Published May 27, 2023, 1:20 p.m. by Violet Harris
investments in health can be a great way to improve your overall health and well-being. There are many different types of health investments that you can make, and each one can have a different impact on your health.
One of the most important things to consider when making any type of investment is your risk tolerance. With health investments, you need to consider how much risk you are willing to take in order to achieve your desired outcome.
Some people are willing to take on a lot of risk in order to achieve their goals, while others prefer to minimize their risk. It is important to find an investment strategy that fits your personal risk tolerance.
Another thing to consider when making health investments is your time horizon. Some investments may take years to pay off, while others can provide immediate benefits.
It is important to find an investment strategy that fits your time horizon and your overall goals.
health investments can be a great way to improve your overall health and well-being. There are many different types of health investments that you can make, and each one can have a different impact on your health.
One of the most important things to consider when making any type of investment is your risk tolerance. With health investments, you need to consider how much risk you are willing to take in order to achieve your desired outcome.
Some people are willing to take on a lot of risk in order to achieve their goals, while others prefer to minimize their risk. It is important to find an investment strategy that fits your personal risk tolerance.
Another thing to consider when making health investments is your time horizon. Some investments may take years to pay off, while others can provide immediate benefits.
It is important to find an investment strategy that fits your time horizon and your overall goals.
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last time we were being without the
effect of destiny can help creating that
human capital investor and we had a
simple super utility function I was
right here so s is the probability of
surviving to the second pervaded the
usual discount rate and then we add the
budget constraint so expected
consumption is equal to discounted there
may retain when we one of the doors open
go get some air x 1 plus s X 2 1 plus r
+ u of h is equal to W 1 and 1 minus l1
+ s 1 plus R times right
we had and if we differentiate this with
a specter of different variability
assuming that s is concave and age age
is quality purchase of some help
improving activity like number of
downloads drugs and so on geez
expenditures okay then a first-order
condition I didn't write couple these
down to write them down now you x 1
equal lambda u X such a beta 2 X 2 equal
to lambda put us here s s and over 1
plus R right so eyes and because we have
full annuity insurances the S is
canceled out we don't have to worry
about them and notice in the special
case where beta is equal 1 over 1 plus R
let's say as an equilibrium condition
the interest rate adjusts to the rate of
preference simple models of a great
amount of investment that would be your
delivery condition what complicates
miles if you look at the growth rate but
it just I mean not necessary for us to
just simplifies or we write down you see
that implies that you have one is
marginal utility this is the margin
utility of you in first for respect
there's one other utility made by Ray
Rotem of the st. will generally not be
the same and that's going to be equal
the beta + + + 10 1 plus R since they're
equal to each other that ratio is one
right so we just have
equals you x2 so well known condition
and these circumstances if interest
rates are equal to the utility discount
rate and usually we say in a certainty
that the margin in equilibrium the large
utility of consumption and first we r is
equal marginal utility consumption all
other periods that applies even is this
foam of unserved you get full full
insurance okay so we show that before
and we can do the same thing with
respect to time so to get you l 1 is
equal to lambda times ww1 right of this
condition here w 1l one is the
foreground earnings so from leisure time
and then we would have the same thing
for bay that's s mu l 2 is equal to
lambda w2s over 1 plus r and the s drops
out SMS drops out of both sides and a
beta is equal one over one plus or we
get you l 2 is equal to w 2 so that UL
one in that circumstance / UL to it's
simply through the ratio of the way and
we show that all right i'm not going to
use all that but something i'm going to
use again now
we differentiate with respect to H what
do we get we get s prime look at how our
utility function which is up here s
prime derivative with respect to H times
beta do and I'm just going to say you
too now designate hips in the second
period is going to be equal to what
loads going to equal lambda times G
prime that's a marginal cost of taking
more hell plus a term s prime of 1 plus
R times x2 minus w2 + 4 minus L to the
ones of the educated we're assuming help
was dumb l plus hours of work recall
that m is equal and h is in goods not in
time otherwise we'd have to modify that
so we went through at the end of last
time with this was this is clearly the
marginal benefits the benefits you're
picking up from improving your health is
the fact that you have a higher
probability of getting the utility the
second story not the utility the
marginal utility but the utility
somebody asked me a question you asked
me that question didn't you about what
part of the utilities due to health what
part isn't maybe wasn't you blaming I do
okay I thought it was you and if we
don't have to make that distinction this
automatically comes out it's you I can
any self protection problem you're
changing a probability of an event to
utility level that you're picking up not
the part do do that that kind of act
that's a board director okay maybe they
asked that question yeah okay so I mean
like a I could be sitting and I mean I
think of us the same thing to Professor
Murphy but I mean like he did it in an
aggregate sitting so he said sir made
much more sense but she let's say that
when a given level so you would have a
problem if like x2 is bigger than the
amount that you're earning right because
you could obey you could have problem
where the aging like dies and then
there's really no want to repay that
debt no I think you missed I'll just
really misunderstanding or what we're
assuming it Murphy Murphy believe me
knows the answer that question okay
that's it's a difficult question yeah
and it's fundamental why is not a
problem here I know what you're saying
yes your lighter than the problem here
because if buying insurance think of the
person the beginning of the first spear
saying buy insurance and annuity
insurance you pay certain amount and
they say yes you pay that certain amount
right and you're going to give you
certain amount in terms of expected
wealth over your lifetime that you can
spend either in either period if you
don't lift the second period we get it
and if you lifted a second fig you're
getting more than you paid but it's it
there a selection problem when the
people divide it because you could
affect
we like we're all a lot from the future
right well it might be you know it might
be heterogeneity in across individuals
and a question is do you know you know
their probabilities that if you could
offer them fair insurance I'm assuming
you offering describe fair insurance so
it may be different than everybody else
but as long as you know what his
probabilities are competitive market
will drive you and no cost of running
this visible driving that direction all
right so it's all stuff we did in 301
yeah so you're you're assuming you have
the framework suggested so again I mean
if I didn't have that framework then
your issues would come up you'd have to
say well how am I constraint right I
have that maybe you have a constraint I
can't leave negative debt after
everything i consumed in the first
period has to be subject to the fact
that i can end up leaving negative debt
if I lift the leading debt if I lived
through the second that might be one
concern right it might be a constraint
in this case where we have it if you die
beginning the first period you're
leaving an asset to everybody else yeah
tributing to their welfare and you live
definite riveting to you the guys who
died earlier contributing to you that's
yourself seems like a good starting
point it's not necessarily the only way
you want do in fact we just at a
dissertation defense yesterday in which
he asks why don't people buy annuities
even though the loading factor is very
low fact is nobody much wiser I mean we
have social security and people have out
its up but a lot of there's a lot of not
into annuitized wealth that people i
have a particularly a higher income
levels not so much the low-income oh
they don't mind
but they may i'm not going to go into
everything is answer is answered and i
think it's the right answer is that they
leave it in the leaving bequest to their
children so the have any children ensure
there's a cheaper way of doing it than
the ten percent that's it is ten percent
discount off of fair insurance and it's
cheap it will have your children take
care of you if you live longer than to
buy that unfair insurance and you know
any show it under various utility of
sometimes you can do it it's not a big
effect on the kids well what you leave
them for the most part and so on but
well he's right and I is doesn't really
matter for we're doing good we have full
annuity insurance and even in his case
to us you could buy perfectly fair
insurance everybody would do it okay but
good note good question anything else
so tell professor Murphy I answered the
question so this is what we have and
this is our basic condition and this is
the cost is the marginal cost 88 and
young and most interesting part of this
neither of these terms for model but
that fact that marginal benefit tens on
utility levels on a marquetry tours
that's that's interest okay now para so
from that point of view you can think at
least in part as investing in your help
as form of self protection you may be
but I would buy and complete annuity
insurance remember again I keep going
back to what we did in 30 one thing
wasn't 30 whenever I discussed
uncertainty I don't know what's real 130
to remember we said even if they bought
complete insurance would say fair
insurance you still may want to engage
in self-protection but what self
protection does is maximize your
expected discounted well and what
insurance does is smooth that out and
turn it over to your consumption in
different states of the world so you had
get in generally on our boat and here we
have the self to Protection component
there's no reason because we're buying
full and nobody insurance that this
marginal benefit should be 0 less reason
than some of the insurance problems we
gave but it's a very much related
problem alright so so what if people is
doing
well not a way to look at that is we
know it lambda is lambda is simply mark
utility in period one right with this
assumption my utility in period 1 is
equal to marginal utility in period 2 so
we can replace lambda by you 2x here we
have again now it was converting
everything in monetary units you two
over you two x's is x2 really and the
elasticity of substitution but say over
time it or the concavity overall which
will show it later on anyway this is
what we have here okay so and then we're
equal to that cost that's another way to
look at it now there are two reasons
there to reason I'm is what I want to
show maybe Murphy did this as well but I
don't far as I opt years it goes into
this sort of question to reason why we
might as individual Murphy just
everything you say in the aggregate so
you're going at economy-wide of fact
switches and I'll get a little bit into
the economy wide something as an
individual level and then we'd go up the
economy level the two reasons why you
self you may spend on health as an
individual in a Maximizer one that the
self protection reason that you lower
the probability of the bad state namely
dying and so you have self you have some
self protection and the second reason
that's often more emphasized in the
literature on the value of life sitting
Rosen's class on or near it
classical paper on valuing life risk was
written that frozen emphasizes is the
difference between average and marginal
utility the concavity of the utility
function so forget about leisure now
being in the utility function and you
One X / u X will be a function of the
concavity of the utility function I'll
show you that's true generally what you
want majors it so if you have if you
have a different tree marginal average
utility then an advantage of loading the
rip lowering the risk of dying is that
when you lower the risk the guy you pick
up average utility when you simply
transfer across periods like with
insurance you just pension insurance
just picking up marginal utilities
you're creating margin utility the
simple taking equating margin utilities
in the different states nice but if
there's a difference between marginal an
average than by investing more in your
help you pick up the advantages of
average utility / margin to lure the
concavity of the utility function and
I'll show you that very explicitly
any questions at this point
all right now no question all right so
let's look at this a little bit suppose
I want to see what what this term looks
like oh it's you you two over you 2x
okay but what it was let's make it a
little more explicitly that makes one
assumption that the utility function is
homothetic in time and goods of degree
gamma that down will be less than one
less than equal of one in a strong case
right because of concavity so basically
okay so what do we mean so if we have
homo medic utility functions it means
that you the property if the function is
homogeneous let's a degree homogeneous
of degree gala then we can write utility
in period 2 is equal to 1 over gamma
times you 2x times X 2 plus u 2 L times
L to write with constant returns damn is
one and this is simply the usual Euler
adding up equation right product of
marginal productivities and quantities
summed up is equal to the output or
utility when you have them with it home
genius functions of degree gamma then
you have to adjust for one over gamma ok
so if gamma and that's where they differ
between marginal an average utility
number then if gamma is a hat and
utility is double what you get from the
marginal products effects alone crisis
I'll give you some numbers on that later
on so now if we take that up and look at
this thing divide this by you 2x you 2x
you you 2x what do we get well this
drops out so we get equal one over gamma
and x2 + l to write that out here now
what's this well let's go back that's
what i wrote these equations down if
that's it was really a dependent on that
assumption but let's say in general that
if we take this condition we have let's
write it down that's a beta into x
then equal to lambda over 1 plus R right
and then we know from l2 that they to
you l 2 is equal to lambda 1 plus R
times W right so lambda over 1 plus r is
equal to beta mu l 2 over w 2 or beta
stencil out and that means that you to
well over you 2x take X down here bring
this up is equal to W that's general so
the marginal rate is up to you let me
put it in word the margin rate of
substitution between goods and leisure
and any period really only depends upon
the cost of time versus goods in that
period doesn't defend the money
discounting or anything else are you
doing everything within the same period
that's what you're going to be looking
at ok why is that interesting well
because now we can say we can replace
this thing like w2 and so we only have a
very neat expression
we have this very neat expression what
we're saying is that you we look now
back to our condition here s Prime bathe
and then this turns out to be 1 over
gamma times x2 + l2 w the gong to be
will then be Prime
okay so what we have done is saying well
this value this benefit we now convert
as benefits and weak expression right
what it because the tournament brackets
is your full consumption in period two
to measure your full consumption that we
take yet actual consumption we wait you
lose your time by the wage rate so we
can add them up their own good units now
and it's your full consumption so we say
well the benefit is just full
consumption adjusted for the difference
between modern average utility 1 over
gamma I mean it's paid in there not
potential that's what we have no waiting
for you may not abate is there okay all
right and the cost or you didn't do
anything on it on the cost side any
questions on this
question now we can rewrite this let's
take here we have a w-2 l2 term over
here s prime okay let's assume now let's
assume that babe let's go back to our
something babies equal 1 over 1 plus R
okay so how many places by 1 over 1 plus
R ok so now I have s prime over 1 plus R
X prime of 1 plus off I'm going to bring
that to the other side and I'm going to
get on this side s prime of 1 plus R on
one over gamma minus 1 times X 2 plus l2
w 2 is equal to what is equal to s prime
over no it is equal to s prime over 1
plus R times right
it's equal to G prime of a plus s prime
of 1 plus R minus w2 that's what the
conditions all right now I said what
does that condition me well will you
understand what that condition means is
the following suppose you chose H to
simply not to maximize expected
discounted utility but to maximize
expected discounted well so what we're
going to maximize ok we're going to
maximize is the following maximize w
that's going to be equal to by
definition full well let's say W 1 over
beta sw2 minus G of a so don't choose H
to maximize net full wealth so if you
simply interested in getting as much
expected wealth as possible not worrying
about in terms of utility that's what
you'd be trying to do and we do that
what's the first-order conditions well
first order catalyst and we have aged
ages are only visible here w is fixed w1
government to is given first-order
conditions is what it's beta s Prime and
w 2 is equal to G prime of H
right and concavity with G double prime
negative right that's remember we
mentioned that would be perfectly good
maximization first order condition now
what does it mean what does it mean well
anybody
era what is it I mean so the g prime of
h is the marginal cost you pay now well
yeah you only hit that yeah he doesn't
want howitzer decided to run but it did
help now what you're getting out of that
is the chance that you marginal increase
in blooming well you get some is get
wealth yo man I mean what it means
literally if that's what you saying you
know by having a higher probability the
living you pick up the expected gain in
the wage rate I'm definitely that's what
you getting at your full way that's what
you might think yeah that's really loved
surfing and second what that may not I'm
trying to get it something a little
deeper than that and maybe I didn't make
myself clear but with me go back to
utility maximizing condition over here
all right right here one over gamma
minus wanted when will that condition be
the same as this condition
remember babies you go on over 1 plus R
in camera is one when gamma is one so
that's it as an important implication
really hasn't been recognized that much
in the Health Board of you it's implicit
obviously what it implies if it down to
equals 1 it implies max V quipment to
max w and the reason for that is well if
gamma is equal to 1 is constant returns
to scale really doesn't matter as long
as you can pull more time into the
leisure out of the markets that really
doesn't matter if you consume more in
one period or you can assume it broken
down by a couple of period I me to
something to beta is equal to 1 over 1
plus R we use the garage it doesn't
really matter so that's the case Michael
just maximize expected well so under
those conditions all you're doing is
self-protecting you're maximizing I'm
calling maximizing expected discounted
wealth self-protection okay but we know
that's not the whole problem okay
because we assume in general down less
than one script concavity right so we
have strict concavity then what do we
know well we know that this side here is
positive right good one over gamma it's
greater than ones that's positive okay
and so that would say that G prime H is
then greater than s prime over 1 plus
rw2 right
Yeah Yeah right turned out just right
and what does that mean what does that
mean well Eric you would say well it
means that the marginal cost is ephrata
Strickland the discounted value of the
weight right right it does me back but
what does it mean more than that
it means you're spending less on health
but at 8 g is concave is convex yeah
increasing cost of good question and
make sure yeah geez convex you ask the
cost so it's a convex corresponds
absolutely G is convex so what does it
mean you spending more because you
picking up an additional benefit you're
picking up this differently marginal
average utility which is what gamma less
than 1 means you're picking up that
extra benefit figure that extra benefit
and so you're going to go further so the
optimization that we see is a company
with gamma sudoku that's the one is a
combination of the self protection got
as close to one that's pretty much all
you have and it happens a lot away from
one and a lot of what you have is that
is very traditionally emphasis in the
value life literature there's it would
be marginal average utility right the
concavity the utility okay everybody
follow that
you follow yeah okay why is it happening
oh because on utility you have
diminishing return so what you like what
you know what you can get in terms of a
better utility string counts for a lot
that counts for a lot even though you
know your margin utilities are gone be
equal in both periods in equilibrium all
right so maybe this may seem well this
is just a lot of formal nonsense but it
gets interesting and tell you what
you're really getting in your theory of
the optimal investment in health which
is the theory that I think is very
relevant because I stress right at the
beginning of the analysis of the health
area the personal input into health is
important sure we're all born with
genetic predetonate extras so we're not
looking for which predisposes you toward
various healthiness o disease and
there's no doubt people different
honestly in that but in addition to that
people can do a lot to affect the health
and then I said in the modern world they
can do more and more do you smoke and I
probably very few people in this room
smoke the educated people don't smoke in
in in pretty much pretty much all
countries not all used to be truly
educated people smoke more than others
because they were wealthier and like
everything else smoking was a superior
good now yet Katie people smoked glass
good question why partly this reason
here now that's in a way of investing in
their health and that and will say that
their lives are more valuable now you
say that
politician will see red but all that
we're saying is from their calculation
it's more valuable what you want to do
with public policy may be another story
allure you won't ignore that public
policy let me say but we're not saying
that the politicians can relax no
there's going to be politically correct
and still say this that people see
themselves is more valuable they have
more utility utility levels that are
important and more utility that's
crucial in the value life literature
okay the record recognize I'm going to
use that property but it's a lot of
personal input and I think that's really
important that's really important it's a
lot of personal i mentioned smoker Magra
mentioned a hundred thousands another
thing that we all do and I mentioned a
lot would be Florida worth repeating
what kind of diet do I have do I
exercise or not do i do I drink you know
heavily but do I don't not drink at all
do I you know when I have a symptom do I
know what my symptoms are too i go to a
doctor quickly i say certain type of
cancer center but if i go quickly I can
get control or do I go quickly attack
you go on and on with things that people
have to do there's nobody there it was
telling you do this you do that you do
that we're free individuals that's the
great value for free society but it also
means response you know what you do is
kind of on what you do you have you have
to make those type of decisions so
they're very important in a modern world
and that therefore an individual
maximization problem even though this
genetics and even though there is
Madison and the state of medical
knowledge and there's drugs and so on
what the individual does give it all
that that's an RG function given all
that is still very important you're
sensitivity levels to matter so much how
do we think about the cardinality of
utility for me we know that any of many
our transformation services there any
monotonic transformation is also utility
function it is is it's true now how do i
always think about it in this particular
context there the monotonic
transformation will be on the v function
first of all you gotta remember not on
the new function but may mean once you
take a monotonic transformation and I
think some additive utility frame that's
the way you have to think about so then
when you cook your first order
conditions you have to look at what
those first-order conditions are and
they did not add a commute ility
you may be nothing the amount of kind of
transformation on the huge taking upbeat
that's which that's crucial so we're
dealing with a particular form of that
but we're putting in monetary mainly in
monetary units they make full income the
only property of the utility phone we
say well we're going to estimate an
additively separable utility function i
assumed among the class of utility
functions the explaining people's
behaviors an additive week separable
utility function and we're going to ask
me there for a parameter the gamma of
that attitude which separate that's the
only problem that we need to know if we
assume that also there exists all the
fetid among that class infinite classic
you're so much so perfectly is perfectly
legitimate what we're doing it does a
challenge what galleries and i'll come
i'm going to say a lot about that but
that is a parameter that's been used in
a number of studies okay anything else
yeah another way to put it let me put it
away something you may like if if you
have damage equal one all you have to do
is estimate fokin something wrong let's
duel would be great having from a
political point of view that'd be great
guesstimate the wage rate you measure
the value of leisure time by the way
Drake perfectly legitimate not fully
legitimate data to consumption good you
have it your home have everything
the problem is we've got much less than
one what you have is well I said
different marginal average Julie another
way it says you have consumer surplus
that's what that's another as which
consumer surplus concert so you also
have to have a way of measuring the
consumer surplus now I Congress have
ways of trying to measure i put in a
particular form here you may measure by
some area under some demand function h
for example that you change the course
of age and so on alright so in addition
to the full egg huh in fact that your
time and good in utility terms is more
than may be greater than these marginal
values that's consumer service
alright so now let me go into him unless
you're a question until more explicitly
into what's called the statistical value
of life the many studies that have been
trying to measure in a sense what we're
getting at how much are people willing
to pay to award certain risk oh how much
are people do I have to get paid to make
them willing to take on various risk so
for example the classical studies
started with looking at jobs some jobs
were risky you could die on the job
another's we're not how much more if
anything to the people who had taken
their risky jobs get pay compared to
those who are taking a less risky jobs
so if you knew what the difference in
risk you can tease out from that and
assuming you have to worry about
selectivity of people taking the risky
jobs may be less concerned about risk
than others so it's not a simple and
econometrica problems I'm saying
assuming you can do that the first study
didn't try to do anything much on that
so many more recent study of course try
to do that but what he meant you know
whatever there is you may get a biased
estimate but what you're estimating when
you has to even just look at that
difference is some measure what the
marginal person is willing to pay in
order to take on this greater risk of
dying and that's a monetary value so
let's say if the greater risk of dying
is 110 thousand in period 2 e-business
very small additional risk in our
problem how much would you be willing
have to be paid to take on a 110
thousand additional risks well we have
that from our first first-order
conditions
we would say well what they have to be
paid is if we change as prime 2 x 1
10000 how much more would we have to
change the right hand side in order to
measure how much they have to be paid to
be compensated for that it's one way you
can think about that or an indirect
utility function where probability of
dying edges is how much more wealth they
have to have to compensate that's a
better way I like to think of eternity
the indirect utility function functional
wealth makes prices and probabilities of
survival how much higher wealth make
sure it just as well off with a little
bit higher probability we get that out
of it should come out of some
maximization problem you can get out of
just out of utility function but the
utility is adjusted to equilibrium so
it's really comes out of your
maximization and they the sort of
estimate the literature you find is for
if the increase in the risk is 110
thousand per year now we have only one
additional yips mother was lifetime
you'd have to be paid an additional five
million dollars I'm sorry what I'm
saying is right but I did say it right
so well thing is wrong when people say
what I'm saying alright what I know what
I'm writing them that's not right here
right I usually say you don't know what
you're right I know what you're right
usually get it right so I didn't get it
right so let me go back and say look at
what's going on let's say the risk is
that if they're going to increase their
risk by 1 10000 in each year how much
they have to be paid each year and
answers that is around five hundred
dollars now from some studies they find
three hundred dollars of two hundred
thousand seven hundred dollars or so on
but if you take five hundred dollars
five hundred dollars divided by the
change in the probability equal one over
one and pound that's equal to five
million dollars right so it's like
taking s Prime changing it by 1 10000
dividing it by this term on the right
and that's a numerators five hundred
dollars and the that / in verse 1 10000
is 5 million dollars so if you don't
know that's what people how people get
what they talk about when I say we're
talking about this physical value life I
mean the notation I'm going to use for
that is b.s you know and that's let's
say anywhere from 3 let's say seven in
us and not to everybody in the US for
the typical person in us a lot of
qualifications you have to make there's
not a single a poor person will pay less
will have a lower value than a rich
person why well thats a utility function
same gammas then the fully fully thumb
is lower so my flowing time is half your
full income and my gown is the same then
basically I'm I'm going to be willing to
spend proximately half of what you're
willing to my value life yours is Phi
mine would be two and a half so we'll go
to a poor country well the value of life
in India is 162 that in the United
States now some people complain while I
wait a minute wait a minute you're
saying people in India are worth as much
as people in the United States well
depends on what
the metric you using if you ask is
people as the government of india
willing to spend as much to reduce the
probability of a road accident a depth
of a road actions of government of the
United States the answer would be
clearly no just travel in India and you
can see that the roads are terrible
invitations accident so poor countries
are willing to spend a lot less they
recognize this it's obvious cuz you know
instead of getting all upset and on one
side let's think of the following I'm a
government of limited resources how much
do I want to put into reducing the
probability of dying put into education
put into some other form of activity and
the Indian government is limited
resources are they going to put listen
to this so they recognize this no way
they recognize it proportionately or not
you are you about that in some sense
they reckon it i'll show you some
evidence they recognize it in a sense
more than proportional not less than
proportionately more but they recognize
it so I mean it's just an aspect of
reality that the individual has to
recognize and the society has to
recognize without you're not talking
about ethical works or different
individuals you're not talking about
that and you may say we should try to
equalize expenditures on health provider
II that's fine Oh guys what's the value
that people in a place on this what's
the value of the society places on
that's going to vary with individual
income and with incomes of a country and
it does vary not just so you know a
theoretical and because it does vary you
see it all the time so now the US spends
on health is a lot different than the
amount that say Nigeria spends on health
or Pakistan or India or China or Brazil
that doesn't mean we have the highest
life expectancy in the world that's a
good question maybe we'll get into that
but there's a clear strong relationship
between expenditure on health and for
company coming up country both private
expenditures and public expenditures any
questions empirically how does the value
of life change the word person is you
increase the probability of that well we
don't have a lot of good estimates on
big changes in the probability of less a
jerk for the United States yeah you can
say in I'm glad you asked this question
you can distinguish various concepts you
can say given what I know what s is what
are we willing to pay for a vehicle
small variations around us but another
question you can add is given the same s
what am I willing to spend if my option
is s goes to 0 to avoid s going to 0
let's say I'm faced with a major disease
and am I spent enough resources of my
own I cannot say eliminate that risk of
that disease at least for a while
suppose that was true how much mine
wasn't suspend to do it right well the
same analysis is relevant but now you
have to think of this not as a marginal
change in this for some integral over
all these marginal changes right it may
be that integral is going to happy it's
going to be all your well you can spend
more than you have all right see if
upper limit is you well so let me put in
the context here I mean it philipson
Murphy and I have a paper on exactly
this problem people at older ages how
much how people won't expand for modest
improvements in your life expectancy
let's say they can take a drug that can
increase their life expectancy by six
months how much is that worth
say their 85 and they could and have a
disease have a cancer the new drug just
came out for prostate cancer vaccine
it's a revolution I think what it does
so far they can estimate on the average
increases the is for people with serious
prostate cancer everything else doesn't
work and it increases their life
expectancy on the average in them here
in their sample group advice for months
it costs hundred thousand dollars a year
take that drug people willing to spend
it alright so some people say well
what's four months I mean on the other
hand if it's four months or nothing and
you're not leaving money to anybody a
lot people say well else let me throw
everything I mean more or less in it
these seems something with me to consume
but throw everything in now I'm will you
spend a lot so it's it's it can vary
with the type of risk you're facing and
to the extent that your willingness to
pay and we would expect that from this
analysis more or less you expect your
willingness to pay very with as assess
various to be a function of s
particularly if you think a percentage
change the nest this analysis it doesn't
put sanitarian isn't it will will vary
so we conclude that people may be
willing to pay a lot for just small
extensions in their life expect no and
one reason is about it even that had as
it might be willing to pay a lot but we
get it out of this type of statistical
value of life enough it has to be more
sophisticated so it's a good question
afford right hadn't really been answered
in the literature very effectively any
other questions
yes parochial interest rate risk is the
same wrestling to order well for small
changes they have continuity yeah that
should be it should be the same right so
in first we haven't said you know s
prime could be positive s prime can be
negative and the first-order conditions
are the same but big change of course it
could make a difference I can make a big
difference from let's say my probability
survive me but I don't do anything is
point 8 and if i do a lot becomes point
95 but I don't do anything might be
point six five though it may not have
the same values it's like any function
you know dependent maybe one presumption
might be the avoidance maybe as a bigger
value but a little tricky but it may not
may not gentle on the same value right
marginally this analysis right is
continuity and others it should have the
same guy but generally not on the same
time okay you see why there isn't any
problem how much my willing to pay for a
cue club well that's i just bought three
cucumbers and a what 3650 sense of
cucumber I don't know what they would be
self will it's a good you go to Whole
Foods sitting there so you're going to
pay a lot can you say but ok this is how
much am I willing to pay for ten
cucumbers doesn't would mean I'm willing
to pay fifty cents each for the
additional seven right that's what we
say is an egg lean client demand
function you willing to pay less as you
go on your mario dylan's declining well
something very similar is going on here
and always not to come as its nose life
years or something
yes protec invest a accidents involve no
train people from Team yourself or what
do you mean from killing well we don't
we have laws against helping people
commit suicide yeah because there's some
things you can't I mean you should be a
land beyond question I mean we have had
laws that I don't forget people taking a
line I think also the laws of God now we
have that boil and you can't assist
people people have been sent to prison
for a system but they take the
individual how's the government going to
do it miss some things you can do more
easily some things you can't to a more
easy how's it going to now what we have
is you can have somebody committed
somebody who suicidal and a relatives
there is this person suicidal they can
be forcibly committed to a mental
institution now the laws have made it
much harder and harder to do that I
think in recognition of the fact that
you know individuals have a lot of
rights to say what they're doing and
being committed people against their
will you know maybe in case that's
justified you gotta be very cautious and
using that power good it can be and it
has been greatly abused at time so
there's certain things you can't affect
very much and for the P let let me go on
people want to commit suicide we'd say
this testicle you life is 0 or negative
they do they do but maybe let's answer
your question good question but there's
an answer to every good question has a
good at search should have a good answer
sometimes we don't know what it is but
it happened what's a good answer to your
question let's say I'm drive no not that
may be true I'm driving recklessly I'm
affecting everybody else I'm effective
externality issue is well then we dealt
with that one I think I mention that
when the drunk driving issue I'm
affecting everybody else yes there's an
interest in limiting the recklessness of
individual driver now we had a tort
system where you could be forced to pay
fully compensate the burden which
wouldn't do it but that's you know you
killed somebody's life and that's the 01
situation they may be putting all their
wealth on you don't have that well
what's called judgment proof so we have
other way we sent you the prison you
know we do other restraints on maybe
build a better Road preventive that's
why we do it okay anything else all
right
so basically what way I think about a
discounted value of life so here we're
going to be that's that's going to be
patient I just one year basis is come to
be now we have a whole series of years
so then we'd be summoning something we
had n periods or you spending utility
function of and periods you can take an
action I'm going to do that a little bit
later on let me hold that football and
you have to think of it over number it
but if I improve your think of this is a
very end it speeds the demography of
that of what life expectancy as is
interesting fundamental complementarity
if if I'm fighting an action that raised
my probability of surviving next year it
also raised my unconditional probability
of surviving the following year and the
following year and the following doesn't
necessarily affect a conditional
probability once i reach it but the
unconditional probability is effect and
see on conditional probabilities that
enter into the analysis not the
conditional problem i'll show you that
more explicitly it should be clear
because cap s let's say the conditional
problem is a little less the
unconditional a cat beds just cat s so
by three period y'all sure that it is
important these are utility function up
there nine three periods I Toby and
going to be equal to a loser exactly
everyone
let's call that
go on not paid oh whoa what is just us
to it as of the present what's my
probability vibing through the second
period s3 is as of the present what's my
probability surviving through the third
these are unconditional probability now
you can write s 3 is equal s 2 times
little s 2 n plus three little s 2 is
the condition conditional probability of
surviving the second group given that I
reached secondary well this example
everybody recent second beer but may not
be this three is given I've reached the
third career what's my probability
surviving through the third group and
capital s 3 is the product looks that
that's a compliment Harry type property
and so we'll use it to gain some
insights right but not yet
okay down there
all right yeah yeah this is where it's
doing no I said five million let's say
is in the central Tennessee is that a
reasonable no well for the United States
the typical person how we're going to
know let me give you a back of the
envelope type of calculation the charger
is well it seems like a lot of mine is
pretty reasonable so you take this is
only for young people I'll come back
protect young person
make the following calculation say the
typical income in the United States is
forty thousand dollars approximately
annually
now in the early literature really very
early literature on the value life like
there is a famous book written by an
actuary out Alfred black though we've
actually really important work
fundamental theory of demography what's
called steady-state theorems on age
distribution we wrote a book the money
value of man and you just look at
discounted earnings we don't want to do
that we want to look at fooling them
well so we have to add the amount spent
in the household well how much well we
know 40 hours a week is spent in the
marketplace then what 128 hours a week
is left over 168 hours a week so 120
hours a week but a lot of that we would
call maintenance maybe like sleeping
personal care so I take like 1.8 times
the hours at work and multiply that so
that means i would add to this 40,000
1.8 times that for the value of the
household time so what's 1.8 times
40,000 that 72,000 I think right so it
plus 72,000
4l ok this is earning so WM this is l
can I get like 100 I say 110,000 son
12,000 that's my annual value just a lot
of money you think of 40,000 how am I
ever going to get 25 million but I don't
have 40,000 I have 110,000 now discount
110,000 at
no not quite yet not quite yet I was
going to say it but there's a step
before the discount and what's the step
before the discount funny bro she okay
yeah maybe let's think of it as Spain
stagnant know what it could be if it
could be grown ok so you to grow that up
that's not what I'm thinking but you
could be I mean it make some sense it
could be grown oh yeah oh you know if I
know what to grow great wait for what in
our analysis how would I capture gamma
so you know I have to this is full what
I have now is a full income full
consumption approximately backing them
multiply that times 1 over gamma so in
study is the paper written by filson
myself and pence ends Rodrigo Suarez and
what we use for we use some
international comparisons full income
taking account of life expectancy and
compare inquiry and so on we use gamma
people based on literature gamma R equal
to a half so I mean that is the figure
is not fully pinned down by enemy let's
say gamma equal to a half all right so 1
over gamma is 2 so x 1 over gamma equal
to x this that gives 220,000 so this is
the full income now we have this is a
mess measure of the utility each year
220,000 so now we're talking about no
real money but that's going to be
discounted so it's going to be this an
annual game let's discount that at
four percent so we have to multiply that
times 25 right roughly put this is like
for perpetuity people living a long time
and roughly you have to multiply that
times 1 over R 1 over r is for
percentage 25 all right so now we take 1
over R 1 hold a little R that's equal to
25 times all that and then we get x 25
and we get what what do you get that's
right
finally the roughly by now right twenty
thousand one thousand two hundred
thousand times 25 will be 50 it's a
roughly five million so we're getting it
we're getting up there the right numbers
now of course these are rough
calculations John it may not be a half
interest rate maybe it's five percent
rather than four percent but still you
can get a number in the right ballpark
so it's back-of-the-envelope calculation
is very useful the convinces our skeptic
these numbers make a lot of sense 3 4
i'm not saying it says five million
three four five six seven either that
was the right doesn't write ranges so
Murphy does is aggregate stuff which was
very interesting you know it really
doesn't matter so much but the
individual value life would because
you're multiplying by all the people in
every age it make me know it makes a
difference it's going to be a huge
number instead of using five million
used three million two million still
going to be in the trillions tens of
true but the individual level makes the
difference and it makes a difference the
idea of a gun don't misunderstand what
I'm saying put everything you're going
to multiply up so I'm using two and a
half out of five everything is sort of
cut in half in his numbers as well as
these but so this shows that showed
convinced me when I trying to ask myself
with these are these reasonable nauman
Isaac really are they're pretty
reasonable if you think about it yeah
no no how much the individual values
their life that may be related to what
society values this is all based on the
individual is all comes out of
individual maximization now to extend
that society's values or reflecting
individual values and somehow
utilitarian view of what society does
yes not what also reflects society's
rather it's not directly reflecting
society's calculate societies that we
use web leaders again if we were to
calculate the societal value as a disco
life would be either still be including
would walk with the value of leisure
still be included with my castle well
why not well your society value less the
time you have fun in the household
rather than the good you eating why
should i why should we come home I don't
know if you measure like production asst
like what led to this household
production household production that's
the main part of the game in the house
already I'm only kidding about that but
it's an important component of what is
it I you should just look at what's in
the marketplace I mean that's what we're
trying to get away from just look north
in the market rate we're just looking to
market late we look at x4 why ignore
people's the tip phones why your peoples
leisure all right most people have
mainly leisure and little X so should we
give them a little weight if we
separated out
production department if we separated
out well depends why you if you can
measure the household for my abilities
then that would be fine but they would
include in them to have time input so
they're just different ways of measuring
the same thing you can measure national
income accounts from the out some of all
the outputs all the goods consumed all
consumables investment or you can sum up
all the value of all the influence and
those should give you the same things
you can't double count you don't want to
count the output and then also count the
employees that's double counting but you
could do it either way since we don't
have good measures of outputs for a lot
of household production we look at
inputs okay anything else yes so you can
doesn't rhyme an experience so if you
have several periods a half he should
have more incentive we would you know
too long we the total of the discounted
value of what we're doing we're taking a
set of actions that affects some
probability surviving only next period
but several periods and that's going to
be greater than just what the one period
effect would be assuming the one period
affection control yes now be great so
younger people to a higher value on it
on the life than you all of you you see
more young people teaching reasons and
all the people all the people shouldn't
mention Sigma wonder what I mean all the
people have a lot of risk throwing up
the younger people others seek out the
risk I mean older people have diseases
and so on they're facing a lot of risk
theirs are not facing race how much I
spent as an individual on various ponds
of medical treatment so I go for
preventive checkups I mean you know
should I have this procedure in that
procedure which I myself check for this
that these are all rest so they just
have different risks nobody could say
that all the people if you were risk
when it comes to this area to have more
risk but they should be you're saying
that I'm not not accounting for the ways
they have but or that
well they haven't I don't know how their
attitudes toward risk compared to
younger people if you mean in terms of
the preferences I mean you want to
separate out behavior from preferences
and prices I think I don't know if their
preferences are different they may look
as if they're taking fewer risks that
say in their investments that doesn't
mean the preference toward risk is any
different they're in a very different
situation let's say I'm the younger
person taking risky investments I've no
average that's partly insurance over 30
year period they averaged out their
return so the variance in the 30-year
return did Scott it may not be so big
well an older person my stock market
portfolio goes down maybe that's just a
bad break but you know this I don't have
that many more years I have to worry
about that so you can understand that
behavior toward risk as being different
doesn't mean their preference services
those a different issue yes okay good
question is it a general issue is what
determines their values in my
calculation I was able to get the value
of four to five million without putting
any emphasis on the value the fact that
you value being able to see your spouse
and your children your grandchildren and
all that that should if anything only
make the numbers higher our framework
doesn't capture that because all I'm
looking at is my
own consumption of my only I could
easily capture i put in other people's
consumption let's say my ex is not some
with my own consumption but it's my
children from subject and i have it so
in principle I hadn't incorporated the
way I did this sort of
back-of-the-envelope calculation I
didn't incorporate and that means I'm
being conservative on their estimating
will again what we put generally it's
better than err on the conservative side
when you're trying to say the number is
kind of reasonable
so last couple of things I want to say
today so you take a country like India a
summers 16 to the United States and
approximately speaking let's say they
had the same gamma their value life
should be like 160 United States it's
five million the United States it should
be like 800,000 not negligible for young
person is still a lot less so in terms
of what they will do they're gonna
they're not those are willing to spend
as much as somebody United States will
expect they know he's an individual oil
the government to come back to your
barrel in the individual of the go and
they don't spend it okay you can see
them what there's been a medical care of
what we what they spend roads or other
factors that can affect this fact if you
look at the ratio health spending to GDP
that rises with economic development
richer countries spend a lot on a large
amount got a larger fraction so let's
say we spent fifteen percent or so on
medical to India might spend maybe six
percent so there's so many other than
said they're not willing to put as much
resources into it it makes a lot doesn't
mean everything is exact but it makes a
lot of sense okay
this for what
if you think about this and I'll discuss
it next time suppose you know we just
had a swine flu scare government and
grossly overestimating the likelihood of
such a pandemic but we'll show reason
why it's rational to err on the side of
caution and the question you think about
for class on Tuesday is well what would
be the cost of a pandemic similar to the
flu pandemic that occurred in nineteen
eighteen nineteen ninety look up some
numbers on that i'll test john on
tuesday and then try to give a value for
the world tell me what would the you
estimate of what the cost of the world
would be of a pandemic equal in
magnitude to nineteen eighteen nineteen
nineteen flu pandemic which was the
greatest pandemic not in history the
worst ones but in the last century and
three-quarters
and then answer the private how much how
much should we willing to pay to try to
avoid that okay that will be your
assignment for tuesday
you
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