so we are today with vector you are combined co was a professor of physics

at the university of marilyn and also one of our grantees most recent grantees for

very interesting project called statistical physics approach to income and wealth distribution were compared to

thank you

so i just read your proposal and refresh my memory of this and so this

is basically a kind of physics yes that's gonna start value s and just before

we started talking you said it's basically money is a gas okay so that the

this is a joke so we just translate is from my understanding

you're thinking about the distribution of well as we shouldn't come up in the same

way that you think about the distribution of energy states in a gas and you

know in a confined in our

yes i get this idea actually quite a long time ago all in fact when

i was undergraduate that wasn't so it you know

and i was three the statistical physics for the first time that x local statistical

theory for the first time and i was deeply impressed that the duration of this

fundamental the low statistical physics recyclables one gives distribution

is also present a simple was based on very few assumptions so essentially multimodal problem

we consider the physics of the fallen suppose we consider aaron this rule so that

more tickles moving around

and now which is that more equal say with the same time to oxygen wanted

to the exactly the same identical

and yet if you measure instantaneous the distribution of the and that's just and this

experiments have been done

you find a very broad distribution

in experiment that has a high energy that's moving fast that's right some a low

energy i think there is like absolutely some model system articles move very fast to

verify kinetic energy and some of the movement with a slower and everything between but

what is important is this but that a few works as you more details that

have high energy

and menu oxygen what could have a low energy and it comes out automatically that

we can derive the that the of the shape of the distribution is exactly like

that few is kind is you many was low energy but i still is for

the first m s is so general must be applicable to sound though places outside

the physics

and the so what whether to take economics was used really not physics and in

the normal equations of motion or newton said that a in the economics the big

statistical ensemble and that sounds in there that sensitive to resemble statistical physics and by

serological so maybe one can transfer this ideas the difference that use the consumption economics

and particular to this problem of in the what'd you

she people have a lot and many people have a little now so we need

actually looked at the data

okay what you find as far as i gather is that this belt and gives

distribution fits most of the data you okay but that there's a little piece in

the upper tail

that doesn't really fit yes absolutely that was very surprising finding i would have expected

that well we'll distribution of if it by a very simple exponential functions one of

the simple six is a mathematical functions

and what the founder started looking at they to be downloaded data from i address

the task tax data from your of sensors and other government agencies soda found is

that most of this datum is starting from the bottom and map two hundred two

hundred some sense out of the sounds and dollars per year and your income

it is very will feel of exponential but then we found that the pool table

to verify pale

show for a different distribution which describe a power law subject by fitting the data

and this is a my proposal one can describe the whole distribution by two different

distinct mathematical functions an exponential for the majority a population say at the bottom also

to say all the ipod lower class overlap about the throngs but for the upper

class

which is few percent one three percent of two three percent is described by powerful

now one of the things that i think probably made our referees really attracted by

your proposal is that you try to go a bit for than that and to

suggest that perhaps this to distribution characterisation

is it is an indication that there's something well okay is that there's a kind

of what you talk about is a kind of i think with normal inequality and

abnormal in yes

yes absolutely so cycle that the nature of inequality

because of the inequality exist and also sizes even and socially society where we assume

that wasn't what is the last night less than in market but nevertheless so in

order to some degree of an which is apparently inevitable and but question is by

one last question what is kind of nature of the words with this view on

angel

so we make a mathematical conjecture that the exponential distribution that the two d was

measured network but what we see on top of these naturalness what is your

that will be something different would be not nature a lot of abnormal or something

like that and once we once with the this the composition of the whole distributions

the two classes then there are able to analyze the trends historical chance so what

the found is that first of all the exponential what is extremely stable real data

for ten twenty thirty years

it is just the same meaning the scale changes because it has a scale which

is that it was you come up with evolution continuum and audible or say double

in twenty years i mean doors not adjusted for the shape of that is really

she's distributions this exact the same so it's extremely stable but then the look and

the share

of total income that goes to the upper class upper-class me of the spiral on

top of exponential and the father had it then a vehicle variable so basically it

was same the level of maybe ten percent also one and two ninety five but

from ninety five to two thousand example tomb almost twenty percent that was the bubble

the dot com babble

okay when the bubble collapse the should decrease dropped down by a factor of two

then the house and babble

babble doubled again extra more than double six to twenty percent and rocked again during

the next christ assassinate and so crisis another indication is actually cover and median we

have recovered image means a class is recovering

we see missing become very strange situation and i to state a class is recovering

what is global class

is this is not recoverable but is so one of the things you're trying to

do in this project no as far as i understand is to think about what

kind of process could be driving the parallel corpus so you talk about maybe competitive

markets to talk about campus production problem profits and cm primary s

that's right the size so far this was a disk empirical observations knowledge we want

to do this within this proposal is actually to develop some models

to explain it all to follow the in n x the set or and one

reading kind of input a conceptual question but was it is make use of relevant

is that

the share of the upper class discover uncommon to six plus was recorded at least

sure and the question is where well it wasn't one and so for example is

possible that the a this work was showgirls to such a degree

the economic activity will essentially stop for the for the reason because the word classing

blue loses position power so they can a byproduct so there's no point to produce

a new product because it a proportion power

and said that his different incarnations within this mc and cm by coming from economics

background is me

you're essentially talking about the kind of aggregate demand probably say that might arise because

of rising inequality that that's a sort of drag one and demanded the way it

shows up in your models

is different than the way we do it in economics of so i'm interested in

the dialogue that you been having i suppose with the contrast

because use you saying a proposal that you join this the kind of physics group

in two thousand

but you also just told me now that you were thinking this way back as

an undergraduate so tell me about that how you came in a kind of is

i

right okay so right so that's very interesting still save as a set in the

i got this idea of source files and the right advisories the text with the

force time that was actually ten volume words

or of a theoretical physics bilateral relations that will five like in a bit always

statistical physics so again this idea but the key but the kind of from the

back of my mind because well i was added value that was i wanted to

the would then i wouldn't the was it was important for you

so anyway so i finish the wardens i get my p d and theoretical physics

a get the if faculty positions contrastive might also always that the kind of is

why around here two thousand actually that one reason

i related to get tenure so to use a i difficulty of thirty coffee is

gonna get my junior and then i actually decided this time actually well i and

the you know present this idea but second reason was around your two thousand this

on the physics one but start

so it was is that you can the physics was invented by agents ten thirty

of is so anyway this movement

most of not by need by mike what physicists late nineties

and i realise move with the start and so i by that you in it

because if a bit longer to know somebody else will do so the agenda second

if it is normal but this almost decreases

no and since then a punishment yours paper about all statistical mechanics of money of

this year two thousand and says that start to propagate this idea because it is

not enough to write the paper to publish paper and the standard great your work

to propagate this idea to what economics and social science

and that the that's what it will it with a little you're in our decision

here's a time trend this and i think and gradually making progress in propagation this

a ds but not easy but for example router you paper two thousand nine with

but are also available melodic one i missed us to probably but this by performing

some residual the use of modern physics

okay that also get to know duncan forty which is very unconventional one and this

at in school and winners are trendy and one of great use of mine at

and what and usual thing about that can use that he actually took a course

of statistical physics

he took physics course and then through the paper tonight just before i do my

paper proposes similar ideas is possible solutions in economics because you statistical physics of the

problem is mostly what i missed don't have this background they have no what they

can statistical physics the make and they can mathematic or statistics but

that's not the same thing statistical if we discuss the set of ideas like for

example is and is just visual for gases so anyway so that's why develop and

i like and communication and kind of kind of the synthesis of ideas it's a

very non-zero process

a request to size of different know which if i gather what you're saying one

of the ideas of a being a nine a grantee is to have a larger

audience in with some of this is about learning to talk to a condom as

and having economist learn to talk to you absolutely beyond rates you're find a unique

opportunity

to ensure that

with was for thinking a quantum is a general just anyone and makes a conan

is thinking looking for new economic thinking so when the new ideas not everybody's all

and so that's really a the main the main advantage well all of this is

you know incredibly fast at me a new way of thinking about data and phenomenon

the columns of in studying for centuries and i'm that new economic thinking is new

thinking about the economy not necessarily back on a bus so from our way of

thinking you and i met economist out and i welcome you

the thank you very much