Title: Is Technological Progress a Thing of the Past?
1- Is Technological Progress a Thing of the Past?
- Joel Mokyr
- Departments of Economics and History
- Northwestern University
- Berglas School of Economics
- Tel Aviv University
2- Economics, sometimes known for being the dismal
science has always had its share of alarmist and
scary predictions of stagnation and economic
decline. - Among the many scenarios suggested in the past
- Overpopulation and Malthusian disasters
- Population aging and fertility decline
- Resource exhaustion
- The welfare state is unsustainable
- Structural lack of aggregate demand (secular
stagnation) - Environmental disasters such as climate change
2
3- Most recently the question that has been raised
is can we keep up the technological momentum
that has so dramatically changed our lives since
1850 or so?
3
4A new wave of techno-pessimism is upon us
- The new technopessimist interpretation (for
instance Robert Gordon) says that the low-hanging
fruits of invention have all been picked. - Future inventions, we are told, will not have
nearly as radical an effect as before. - For that reason, innovation will not be powerful
enough to counter other economic headwinds and
annual GDP growth will slow down to a trickle.
5Innovation pessimismHas the ideas machine broken
down?
6Gordon is not alone
- Many feel disappointed. Peter Thiel (of Paypal
fame) has famously remarked we wanted flying
cars, instead we got 140 characters. - To which I would reply wait till you need a hip
replacement, buddy.
7Is the world running out of ideas?
- Perhaps the low-hanging fruits that have changed
our lives have been picked running water,
chlorination, electricity, air conditioning,
antibiotics etc? - But science and technologys main function in
history is to make taller and taller ladders to
get to the higher-hanging fruits (and to plant
new and maybe improved trees). - Moreover, the old trees will keep sprouting new
fruits, if only we give them proper care.
8Of course, some other people are hyperoptimists
- They argue that the rapid improvements in
computation and artificial intelligence (AI) have
the potential to increase its productivity and
breadth to the extent that human labor and
intelligence will become increasingly
superfluous. - This is what is known as singularity associated
with such futurist as Ray Kurzweil in which
machines not only replicate themselves but
actually are capable of what is known as
recursive self-improvement.
8
9Ray Kurzweil, computer scientist, inventor and
futurist
Milan Expo Meeting, Sept. 2015
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10- The productivity of computers and software has
grown at phenomenal rates for more than a
half-century, and rapid growth has continued up
to the present. Developments in machine learning
and artificial intelligence are taking on an
increasing number of human tasks, moving from
calculations to search to speech recognition,
psycho-therapy, and robotic activities on the
road and battlefield. At the present growth of
computational capabilities, some have argued,
information technologies will have the skills and
intelligence of the human brain itself
(Nordhaus, 2015).
10
11- Quite a few people think that this is a dystopian
prediction and could be even worse than secular
stagnation. - But economists of course know that it is not at
all clear that singularity is likely computer
intelligence and human intelligence are good at
quite different things and may be more
complements than substitutes, that is, they will
work together rather than replace each other. - My view is that computers, rather than becoming
our masters, will help us understand and dominate
nature better. - I will come back to this point.
11
12So the Big Question is Quo Vadis, Technology
- What can an economic historian bring to this
discussion? - Here is the take-home line
- If the patterns of the past hold (a big if),
there is good reason to expect the rate of
technological change to accelerate over the next
decades, although it would be foolhardy to be
more specific than that (and even more to try to
predict the rate of productivity growth or
whether we are facing a Kurzweilian singularity). -
13At least to give us some perspective to
appreciate Amaras Law
- We tend to overestimate the effect of a
- new technology in the short run
- and underestimate the effect in the long run.
- Roy Amara,
- Past president of
- The Institute for the Future.
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14Can growth continue?
- The world is running into headwinds that are
supposed to slow the industrial economies down to
a trickle. A few of those seem at first glance to
be ineluctable. - Population ageing
- Declining employment and L-force participation.
- National indebtedness
- Education running into diminishing returns.
- Environmental problems and climate change.
- note many of those things are only bad if
your objective is to maximize GDP as currently
defined
14
15But against that, I argue
- The tailwind from technology is likely to be so
powerful that, like a tornado, it will overcome
all headwinds from other factors. - Can I be sure? No.
- Can we learn anything from history here?
- The best I can do is point to four factors that I
think made a difference in the past, and then
argue that they are much stronger today than ever
before.
16Four factors that mattered in the past
- Pluralism and Diversity
- Artificial Revelation
- Access costs
- Good incentives for intellectual innovation and a
well-defined agenda. - So my plan is show their historical importance,
and then argue that they hold for todays world a
fortiori.
17- Factor one pluralism and competition
17
18Why do Diversity and Pluralism matter?
- There are two ways to think about it.
- One is the evolutionary notion that creativity is
the result of diversity, because progress occurs
through a process of selection, and as we have
known ever since Darwin, the more items there are
to select from on the cultural menu, the more
likely it is that fitter varieties will occur. - The other is the economic model of competition
that says that in a world in which many entities
compete hard, progress is more likely to occur
because no competitor wants to fall behind (and
those who do, drop out).
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19- These two stories are not mutually exclusive and
in fact both shed some light on why economic
growth and technological progress started in the
Western World around 1750 with the Industrial
Revolution. - This is the topic of my new book, A Culture of
Growth Origins of the Modern Economy (Princeton
Princeton University Press, forthcoming, 2016).
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20According to that story, the political
fragmentation and the religious and cultural
pluralism of Europe was a key to its success.
- This was, interestingly enough, fully realized by
philosophers of the Age of Enlightenment
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21- Europe is now divided into twelve powerful,
though unequal, kingdoms, three respectable
commonwealths, and a variety of smaller, though
independent, states the chances of royal and
ministerial talents are multiplied, at least,
with the number of its rulers . . . The abuses of
tyranny are restrained by the mutual influence of
fear and shame republics have acquired order and
stability monarchies have imbibed the principles
of freedom, or, at least, of moderation and some
sense of honour and justice is introduced into
the most defective constitutions by the general
manners of the times. In peace, the progress of
knowledge and industry is accelerated by the
emulation of so many active rivals in war, the
European forces are exercised by temperate and
undecisive contests." (Gibbon, 1789, V.3, p.636)
21
Zurich conference, Nov. 2014
22- Here on the same topic is the greatest of all
Enlightenment writers
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23- Nothing is more favorable to the rise of
politeness and learning than a number of
neighbouring and independent states, connected
together by commerce and policy. The emulation,
which naturally arises among those... is an
obvious source of improvement. But which I would
chiefly insist on is the stop constraint which
such limited territories give both to power and
authority... The divisions into small states are
favourable to learning, by stopping the progress
of authority as well as that of power. - David Hume (1742)
23
24Modern economics agrees
- We know that the competitive model is a good
approximation for the behavior of political
entities in the seventeenth and eighteenth
centuries the time, which encouraged and even
supported scientific and technological advances,
not out of altruism but to keep ahead (or at
least to keep up). - Moreover, fierce competition took place not only
between nations but also within them, for example
between different religious groups or between
cities and regions.
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25The evolutionary model suggests the same
- In Europe of the sixteenth and seventeenth
century a lot of new cultural varieties began
to emerge and increased the size of the menu
from which people could choose. - Two examples in medicine, the old humoral
theory inherited from the Greeks and Arabs of
disease now had to compete with the
iatrochemical school founded by the great Swiss
physician Paracelsus. - In physics, Cartesianism competed with
Newtonianism in the late seventeenth and
eighteenth centuries, and the atomic theory
(known as corpuscularianism) competed with
vitalism and both competed with
Aristotelianism.
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26What made this market so competitive is
well-understood
- The invention of the printing press, the growth
of epistolary networks, and the growth and
proliferation of universities and non-academic
institutions of learning such as the Accademia
dei Lincei and the Académie Royale. - These were happening in a world in which courts
and universities of many kingdoms, cities and
principalities were competing to attract the best
and the brightest. - But the scholars and intellectuals also competed
with one another for the best patronage
positions.
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27As the Talmud says The jealousy of learned
men will increase wisdom
28What emerged from all this was a new world.
- It led to breakthroughs in science and
technology, and eventually to the Industrial
Revolution and modern economic growth which were
driven by them.
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29So what does this model predict for today?
- The world is more pluralistic and competitive
than ever. Globalization does NOT imply that
competition between 5-6 major blocks is not as
intense as it was in the seventeenth century (but
it is to be hoped that it will not end the same
way in a series of destructive wars). - All participants realize that unless they keep up
with best-practice science and technology, they
will fall hopelessly behind in the global
competition.
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30One obvious reason is that globalization is far
from creating a homogeneous world.
- Different cultures create different forms of
innovation. Globalization means that all players
are exposed to and have access to these options
subsequently. - So we have American genetic modification, German
chemistry, Israeli software, and Chinese advances
in acupuncture and moxibustion, among many
others. - But todays world is different in one respect if
an invention is made somewhere, it is made
everywhere. Diffusion is immediate.
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31- Factor 2 Artificial Revelation
31
32Artificial Revelation
- What drives scientific advances at any time? They
are driven by many factors, but one of the most
important is the tools and instruments available
to scientists. - Thus technological progress stimulates and helps
scientific advances no less than the reverse.
33Why is this so important?
- Simply, because our senses and brains are too
limited for much of nature, which operates at
scale, frequencies, distances, and bandwidths
that we cannot observe. We only observe them
through artificial revelation. - Moreover, many important phenomena are also too
complex to compute by hand. - So we need tools.
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34- This was certainly true for the scientific
revolution in the 17th Century. - The best-known examples are of course the great
trio of the telescope, the microscope, and the
barometer, all developed during the early
seventeenth-century. These three instruments
played a big role in the Scientific Revolution.
But there are many others. - Let me give you a few lesser-known examples from
the era before and during the Industrial
Revolution to drive the point home.
35Boyles famous air pump
Robert Boyles famous air pump, built in the late
1650s, which showed once and for all that contra
Aristotle, nature did not abhor a vacuum, and
thus paved the road for atmospheric (steam)
engines.
36Voltas battery provided chemists with a new
tool, electrolysis, pioneered by Humphry Davy. He
and other chemists were able to isolate element
after element, and fill in much of the detail in
the maps whose rough contours had been sketched
by Lavoisier and Dalton.
37And in medicine
Joseph J. Lister (father of the famous surgeon),
inventor of the achromatic microscope that
minimized both chromatic and spherical
aberration. This made it possible eventually for
Pasteur, Koch and others to demon- strate that
infectious diseases were directly linked to
identifiable microorganisms.
38Better tools make for better science
- This, to, is true a fortiori in our age.
- Sciences toolkit has grown enormously in the
past decades. - This expansion cannot but lead to rapid
applications, in fields that are at times obvious
and immediate but often unexpected. - Examples are easy to come by.
- Start with telescopy, in honor of Galileo
39Galileo never had this
- Artists impression of the European Extremely
Large Telescope deploying lasers for adaptive
optics
Future of Work
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40Here is what is can do
OECD, Paris Sept.2014
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41Adaptive optics
- These are two images of the planet Uranus, one
using an ordinary telescope, the other one in
which the blurring caused by atmospheric
distortions are corrected through adaptive
optics. - Adaptive optics technology sharpens images by
changing the shape of telescope mirrors up to
1,000 times per second. - It is believed to have more potential than
Hubbles telescope (and is a lot less expensive).
OECD, Paris Sept.2014
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42Neither did Pasteur have this
Betzig-Hell type of stimulated emission
depletion (STED) microscope
Future of Work
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43Another example how new technology helps science
Automatic gene sequencing machines, first
developed in 1986 by Dr. Leroy Hoods laboratory
at CalTech, critical in sequencing of genome.
OECD, Paris Sept.2014
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44And perhaps the most revolutionary
OECD, Paris Sept.2014
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45And Now CRISPR
Jennifer Doudna
Northwestern Central Bankers meeting, Sept. 2015
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46- CRISPR basically works a bit like the
find-and-replace function in word-processing.
It may, within a generation, rid us of all 6,000
genetic diseases, from common one like Tai-Sachs
and sickle-cell anemia, to rare diseases such as
San Filippo syndrome. - But it can be used to knock out genes or sets of
genes quickly and cheaply, and thus allow
scientists to study disease that depend on sets
of genes such as diabetes and autism. - Its capabilities in redesigning organisms maybe
unlimited.
46
47- Even more impressive it allows scientists to
manipulate germ-line cells, and thus have the new
genetic configuration passed on in perpetuity. - This has raised a lot of debate among
bio-ethicists. A concern that scientists could
create supermen is only one of those. - But even we ban this technique in humans, we
could apply it to all other creatures and create
plants and animals according to the
specifications we want --- including for instance
their ability to withstand the vicissitudes of
climate change and growing water scarcity.
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48Finally, of course, the computer
- It is hard to think of a single field of research
that has not been transformed by computers. - The real question often seems to be what did we
ever do before it? - My interest here is not in what the digital
revolution does for productivity directly, but
rather indirectly through its effect on science.
OECD, Paris Sept.2014
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49Computers allow research hitherto impossible
- In Chemistry Multiscale Models of Complex
Chemical Systems, which allows the solution of
the complex equations that govern the properties
of quantum chemistry. - In Physics allow the simulation of complex
differential equations (Navier-Stokes) that are
known to govern turbulence but cannot be solved. - In Material science We now can simulate the
equations that define the properties of materials
using high-throughput super-computers to
experiment with materials having pre-specified
properties in silico.
OECD, Paris Sept.2014
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50- The new science then feeds back into
technology, at times with enormous power. - In this way, technology (instruments) and science
mutually reinforce one another in a positive
feedback loop. - Or, another way to look at it technology pulls
itself up by its bootstraps through the
intermediation of science.
OECD, Paris Sept.2014
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51Why does this matter?
- Much of the discussion about the coming of the
future of the digital revolution is about its
direct impact on consumption and production - Will we have robots making us coffee, driving
trucks, pick our tomatoes and babysit our
infants? Will Artificial Intelligence teach our
students and program our lives??
51
52- But that forgets the important indirect effect
- IT ? Science ? other technologies
52
53Here is an example (from French expo 2015
pavilion)
- The use of digital technology to assist
evolutionary selection high-throughput
phenotyping platforms, equipped with robots and
cameras, which enable them to detect plant genes
that are better adapted to human and environment
needs. These platforms can characterize and sort
1000s of individual plants through automated
means and on a daily basis. - This maybe a partial substitute for genetic
modification, since it relies only on natural
mutations.
54 55- Some very important pieces of knowledge that are
known to society are only possessed by few smart
individuals. - And hence, access by others who do not have this
knowledge but need it is important. Such access
is costly.
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56Why is access so crucial to sustained
technological dynamism?
- Part of it that more and more invention requires
access to the best science available in material
science, biochemistry, combustion, etc. - Even if science is not directly very useful in
guiding an inventor, it is still true that
Fortune favors the prepared mind. - But it is also true that technology advances by
ideas having sex as one writer famously
described it. So if you have one idea, you need
access to a partner. - Finally, inventors have to know what is already
known, so that they dont reinvent more wheels
than is unavoidable.
56
57This does not matter as long as users who need
this knowledge have access to it.
- But access can be costly. What determines access
costs? - Among many factors, clearly the technology of
storing codified information and searching
through it figure highly. - In the past, the most important advances in
information-storage and search-engine technology
were the invention of writing, paper and the
printing press.
58- But knowledge needs to be organized if access is
to be fast and cheap and searches are to be
efficient. -
- The Age of Enlightenment that preceded the
Industrial Revolution blazed new trails in access
capability in technology and in science, both for
codified and tacit knowledge. -
58
59- The eighteenth century version of the search
engine was the encyclopedia. Alphabetized
encyclopedias and indices to technical books were
the Googles of their age. - And indeed, the paradigmatic enlightenment
document is Diderots Grande Encyclopédie.
59
60- Pinmaking essay in Diderots encyclopedia
60
61What about today?
- If ICT has done anything, it has reduced access
costs. - We no longer deal with data ? we have
meta-data, amazing quantities of information
that can only be accessed with sophisticated
searchware. - We can search for nanoscopic needles in
haystacks the size of Montana. - This is certainly not without its drawbacks, as
both spies and advertisers know more and more
about us. - But it has enormous implications for further
scientific research and technological advances.
62- Anyone engaged in research can access vast banks
of knowledge and data. Cloud technology is just
getting started. We measure storage now not in
petabytes but Zettabytes (a million petabytes)
and Yottabytes (1000 Zettabytes) - (WHO makes up those terms? --- there is also
Brontobytes). - And they move around the planet in seconds. As
Matt Ridley has remarked, The cross-fertilization
of ideas between, say, Asia and Europe, that
once took years, decades, or centuries, can now
happen in minutes. - .
62
63Public databases are a huge step forward in
codified knowledge
- All these databases (think Pubmed) are accessible
free of charge, with no physical effort, at the
click of a mouse. - Louis Pasteur never had it so good.
- But what is true for medical science is true
across the board, in material science,
astrophysics, molecular plant genetics, and
economic history. Big-data is changing research
in every field.
64 65- Economists love incentives. But in the generation
of science, especially, they are problematic,
since knowledge cannot be owned or sold the
way other assets are owned and sold. - Europe between 1500-1700 found a solution great
scientists acquired reputations among their
peers, and these reputations provided them with
patronage positions. - Galileos position at the court of the Grand-duke
of Florence is the most famous example.
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66- Following the publication of his Siderius Nuncius
he was appointed "Chief Mathematician of the
University of Pisa and Philosopher and
Mathematician to the Grand Duke" of Tuscany. The
appointment was for life. - It was a very cushy patronage job. But many other
distinguished scientists were given similar
arrangements. - This created incentives that worked discover
something, get others to notice, become famous,
and youre set (almost) for life.
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67- These rules still set the stage by which the game
of creating science is being played. - They are not perfect, but probably the best we
can do. And they worked well in the past. - What about today?
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68In our age we richly reward and honor successful
inventors and scientists.
- Although most innovators capture only a minute
portion of the social surplus they create, we
tend to respect and reward them. And they still
prefer (mostly) being famous to being rich. - And patents, despite everything that is wrong
with them (a lot) still constitute a strong ex
ante incentive for innovators. But we also deploy
other means economic security through tenured
jobs, first-mover advantage, prizes. - These incentives have worked well for centuries.
69- Except that today they work better globalization
creates global superstars. - A Nobel prize means a lot more than some Swedish
kroner and dinner with the King. It means global
celebrity status.
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70One final thought
- Science and Technology advance most rapidly when
the world poses them with well-defined and
urgent problems that need a solution (and those
who solve it will be well-rewarded) and that are
within the capabilities of that society (unlike
some advances that are at first a solution
looking for a problem.) - It involves realizing that solving them will
enhance social welfare significantly. Rosenbergs
idea of focusing devices. - In other words, it helps to have a clear-cut
agenda.
71- The eighteenth-century Industrial Revolution did
exactly that. Britain faced a number of
well-defined problems - How to pump water out of coalmines.
- How to spin high quality cotton yarn
inexpensively. - How to turn pig iron into wrought iron.
- How to fight smallpox.
- How to solve the longitude at sea problem.
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72- Of course, only the problems that were in their
reach were solved. Eighteenth-century engineers
could not build airplanes or submarines, tame and
harness electricity, and even cheap steel eluded
them for a long time. - The twentieth century did the same for a host of
problems, from the Haber-Bosch nitrogen-fixing
process (1912) to Project Manhattan to polio
vaccines
73Similarly, in our own age many well-defined
problems
- Global warming and climate change.
- Ocean acidification (global warmings evil
twin) - Desertification and water scarcity.
- Multidrug resistance to antibiotics.
- Energy storage and transmission.
74- Digitally-driven mass-customization
- Fish and seafood depletion.
- Growing obesity.
- Mental deterioration with age.
- Information overload.
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75- Both the supply and the demand are there. We have
the tools to solve these problems, and the need. - Yet, institutional and political factors may get
in the way in many places and slow down or block
advances that are technically possible. - However, the good news about globalization is
that if problems get solved somewhere, they are
solved everywhere.
76Is this an unqualified rosy scenario?
- Not necessarily.
- Institutions and politics have not advanced at
the same rate as science and technology since
1750. - And hence there may be an imbalance between our
technological and our political capabilities.
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77- As Freud said with masterly understatement in his
The Future of an Illusion, While mankind has
made continual advances in its control over
nature and may be expected to make still greater
ones, it is not possible to establish with
certainty that a similar advance has been made in
the management of human affairs.
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78To sum up
- We are not like the late Roman Empire or Qing
China, about to languish into an age of decline
to be followed possibly by chaos and barbarism. - Technological progress is still remote from
reaching a ceiling or even diminishing returns
(and may never do so). - Economic growth, in an economically meaningful
way (if not necessarily in a traditional NI
accounting way) will continue. - Secular stagnation Seems unlikely to be the
problem.
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78
79- The Digital Age will be to the Analog Age what
the iron age was to the stone age. - And we cant even imagine what the Post-digital
Age will look like. No more than Archimedes could
imagine CERN.
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80Milan Expo Meeting, Sept. 2015
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81- As Freud said with masterly understatement in his
The Future of an Illusion, While mankind has
made continual advances in its control over
nature and may be expected to make still greater
ones, it is not possible to establish with
certainty that a similar advance has been made in
the management of human affairs.
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