those defaults actually get picked more often than if they're not pre-checked.
And so what they were doing is essentially selling people cars that had cheaper seats,
smaller engines than they would have picked if they hadn't pre-checked it.
So to your point of choice architecture has an influence, whether it's done by a programmer who doesn't know what they're doing or a highly sophisticated executive, that's going to have an influence.
Now, to get to your point about making this a choice engine and making it something where people were customized, it turns out there are certain constellations of attributes.
So if I were to say, Michael, you're buying a car for yourself, it's going to be one that you drive on weekends.
Don't worry about the kid seats.
You could tell me a lot about the car.
We have a pretty fast engine, probably have manual transmission.
It might be convertible.
You could tell me a lot of that.
So what we did was for them is they just asked, what kind of car do you want?
Not the whole set of 56 questions, but basically a family vehicle, a sporty vehicle, you know?
And once you did that, they set the defaults to the best option,
or at least a good guess of what the best option is for every person. So what they did was basically,
as opposed to somebody saying, here, were you born in 1956, 1957, 1958, blah, blah, blah.
What they did was basically say, here are four engines. This one we think is best for you,
but knock yourself out. Change it.
Buy something more expensive.
Buy something that's expensive.
And their consumers were actually much happier that way.
And it turns out they sold cars for them, which was great, which are slightly more expensive and presumably more profitable.
So they help by using charge-to-electricity.
They help their consumers and they help themselves.
Okay.
Which is the win-win.
You've made that point clearly in your writing, that that's the goal.
So how many questions?
If they're really good questions to get to know somebody to help them make a choice.
So sometimes I fight back to the questions like that because it's sort of like saying,
how many engines should an airplane have? And it's going to depend, is it a cargo jet?
But let me work with this for you. I mean, if there are questions that someone understands
why you're asking them, that's an important thing. So let me give you a simple case.
Retirement. Most people who don't know much about
finance end up in something called a target date fund. This is a fund. It's actually the default
option in most retirement plans. What is it called?
A target date fund. Let me explain that to you because it's a marvelous concept.
Essentially, in finance, what you're supposed to do is basically start out mostly in stocks.
As you get older, shift to less risky investments.
Because at 25, you have a lot of time.
If the market goes down, it will go up again.
But if you're 64 and you're going to retire in a year, not so much.
Now, it turns out most people don't do that rebalancing.
They basically buy stocks and sit on them, no matter what Jim Cramer says.
That's really what is going on.
And so what they do is they ask you one question, which is, how old are you?
Hopefully not every year, but they ask you that question.
They can say, for someone of your age who's likely to retire at 65, we're going to put you in a target date fund that
will do that automatically for you. They ask one question and it makes a huge difference in
essentially the outcomes people have because they will automatically change your balance
between stocks and bonds, making them more conservative, less likely to have a big loss
as you get closer to your age. So one question can be enough. Not always, but it can help.
Yeah. And I understand the ridiculousness of that question with lack of context because
psychological assessments, let's say we're going to screen for suicide. Well, there's one question
that trumps all others. do you want to kill yourself right
now right right and and i don't want to be callous in any way but that is the question whether you're
in person or paper pencil or digital that we're trying to understand and then all of the other
questions if the answer is no it's to understand risk you know do you have a plan have you thought
about it do you have the means and and and so so
i understand the ridiculousness of the reduction question but i was wondering if back to an
original point we talked about earlier number of choices being bundled and the number of questions
that there's a a fatigue i was wondering if um people get fatigued after a certain number of questions, like, give
me the options.
Like, I just want the options.
So that was maybe a more nuanced way of asking that question.
Yeah, and I think you had asked earlier, and so this is maybe a good time to talk about
even how many options to present, not just in terms of making the choice engine smarter,
but just how many high schools should I present the poor little kid who's making this choice engine smarter but just how many high schools should i present poor little kid the poor little kid who's making this choice um three in that case is probably not enough
because there's a broad variety of high schools there's you know schools for foreign arts schools
for electronics you end up going to a great school which turns out that was uh essentially for people
who were doing technology human interface it was co-sponsored by IBM.
It worked out well for him.
But the thing that's interesting is you can't just present three options there.
You have to give people a broader set of choices.
So there's sort of a balancing act.
The balancing act is you're going to overwhelm people as you add choices.
But as you add choices, if you're doing it right, you're giving them more variety.
And so if I know nothing about someone and it's a paper instrument, a book, it's very hard to customize. But on the web, when I might even know stuff that you don't know about yourself,
depending upon the website, your website could know a lot. I could actually do a lot in terms of
actually generating a set in terms of actually generating
a set of options that'll be good for you.
And so if I know more about you, I can reduce the number of options.
So certainly 700 is too many.
I will say that definitely.
Okay, that's fair.
So you said something important.
This is my naivete around programming and websites is that you said the website can
know a lot about you.
Is that from making up words that I think the website can know a lot about you is that is that
from I'm making up words that I think I should know like cookies or when you enter onto a website
there's some sort of identification I would imagine of who you are but I don't really know
how this works are you saying that there's already information that comes with you to a website
or are you saying that based on the questions that you would materially wait for responses
from is the best way to gather?
Well, let's go to an extreme example, which is a company like Netflix.
Just from their internal data, they know what movies you've watched, how long you've looked
at them.
So even a company can often use their internal data.
Amazon, any of the large tech companies know a lot about Michael because
they've seen Michael's behavior.
In addition, if it's a new site, there are often, as you say, cookies and those cookies
link to other things you've done on the web.
And that's a whole nother fascinating question.
But the idea is you can actually run a choice engine, which helps people without asking
any questions because there's data that
you may know already. An airline may know that you will always fly. You always take the aisle seat.
You know, they can help you by, by, you know, making that the default.
Okay. All right. So it's like, I better understand the levers, but I still do not understand, even after reading your book, I still don't understand how to be a better architect.
And I know that you've got a decision tree or you've got a framework for helping people make better choices.
But before we get there, can you go up a level?
Because I feel like I'm down in the weeds with you too far. Can you go up a level and say, Mike, if you want to be a better architect, these are the core pillars to make sure that you're a better designer.
These are the core pillars to include.
So the two drivers, I think, your goals as a designer is A, to make the choice fluid, to make it seem easy to people.
Because if it isn't, they might not engage and they might not make a choice at all.
The second, which is actually to make it accurate, and I sort of defined accuracy,
but something that's in their best long-term interest. So for example, you want them to pick
retirement plans that will get them more money rather than less.
You want them to, if you have a, you know, if you ask them questions about what their tradeoffs are for food, you know, you probably can make sure that you can help them choose a better diet.
So, the idea, and I'm an optimist, is that a good designer is helping you make better choices.
And I'm defining that both by fluency, that is, it should be easy, and it should be accurate.
So just like a conversation is fluent, there's a pace to it, like you and I are in right now.
And fluency on making decisions is that I met with the interesting information at the right time
is that what fluency from a like a purchasing decision um standpoint is that how you think
about it's a subjective judgment do i feel do i feel like this is following do i feel like it's
easy let me give you one example of something that makes things more or less fluent. Imagine I'm giving you a price and I give you the price as, okay, let's use something
like a gym.
I could tell you it's $10 a month or in a bizarre world, I could tell you that every
time you come to the gym, we're going to charge you $1.92 an hour.
Yeah. One is much more fluent than the other, easier to understand. And that's a good example. That's a great example. Yeah. Okay.
Economists, by the way, would love the per hour pricing.
Because the math is probably better there. Yeah. And you could actually charge as a function of usage.
You know, someone who uses the gym a lot pays more than somebody who uses the gym very little.
Then if we drill down a level on fluency, you also eloquently explain trends that people tend to make when they make choices.
It's like smaller sooner versus larger later. I think that that's a really cool insight. And then the time versus money variable as well.
And so it's kind of classic, you know, this is the lotto mechanism, if you will, right? Like
some money now versus more money later. And so can you just
walk through some of those levers, smaller sooner, larger later, the time money conversation?
Right. One of the things that people study a lot in psychology and in neuroscience and in economics,
it's become sort of a really important question, is how do people make choices between smaller
rewards now versus larger rewards later?
A classic case of this is I study now for income, a better job later.
I'm teaching a group of Columbia MBAs right now, and I tell them,
you guys are giving up making income to come here and study.
The reason is you think that in the future, you're going to get a better job and make more money.
So that's the kind of choice that you study in the lab, but it's important because it's what happens in the real world all the time.
So what is fancy to phrase is called intertemporal, but it's just called choice over time.
Whoa, whoa, whoa.
Say it again.
Intertemporal choice.
Choice between time.
Intertemporal. Right. Sorry about that. choice, choice between time. Intertemporal.
Right.
Sorry about that.
No, it's good.
You can take the academic out of the institution, but not always take the words out of it, the academic.
Okay.
Intertemporal, meaning within time?
Yeah.
You're making trade-offs.
So typical question.
Let me ask your listeners, if we were live, we could have them raise their hands.
Would you prefer $50 now or $60 in four weeks?
So I can answer that question.
Yeah, go ahead.
If I need 50 bucks, I take it now.
Right.
If I've got some resources and I've got some sort of bet that I'm making that money's going to come in over time, then I wait.
Even among my Columbia MBA students who presumably have some resources, about half of them pick the $50 now.
And when you go to more broad samples, you find that. Now, there's an interest rate there, by the way, implied.
And that interest rate is like 120%.
Let's break that down.
So imagine I was taking the $60 in four weeks.
Okay.
Now, that would seem to be a fine thing to do.
The $50 now is the equivalent of taking out a loan for 120% interest.
Actually, if you do the math, it's as if you're demanding 120% interest to wait.
So the way of thinking about this is you have $50 now, Michael, how much would I have to offer you
to wait four weeks? And you say $60. I say, that's 118% rate
of return. You're crazy. Imagine putting this investment. I gave you $50 now. Would you really
expect to have $60 in four weeks? That would be an amazing investment. Right. Yeah. Yeah. Okay.
So people choose the smaller sooner at a higher rate when larger later, the calculus for larger
later is based on what?
It's basically saying that if you gave up the advantage of the larger later, the $60,
is that you will have more money.
In fact, if you could borrow money, let's say you needed $50 now,
like you were saying, Michael, if you could borrow money, 21% against your credit card,
you'd be much better off because in four weeks, a measly four weeks, you're going to get $60.
Credit cards only charge you $21. But in that time you pay back the $50 plus interest, you know, $52, and now
you have 60.
So you really should be waiting in that case.
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That's calderalab, C-A-L-D-E-R-L-A-B.com slash finding mastery. On that note, can you talk about
load shedding? So when we're overwhelmed, right? I love the phrase when we're overwhelmed, we want, we, there's a craving to shed load.
And so can you, can you talk about some of those, um, the impact, what that is and the impact of
that in making decisions? Sure. So if you're faced with a choice and the choice is difficult
and you know, the example I, I love from the book, I love it in part because I have an apartment that
has a view of the Hudson and I would have actually seen Sully Sullenberger. That's the pilot who's
famously played by Tom Hanks in the geese had hit the engine,
if you all remember that. And what happened is basically he had to choose whether he goes to
one of three places, the river, another airport, or back to LaGuardia. And he uses the phrase,
which he says, I load shed immediately he immediately
figured out what the most important attribute was and that was to save lives he was perfectly
willing to choose to lose the airplane but he was really helped and this is how choice architecture
can really help load shed there was a nice little gauge that told him look if you fly at this angle
you're going to go this far.
And it made it much simpler. He didn't have to do the calculations in his head.
And as a result, he had time to think a little bit more. He load shed. In the electric industry,
power generation industry, that's exactly what people do. If there's a shortage of power, they turn out the power to the aluminum smelter and don't have the power cut off
to the hospital because one is more important than the other. And what he did was basically say,
I know I've been to New York. I've been to see around 42nd Street. On this day, the weather was
19 degrees air temperature. So you don't want to be in the Hudson River when there's 19, unless
you're going to get saved very quickly. And he said, I know that's where the city police keep all the fireboats.
I know that's where there's lots of ferries.
So if I land there, he had the time to think about this.
If I land there, we're going to get rescued very quickly.
And so he load shed, decide what his priorities are.
And with this gauge called the airspeed tape, he actually was able to actually
land the aircraft on the water. Why is that load shedding? What was he using to shed
the load that he was carrying? Was the load the anxiousness and the intensity of decisions?
I think the load was he had lots of considerations when we talked about the qualities
of options. So he had one which was saving lives, another was saving the aircraft,
no doubt there were others, but he could concentrate on the one he cared about.
He load shed to concentrate on saving lives.
And so, okay, we know from a pressure standpoint, from an activated sympathetic nervous system,
that we choose speed over accuracy.
And I think the way that I interpreted your findings
in the story is that one way to increase accuracy versus speed so we're
you know with pressure which is speed over accuracy one way to increase uh the ability to
be accurate is to is to shed the load of all of the decisions that you might have to make so
hit some priorities and then keep stacking those
decisions based on the core priorities. Is that close to being right?
That is. And I think the other thing I would add to that is that the beauty of a good choice
architecture of good design, it helps you do that. So there was just one gauge that helped him.
Actually, he didn't have to do calculations. He didn't have to think about,
oh, if I fly at this angle, I'm going to be going this far. The gauge told him that.
And it did load shedding for him. It let him think about other things. That choice architecture
helps you load shed. It basically frees up mental resources so that you can actually
think about the heart of the matter. So that you can attend to the
more important, less mundane decisions that need to be made.
Exactly.
Okay.
So the way that I think about it as a psychologist is that the load shedding also was done when his priorities were clear.
So he was working from first principles, ship, reputation, lives. reputation lives and so he already valued lives and evidenced by the the his ability to make that
decision maybe we would say most people would do that just that but if it's not clear it's harder
to get to the actions that would flow from that first principle so i love that you talk about
the structure of being able to make these decisions. And I also think that when we're clear about our first principles, that when we feel that constriction, call it pressure, when we feel it and the first principles are evident, that the downstream decisions or the micro decisions that we make become more clear. Would you agree with that? I would. And I would suggest that just to bring it back to choice architecture,
that the design of what you're looking at, imagine you're in that situation,
there's not a gauge that says, here's a probability of having everybody live,
but there was such a thing. Having a metric that's close to that core principle
would be really important. That is, you manage to what
you see, and what's more important is actually what you see is what is easiest to think about.
Okay. If you were to design a set of questions to help people become clear on their first principles,
so you're designing something to give them a choice for clarity.
How would you go about structuring that? Now, I'm not necessarily looking for the exact questions
by any means, but is there a God or no God? I mean, would you ask it concretely like that?
Or how would you go about designing that type of thought structure yeah i'm not sure i'm
going to weigh in on on the existence of a higher power but no no no that was just that was meant to
yeah you know do you like blue cars or red cars could we could use we could use anything here but
there's so many options for first principles that's. And one of the ways of resolving that
is to actually give yourself, put yourself in the situation where you have two options that
differ a lot and think about how you would feel in each of them. So do I want to go to a
small college or a big college? Now I could think, I could think about, do I like this school
or that school? But I also could say, how do I feel about being in a place where there are only
1200 kids versus a place where there's 20,000 kids? But first we have to assume that the person
wants to go to college because there's, I'm getting down to much more concrete. I agree.
Okay. Yeah. So that's where I get a little overwhelmed is of all of the, of all of the choices that
you and I have to, to be able to make a decision about which words we're going to string together
to make a sentence.
There is some, there is some architecture behind that, that is informing where you're
choosing, choosing words and where I'm choosing words to have hopefully a fluent conversation. And I'm just trying to understand from that perspective, if we're to help people in a way
to design a structure for them to be more clear about what matters most to them,
the white page doesn't work. Like a blank page doesn't work. It becomes overwhelming.
And so just a couple principles that you would
employ to get closer to designing something for clarity for folks.
So, I think I would still go back to thinking about what I feel about relatively concrete
options. I mean, it's one thing to think about what's the role of material comfort in your life?
Well, that's a really hard question to answer.
But to say, how do you think you'll feel about this kind of life versus that kind of life?
That's much easier to think about.
And it turns out people aren't particularly good, by the way, at guessing
how they'll feel about their future.
They adapt, but at least that gives them a hand thinking about what the trade-offs are.
It's better than just assuming the blind life of just, I'm going to assume I'm going to
make more money and more money and more money without ever questioning that assumption.
Okay.
So this is somewhat related to load shedding, but then can you just quickly talk about cognitive shortcuts and the biases that we make to make quick decisions, I guess?
So there's been 30, 40 years of research on the idea that we use shortcuts or heuristics
to make choices, and they do well most of the time. I mean, that's sort of how we get through
life. Danny Kahneman famously coined the term system one versus system two.
System one is this automatic system that uses shortcuts. System two does the math or does
much more complex thinking. And we would freeze if we always use system two. So system one is
very important. But a lot of the shortcuts have blind spots. So let me give you one example,
which is actually going to come back to our conversation about how many options.
So one of the reasons, in addition, people just freezing is when you give people too many options, they adopt a shortcut.
So one of the things that I thought a lot about is dating sites.
Now, I'm happily married.
So this is all for the sake of research,
but there are dating sites, Tinder being one of them, that give you an infinite number of options
and you might think that's great. There's another website that when it was started, it was started by three Korean women called Coffee Meets Bagel. And the goal was to make
a site for women. And that presented you originally with just one option a day.
So you might think, you know, they're presenting dates.
How could they differ?
Well, on Tinder, people use a shortcut, which is called let's look at the picture.
And they don't look at the other information.
They don't look at somebody's profile, where they live, what they're looking for.
And that's probably pretty relevant information
in many cases. And some people will tell me that the pictures you see on something like Tinder are
not exactly honest. So you're looking at a bad piece of-
Somebody told you.
Somebody told you, yeah. I've been told. And long story short, people basically
get unhappy on Tinder because they keep flipping, flipping,
flipping. And there's even a term from urban dictionary, they call it Tinder thumb. And
that's the feeling of annui, of lostness, you feel, with too many options. Now in coffee meets
bagel, if you're stuck, you have to actually look at the other attributes. And that makes you
not use heuristic, but actually think about, well, this person actually seems interesting.
It's a very different way of thinking. It's much more system two way of thinking. So these shortcuts
actually happen in part because of bad choice architecture.
And then you also picked up something in the book about some of these shortcuts is that people are
not always honest. So if you're going to make a shortcut, and we make shortcuts all the time, when we're overwhelmed with something, we rely
on shortcuts to move with speed and accuracy, usually choosing speed over accuracy, if I have
it right. And you also said that, I can't remember the data or the number, but males sometimes don't
put their height down. Surprise,
surprise. They're accurate, they're accurate height. And so if you're going to gate out information so that you're not going to choose a shortcut non-consciously or consciously make
the shortcut. And one of the things that you're going to gate out is like, you're going to limit.
I only want, what was the example using the book, like six foot and above or six, two and above or
something like that. It might be a chance that you've got somebody that's five,
nine that says that they're six foot. And then all of a sudden now you're dating a liar.
And the taller they are, the more likely they are to be a liar.
That is too funny. And so that is not actually an accurate statement, right? But it is that
people, it doesn't mean that taller people are liars, but in your words, how do you get to that statement?
Yeah. The line I like is that if you choose to, and so backwards, because it's important,
women tend to want men who are taller than they are, at least some women. This research,
by the way, they actually watched people using the website. So they actually saw what people had seen. So it's almost like eye tracking. And women, they've discovered want men who are at
least three inches taller than they are so they can wear heels. Now, the problem is if to get
three inches taller, men are lying. It turns out the women will end up with dates that don't measure up.
Eric, you also talked about who's the famous actor that you brought up that if he's 5'11", you've just gated out one of the most attractive men in the world, right?
George Clooney is the person.
That's a good example.
We're not making a trade-off, right?
You're using height as a cutoff.
That's right.
Yeah.
Okay.
All right.
So listen, let's wrap it up. I've got one intimate question and then one more mechanical. So let's start with
the mechanical, which is, are you familiar with Jeff Bezos decision-making process?
Not deeply. No.
So I attribute it to him and I'll have to go back and make sure that this is accurate
but the idea is one way and two-way doors so one-way decisions and two-way decisions so
one-way decision is there's no coming back you bought the farm and nobody wants the farm
you know like it's a one-way decision you put you've chipped all in and a two-way is like oh well we can try this for a little bit and then we can swing back around it's no big deal and like it's a one-way decision you've chipped all in. And a two-way is like, oh, well, we can try this for a little bit and then we can swing
back around.
It's no big deal.
And so it's more of a revolving door.
And so what do you think of that as a framework for decision making?
It's interesting because it's important because it brings to mind the fact that decisions
can be undoable or not.
And you have to think about those in very different ways. Heuristics are not particularly useful when you're making one-door decisions.
That's exactly. So this was his way of saying this was the framing to get to speed
and accuracy, the grail if you will. So if it's a two-way decision, speed. If it's a one, one way door, we need accuracy. And so it's a way to slow down or,
or move with speed. So I really liked the framing and I just, you know, I wanted to get your take
on it. It brings up a really important point, which is what decisions are ones that you should
really work hard on and what ones aren't as important.
Which ones should you... Okay. What are some of those? Now we're getting into your framework of having choice. So what are some of those? That's great.
I think it's interesting because there's a mismatch sometimes between the decision that really should be given a lot of effort and the ones we do.
Retirement planning is a great example of this.
Most people hate to think about it because it's not very fluid.
You have to think of all these terms or thinking about health insurance.
There are a broad range of decisions that I think we think of as being important,
but because they're very hard, they're not fluent, we tend not to engage in them.
And so one of the things I would try and do is make those decisions either easier, more
fluent, or get the right default so that if I don't engage, you get the right option.
Much like the retirement plan, it used to be the case there was no default,
and so people saved nothing. Now, by giving people a default of saving three or four or 5%
and putting them in a target date fund, people don't engage in the decision.
And it's hard to get them to engage, but now they have much better outcomes.
So again, I want to put the blame responsibility on
the designer to help people with that decision. Yeah. That's the benevolent, optimistic part of
you there. I have a sense. I'm thinking about me right now. There are some decisions that I
can easily make. And there's some decisions that you you know, you ask my wife or some of the folks I work
with, they're like, dude, make a decision, you know, come on.
And so I don't, I don't think that I am a great decider.
I like information.
I like to mull it over and think and feel and integrate it.
And that's why I like the Bezos model or the one-way, two-way, because it gives me a framework to say, this is a two-way door.
Let's go.
And speed over accuracy there is fine because we can back it up.
And I'm not saying be sloppy.
I'm just saying I have a concern or an awareness.
That's a better way to say it.
I have an awareness about myself that if given the option, I will take my time to make a decision.
Meanwhile, the party might start and finish.
And I never went inside.
So is your best estimate that people are good decision makers or humans struggle with decisions?
I think we all struggle for some decisions some of the time.
And what we don't have in reality is, I don't like the word rationality in the sense that
it assumes that you have infinite processing capacity, right?
It's the word that economists use to sort of say people are making the best possible
choice, but our own hardware is limited.
And so, you know, we are trying to do the best we can with the abilities we have.
And so I ended up saying, I think people probably do well given that, but you don't have to have the standard of the best possible outcome. I mean, you know, basically there are 50,000
apartments available in Manhattan. I don't have to pick the one that's
the very first. I'm pretty happy if I get one in the top 100. I would be thrilled for me using my
taste. Okay. What is the hardest decision, either daily decision or life decision,
that you have had to contemplate?
I think the one, and it's definitely a one-door decision,
which is I'm quite lucky to be a cancer survivor.
And so those were decisions where I don't feel like I have tremendous expertise.
I had very, very good doctors, but still there were choices.
And talk about consequences.
And, you know, I was very lucky the treatments worked.
That was 21 years ago.
But, you know, that was a decision with obviously high consequences.
I was not an expert.
I did read as much of the academic literature as I could, but ultimately it was
basically trusting in other people to help and they did the right thing.
So your decision was to trust or not trust, or was it chemotherapy, no chemotherapy? What was
the decision at play? The decision was actually, it turns out I had to have stem cell transplants
and whether or not to do that. And ultimately I made that decision, out I had to have stem cell transplants and whether
or not to do that.
And ultimately I made that decision, but I had the counsel of some very good people.
And when you go through making decision for yourself of that magnitude, what is your process
to get as much information as possible um and whether that
made a difference or not at the same time it wasn't they didn't have a lot else to do
you know when you're sitting in a hospital bed um you know in your life state you know so sort of
what's happening with the steelers or the yankees is not exactly as appealing as it would be in other situations um whether that made a difference or not i don't know
um you know we never run i always have a phrase when people ask questions like that we never run
the control eric we don't have the the counterfactual we don't know what would have
happened if i made the decision a different way and i think that's something that's comforting for all of us when we worry about our choices, we don't see the control
group. Right. And let's just kind of use the medical model, balloon it up a couple levels
here, many levels, which is, let's say that you're in charge of helping people make decisions for
vaccines. Clearly a hard decision for our country. We've struggled with this decision.
We've partly been, um, we've partly struggled with this because of the choices and the information
and the credibility of the people designing the choices were at an all time, um,
low trust. Let's maybe that's the way to think about it. So if you were, if you were at the helm
and you know, you could help people make decisions about it. So if you're at the helm and you could help
people make decisions about vaccines, how would you structure that as a designer?
There's actually a fair amount of good work that's being done with that,
helping people. But there's one aspect that I would love to see tested. And I think
we hear about people are certain. I know, I'm certain for myself,
personally, I want to be vaccinated. That's fine. But there were a lot of people who weren't sure
what I, in the book call, they assembled their preferences or guessing what they were going to
do. They're not certain. And that's a place where depending upon how you pose the question,
it can make a difference. So it has been suggested that what you should do is tell people,
you have a vaccine and it does work.
You have a vaccine waiting for you.
You know, come and get it.
Gets about a 30% increase in the number of people who get vaccinated.
An even better version of that, which hasn't been done in the US, but has been done in some areas in Sweden,
is you have an appointment Tuesday at two o'clock. You can change it, but we do have an appointment
for you. That in some sense makes the vaccine, you're not required, but it's a default. And so
now people ask themselves, why should I not get the vaccine as opposed to the question of why
should I get the vaccine? It to the question of why should I get the vaccine?
It changes the way they frame the question.
Okay.
So the question, so the principle at play here is we've taken care of you.
Is that the principle that is operating where people feel value taken care of, seen there's an ease to make the decision or is there some other pressure that's at play?
Well, there's part, there's three things that go on with defaults. And I think this is in essence a
default. One thing is ease. It's easier to do that. And so you're exactly right.
A second thing though, is we ask ourselves a question differently. We ask ourselves first,
oh, I have an appointment for a vaccine. Let me first think about why that's a good thing.
As opposed to asking myself,
why is that a bad thing? And it turns out that because we're using memory to retrieve these
things, you're going to get a lot more of the first category. So making the vaccine appointment
changes the question we ask ourselves. It changes the way, what I call, assemble the preferences.
Just like think about the fat versus lean. What
I'm told this hamburger is 30% fat. I think about it very differently than when it's 70% lean.
So for those people who are sure it's not going to have any influence,
but for a lot of people in the middle, it does increase. It could have an effect.
So I, I, I'm an applied scientist. you know, I, I deeply value the scientific process and I'm vaccinated. It's been very clear that, you know, that it was good for me. And I, I think for most people, but, um, but that's a how to make a decision based on the speed that the vaccines were being presented. Were there shortcuts? Just because I don't know that world. I don't know how that works. So I did my best research, again, you know, as somebody would already recognize for me taking my time to make decisions, as I gathered as much information I could. It was hard to do that even as an informed person. And then at some level, I had to make a decision. There was no forcing
function to make it today. But for me, the decision for the vaccine was based on, it was like the
Wild West. I didn't have any help, right, on the thoughtfulness of what you just designed, which
was, and again, say the question
again, which is we have an appointment for you. Right. Right. And we know by the way, that
increases uptake of things like flu shots. So it does work for immune, for other kinds of
immunizations. Very cool. Okay. And then this is again, mechanical, but it's on the same idea is
if you are a senior leader at a large corporation, how would you want people,
how would you want your direct reports to present information to you to help you make a decision?
That's a great question. I think this is going to sound like a plug and it is. I'd want them all to
read the book because it will help them become better designers.
It would say, don't give me 20 options.
Give me a smaller set of options.
Think about the attributes and the way we haven't really talked about the tools in depth.
There's lots of things in the book about tools you can use to help people make better decisions.
So one we did talk about is the number of options, the attributes, the order.
Maybe you should do something like if there is an option you think is really good, you
should present that first.
Right.
Yeah.
So you would say, so primacy has more weight than recency?
Particularly if you're presenting things in a way that I as your boss control.
If you're giving me a verbal report, it might be different.
But it's clearly that the first thing in a list, in a written list,
gets more attention and is much more likely to be chosen.
Okay.
Right.
So if I'm going to try to move some choices along for you, you're my boss, right?
You would want me to give you a handful of options, list the one that I think is the
best first, and then bullet point two or three reasons or expound two or three reasons why that's the case
and then order them in a way that is more favorable to, how do you put it? I'm trying
to put in the framework around when a medical provider says for this vaccine, there's 1% of patients experience these symptoms
versus 99% of patients-
And frame it in a way that may favor the option, one option.
I mean, it's not as if your boss doesn't have, because he's we assume relatively smart,
knows what is right for him. Now you're talking about yourself, Eric. You're talking about yourself because you're the boss
in this case. Well, in that case, I want you to frame it in a way that I think will result in my
best decision. It's an interesting question, but I can help train the decision, the designers around
me to present information so I make better choices.
That's what I'm trying to get at. Like, how would you coach me to help you make a better decision?
Limit the number of options, pay attention to order, use attributes in a way that will be in a way that's consistent with the company's best and my best interest.
There it is. That's it. Okay. That's how you order. That's the one I was struggling on. Okay.
That's awesome. Ericic like i love your systems
thinking and i'm sorry to get down into the weeds into the oh it's important kind of the practicality
but i also love the examples like you make it you put handles on the esoteric here and so um i just
want to say thank you and you know i really appreciate what you've done and i want to
encourage people to check out your book where do you you want to drive them? What is the right place to drive people to pay attention to your work?
There is a website, elementsofchoice.com, and that's at least a good place. And you can find
the book hopefully anywhere good books are sold. I love it. Eric, what is fascinating you right now?
One step beyond the work that you just published. And what are you on to next?
So I heard a great talk today, actually, at a conference I went to earlier.
And there was a really important choice architect we've not talked about,
I don't talk about in the book, and that is social media companies.
If you think about their choice of what's in the feed, That is choice architecture. And often that is meant to reflect what we want,
but if we're making heuristic choices, we're making bad choices, it's just going to reinforce
those. So I think that's a really important question, which is what do the news feeds,
what do the social feeds think of us to present the choices they do? And is that really what we
want? They're the best. They're doing it better than anybody probably at scale is knowing us,
tracking us, manipulating and guiding by limiting the available options that we're watching.
It's extraordinary. But are those the options we really would want to see? If you sat down and said, I'm not going to press yes so often, but I'm going to sit back and think, what is it I want to see?
That's right. That might be different. That might be a different answer.
I'm not saying benevolent or healthy, but they've limited based on what they think of me
and what they think I'm interested in at speed. It is quite remarkable.
We're outgunned.
I mean, there's, I don't know, 2,500 PhDs that are manipulating choices all the time
per company, per app.
So anyways, different conversation.
That'd be fun for us to talk about at some point as well.
I love your work.
Thank you for sharing both at the intimate
level and the very practical approach. And if you had one suggestion to help people live an
extraordinary life, what would that be? I would say choose mindfully for important decisions.
All right, Eric, I appreciate you. Thank you so much for your contribution. And I'm excited to share this with folks.
Michael, thank you for a thought provoking and interesting conversation. I hope you enjoyed it.
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