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Is Technology the Seed of the Next Crisis? Campbell R. Harvey Duke University and NBER January 2020 CH MMS 562F – Tech Driven Transformation
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Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

May 27, 2020

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Page 1: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Is Technology the Seed of the Next Crisis?

Campbell R. HarveyDuke University and NBER

January 2020CH

MMS 562F – Tech Driven Transformation

Page 2: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 3

Page 3: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Horses

• Late Victorian England, 3.3 million working horses

• 1893 there were 300,000 working horses in London

4http://www.victorianturkishbath.org/6DIRECTORY/AtoZEstab/Animals/LonTotSF.htmhttp://www.horseandhound.co.uk/videos/news-videos/international-working-animal-dayCampbell R. Harvey 2020

Page 4: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Horses

• Each horse producing 15-35 lbs of manure every day• About 4,000 tons left on the streets every day • Not just the manure, the average life of a working horse was 2-3

years – so many carcasses abandoned on the streets

5http://www.victorianturkishbath.org/6DIRECTORY/AtoZEstab/Animals/LonTotSF.htmhttp://www.horseandhound.co.uk/videos/news-videos/international-working-animal-day

Campbell R. Harvey 2020

Page 5: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Horses

• 1894 Times of London:“In 50 years, every street in London will be buried under nine feet of manure.”

Campbell R. Harvey 2020 6http://www.industrialoutpost.com/understanding-the-great-horse-manure-crisis-of-1894/

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Horses

1915 London: • No horses used for trams or cabs• The motor carriage is the

technological disruption

7Campbell R. Harvey 2020

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Horses were disrupted by technology

• Minimal impact on labor• Drivers switched to taxis - motorized carriages• Stable hands pumped gas at service stations• The main losers were the horses: UK working horse population

plummets to 25,000

8Campbell R. Harvey 2020

Page 8: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Two Views of Technology

The Dark ViewKarl Marx (Das Kapital, ch. 15 “Machinery and Modern Industry”)• Technology is an instrument of the

capitalist to increase profit at the expense of labor

• Technological advances will lead to mass unemployment

9Campbell R. Harvey 2020

Page 9: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Two Views of Technology

The Bright ViewEmpirical evidence began to shape a more nuanced view• Technological change can lead to short-term disruptions but there is no

evidence of long term effects on employment• For example, 100 years ago over

50% of the U.S. population worked on farms; today it is less than 2% (yet much more food is produced and it is cheaper)

https://ageconsearch.umn.edu/bitstream/59390/2/eib3.pdfhttps://phe.rockefeller.edu/docs/Nature_Rebounds.pdf 10Campbell R. Harvey 2020

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Two Views of Technology

The Bright ViewEmpirical evidence began to shape a more nuanced view• Three basic ideas:

– It is crucial to take the benefits of technology into account when predicting the impact on the economy and labor specifically

– Labor is mobile and will eventually find new jobs– Different technologies have different demographic impacts, e.g., the

tractor displaced relatively unskilled labor while the computer displaced skilled labor

11Campbell R. Harvey 2020

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Globalization and Technology

Historically, technology has made goods and services more portable leading to increased trade• Increased trade generally associated with increased average growth

12Campbell R. Harvey 2020

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Unequal Benefits of Globalization

Campbell R. Harvey 2020 13https://www.govinfo.gov/content/pkg/ERP-2017/pdf/ERP-2017.pdf p. 60 https://inequality.org/facts/income-inequality/

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Unequal Benefits of Globalization

14https://inequality.org/facts/wealth-inequality/

Campbell R. Harvey 2020

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Unequal Benefits of Globalization

Very little mobility –

15Campbell R. Harvey 2020

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Unequal Benefits of Globalization

Very little mobility –

16Campbell R. Harvey 2020

U.S. not “land of opportunity”

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Unequal Benefits of Globalization

Unintended consequences

17Campbell R. Harvey 2020

Page 17: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Unequal Benefits of Globalization

Unintended consequences

18Campbell R. Harvey 2020https://www.independent.co.uk/news/world/europe/muhammad-cartoon-competition-cancelled-geert-wilders-netherlands-a8515801.html

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Unequal Benefits of Globalization

19Campbell R. Harvey 2020

Page 19: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Unequal Benefits of Globalization

• Outsourced labor and immigration are but a side-show in a much more important force: Technology

20Campbell R. Harvey 2020

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Unequal Benefits of Globalization

• In contrast to outsourced labor and immigration, there is nothing policy makers can do to stop or slow the impact – you can’t prevent a company from buying a machine

Campbell R. Harvey 2020 21

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Rise of the Machines

Cray 2 is the world’s fastest supercomputer: 1985-1990 • CPU: 1.9 GFLOPs*

• Weight: 5,500 pounds• Cost: $32 million (current $)

Campbell R. Harvey 2020 22*1.9 billion floating point operations per second

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Rise of the Machines

iPhone 11 Pro:*

• 1,000 GFLOPs (CPU alone)• Likely 7,000 GFLOPs (with GPU)• 512 GB storage• 6.63 oz• $1,000

23*A13 Bionic. https://www.apple.com/iphone-11-pro/specs/ September 10, 2019 Also note the Apollo guidance system had only 4K of RAM. Campbell R. Harvey 2020

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Rise of the Machines

Revolution #1:Computing Power

Campbell R. Harvey 2020 24https://phys.org/news/2015-08-silicon-limits-power-electronics-revolution.html https://upload.wikimedia.org/wikipedia/commons/6/62/Moore%27s Law over 120 Years.png

Page 24: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Rise of the Machines

Revolution #1:Computing Power

Campbell R. Harvey 2020 25https://phys.org/news/2015-08-silicon-limits-power-electronics-revolution.html

In contrast to most applications, the future is very easy to forecast

https://upload.wikimedia.org/wikipedia/commons/6/62/Moore%27s Law over 120 Years.png

Page 25: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Rise of the Machines

Revolution #1:Computing Power

Campbell R. Harvey 2020 26

In contrast to most applications, the future is very easy to forecast

http://www.jaymaron.com/gamehardware.html

Page 26: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Rise of the Machines

1981 - $300,000 1987 - $50,000 1990 – $10,000 1994 - $1,000 1997 - $100 2000 - $10 2004 - $1 2010 - $0.1 2020 - $0.01

Campbell R. Harvey 2020 27

Revolution #2: Data generation and storage

Cost per GB

https://aws.amazon.com/s3/pricing/https://diskprices.com/

Page 27: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Rise of the Machines

Revolution #3: Methods• Maturing of combined methods from statistics, computer science,

engineering and mathematics

Campbell R. Harvey 2020 28

Page 28: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Rise of the Machines

Revolution #4: Open-source code• Coding is a shared activity. No longer necessary to ‘reinvent the

wheel’.

Campbell R. Harvey 2020 29

Page 29: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

How Technology Impacts Finance and Growth

Key initiatives:• P2P Financing• Robo-advising and Asset Management• Blockchain and Smart Contracting• Machine learning

Campbell R. Harvey 2020 30

Page 30: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

P2P Finance

Landscape:• P2P Lending• Crowdfunding• Payments and New Banks

Campbell R. Harvey 2020 31

Page 31: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

P2P Finance

Implications:• Makes it possible to for entrepreneurs to obtain financing that was

not possible in the past• Allows anyone to make microinvestments in firms – previously,

investments in startups were reserved for select “qualified” investors

Campbell R. Harvey 2020 32

Page 32: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

P2P Finance

Implications:• WeChat Pay has 1+ billion users• Alipay has 1+ billion users!

Campbell R. Harvey 2020 33https://www.electran.org/wp-content/uploads/MPC_StateofMobilePayments-Report-FINAL.pdf

Page 33: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

P2P Finance

Implications:• WeChat Pay has 1+ billion users• Alipay has 1+ billion users!

Campbell R. Harvey 2020 34https://www.electran.org/wp-content/uploads/MPC_StateofMobilePayments-Report-FINAL.pdf

Page 34: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

P2P Finance

Implications:• WeChat Pay has 1+ billion users• Alipay has 1+ billion users!

Campbell R. Harvey 2020 35https://www.electran.org/wp-content/uploads/MPC_StateofMobilePayments-Report-FINAL.pdf Saks Fifth Avenue

Photo by David Yermack

Page 35: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

P2P Finance

Implications:• Allows the unbanked to join the world of Internet commerce• Large swath of skilled employees in traditional banking will be

displaced. • Traditional banks at great risk.

Campbell R. Harvey 2020 36

Page 36: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Robo Asset Management

Landscape:• Algorithm gives low cost advice to a retail investor based on an

algorithm that selects a “diversified” portfolio that matches the investor’s risk preferences

• Not just for the retail investor – many institutional investors turning to systematic trading algorithms for asset management

Campbell R. Harvey 2020 37

Page 37: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Robo Asset Management

Implications:• Large shake out of asset management industry with thousands of

smaller asset management companies closing because they are unable to compete with the large companies that have invested in big data and machine learning

Campbell R. Harvey 2020 38

Page 38: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Blockchain and Smart Contracting

The opportunity:• Imagine a world were transactions costs are near zero, the

integrity of the transaction can be quickly verified, the transaction happens almost immediately, and the system is secure from outside attack. This is the blockchain opportunity.

Campbell R. Harvey 2020 39

Page 39: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Blockchain is a Ledger

A very special ledger…• Quickly and easily accessed and

shared by many -- distributed• Immutable (you can only add

to it – you cannot alter history)• Cryptographically secured

Campbell R. Harvey 2020 41

Page 40: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

What can Blockchain Technology do?

Solves many problems• Verification of ownership• Efficient exchange of ownership

Campbell R. Harvey 2020 43

Page 41: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Almost Anything can be Tokenized

1. First Gen/Gold 2.0: Bitcoin (BTC), Litecoin (LTC)2. Distributed Computation Tokens: Ethereum (ETH), Tezos (XTZ), EOS, and DFinity3. Utility Tokens: Programmable blockchain assets: Storj, Golem (GNT), Sia (SC), FileCoin

Campbell R. Harvey 2020 44

Page 42: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Almost Anything can be Tokenized

4. Security Tokens: Represent stocks, bonds, other assets, ASX initiative– STO=Security Token Offering; ETO=Equity Token Offering

5. Stablecoins:– Fiat Collateralized: USDT, USDC, TUSD, LBXPeg, JPMcoin, Libra, – Natural Asset Collateralized: Digix Gold (DGX), Tiberius Coin (TCX), Swiss Real

Coin (SRC), – Crypto Collateralized: MakerDAO’s DAI– Non-Collateralized: Basecoin– National Cryptofiat: Fedcoin, Petro, Eurocoin, CADCoin,…

Campbell R. Harvey 2020 45

Page 43: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 46

The Education of Jamie Dimon

Page 44: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 47

The Education of Jamie Dimon

Page 45: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 48

The Education of Jamie Dimon

Page 46: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 49

The Education of Jamie Dimon

Page 47: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 50

Page 48: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 51

The Education of Jamie Dimon

Page 49: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 52

Page 50: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 53

All in

Page 51: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Almost Anything can be Tokenized

5. Stablecoins:– Fiat Colleralized: USDT, USDC, TUSD, LBXPeg, JPMcoin, Libra– Natural Asset Collateralized: Digix Gold (DGX), Tiberius Coin (TCX), Swiss Real

Coin (SRC) – Crypto Collateralized: Maker DAO’s DAI– Non-Collateralized: Basecoin– National Cryptofiat: Fedcoin, Petro, Eurocoin, CADCoin,…

Campbell R. Harvey 2020 54

Page 52: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 55

Secret “Project Libra”

https://www.wsj.com/articles/facebook-building-cryptocurrency-based-payments-system-11556837547?mod=searchresults&page=1&pos=11

Almost Anything can be Tokenized

Page 53: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 56

May 3, 2019

Page 54: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 57

This one is blockchain-based and interacts with WhatsApp, Messenger and Instagram (with potentially 2b users) • Linked to a basket of currencies• $1 billion allocated to the project

Page 55: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

April 25, 2019

Campbell R. Harvey 2020 58

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April 25, 2019

Campbell R. Harvey 2020 59

Online marketplace services, namely, providing a marketplace for buyers and sellers of digital currency assets; Operating an online marketplace featuring footwear and clothing; on-line retail store services.

Page 57: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Campbell R. Harvey 2020 60

Who is Next?

Page 58: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

61

Who is Next?

Campbell R. Harvey 2020

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62

Who is Next?

Campbell R. Harvey 2020

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Blockchain is About More than #DeFi

Near zero transactions costs have many implications• Enables micropayments (enables pay for view, listen, mobile

communication, email, Internet, continuous dividends); new assets• Disrupts traditional banking and investment banking – almost all

functions; Central bankers also interested.• Disrupts exchanges, OTC markets, settlement function; new barter• Widespread use in companies for supply chain and supply integrity• Financial reporting• Unprecedented security• Protection (and monetization) of individual identity

Campbell R. Harvey 202063

Page 61: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Machine Learning

Four forces:• Computing power and the rise of GPU• Growth of big data• AI and Machine Learning advances• Open source software

[Separate presentation available on request]Campbell R. Harvey 2020 64

Page 62: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

This Time is Different

Technological change is not new:• Taxi industry disrupted by Uber• Taxi drivers sign up with Uber

Campbell R. Harvey 2020 65

Page 63: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

This Time is Different

Technological change is not new:• Taxi industry disrupted by Uber• Taxi drivers sign up with Uber• Where do they go next?

Campbell R. Harvey 2020 66

Page 64: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

This Time is Different

Technological change is not new:• 13.1 million Americans work in transportation related jobs• 4.6 million in the for hire

Campbell R. Harvey 2020 67

https://www.rita.dot.gov/bts/sites/rita.dot.gov.bts/files/publications/transportation_economic_trends/ch4/index.html

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This Time is Different

Where will they go?

Campbell R. Harvey 2020 68

Page 66: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

This Time is Different

Where will they go?• Not here!• Many studies have shown

that retraining fails after age 30

Campbell R. Harvey 2020 69

Page 67: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

This Time is Different

Campbell R. Harvey 2020 70

• World Economic Forum: The Futures of Jobs Report, 2018

Page 68: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

The Losers

Unskilled and medium skilled workers in developed markets:• Very difficult to retrain• Lost generation will cause political problems (we have just seen the

beginning)• Crucial to train the next generation so there is not a second lost

generation which could be very toxic

Campbell R. Harvey 2020 71

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Campbell R. Harvey 2020 72

Who are the Winners?

Vast amount of human capital is underutilized• Little or no access to schools• Unbanked

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Campbell R. Harvey 2020 73

Who are the Winners?

Vast amount of human capital is underutilized• Little or no access to schools• Unbanked• This will quickly change

Page 71: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Takeaways

Technology will play a key role in next wave of globalization• Easy to forecast yet we often ignore the implications• We can no longer afford to manage the “average”. Yes, growth

will increase – but it will not be good for everyone• It is crucial that policy makers, corporate leaders, and educators

develop a strategy to deal with the inevitable

Campbell R. Harvey 2020 74

Page 72: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Humans Beware

We need to avoid the fate of Phlebus the Phoenician

75Campbell R. Harvey 2020

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Humans Beware

O you who turn the wheel and look to windward,Consider Phlebas,

who was once handsome and tall as you.

76Campbell R. Harvey 2020

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Humans Beware

O you who turn the wheel and look to windward,Consider Phlebas,

who was once handsome and tall as you.

77Campbell R. Harvey 2020

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Humans Beware

O you who turn the wheel and look to windward,Consider Phlebas,

who was once handsome and tall as you.

78Campbell R. Harvey 2020

Concept of Neural Lace introduced

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Humans Beware

• 2016 Elon Musk on Neural Lace: “If you assume any rate of advancement in AI, we will be left behind by a lot. … Even in the benign situation in AI, we would be so far below them in intelligence we would be a pet –like a cat.”

79https://www.youtube.com/watch?v=ZrGPuUQsDjo

Campbell R. Harvey 2020

Page 77: Is Technology the Seed of the Next Crisis?charvey/Teaching/...• P2P Financing • Robo-advising and Asset Management • Blockchain and Smart Contracting • Machine learning. Campbell

Humans Beware

• 2016 Elon Musk on Neural Lace: “If you assume any rate of advancement in AI, we will be left behind by a lot. … Even in the benign situation in AI, we would be so far below them in intelligence we would be a pet –like a cat.”

80https://www.youtube.com/watch?v=ZrGPuUQsDjo

Campbell R. Harvey 2020

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Humans Beware

We are already cyborgs• There is no where to hide

Campbell R. Harvey 2020 81

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The New Acronyms

82https://www.youtube.com/watch?v=ZrGPuUQsDjo

Campbell R. Harvey 2020 https://en.wikipedia.org/wiki/Brain%E2%80%93computer_interface

• BMI = Brain Machine Interface• BCI = Brain Computer Interface • MMI = Mind-Machine Interface • DNI = Direct Neural Interface

It is just a matter of time.

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83Campbell R. Harvey 2020https://www.wsj.com/articles/elon-musks-neuralink-advances-brain-computer-interface-11563334987

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Future work

Forthcoming...

#DeFi: The World of Decentralized FinanceCampbell R. Harvey

84Campbell R. Harvey 2020

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Watching the watchers

Campbell R. Harvey 2020 88

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Campbell R. Harvey 2020 89https://www.nytimes.com/2019/12/17/technology/china-surveillance.html

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Campbell R. Harvey 2020 90https://www.nytimes.com/2019/12/17/technology/china-surveillance.html

Facial recognition

Plus IMSI-catcher technology --international mobile subscriber identity which allows for MITM attack