• Non ci sono risultati.

INAPP: Human vs machine intelligence Complements not substitutes Ekkehard Ernst

N/A
N/A
Protected

Academic year: 2021

Condividi "INAPP: Human vs machine intelligence Complements not substitutes Ekkehard Ernst"

Copied!
15
0
0

Testo completo

(1)

INAPP:

Human vs machine intelligence Complements not substitutes

Ekkehard Ernst

30 November 2018

@ekkehardernst

ernste@ilo.org

(2)

Should we be afraid of AI?g

“Large neuronal networks today have a maximum of 1 million nodes but consume the energy of a nuclear power plant. The human brain has 84 billion neurons and runs on a slice of bread.”

Chris Boos, AI expert and founder of Arago

(3)

AI increases inequality, not unemployment

Computer storage cost fell dramatically...

...but so did job destruction...

But inequality increased!

80 90 100 110

120 Job destruction Income inequality (Index, 2000=100)

-2 -1 0 1 2 3 4 5 Storage costs: US$ per GB 6

(logarithmic scale)

1984 1988 1992 1996 2000 2004 2008 2012

(4)

The four inequality challenges of AIg

Rising demand for skills

Secular (wage) stagnation

Winner-takes-all with AI

Granular discrimination

I Enhances matching efficiency.... I ...but increases price discrimination I and perpetuates historical biases

(5)

The four inequality challenges of AIg

Rising demand for skills

Secular (wage) stagnation

Winner-takes-all with AI

Granular discrimination

I Enhances matching efficiency.... I ...but increases price discrimination I and perpetuates historical biases

(6)

The four inequality challenges of AIg

Rising demand for skills

Secular (wage) stagnation

Winner-takes-all with AI

Granular discrimination

I Enhances matching efficiency.... I ...but increases price discrimination I and perpetuates historical biases

(7)

The four inequality challenges of AIg

Rising demand for skills

Secular (wage) stagnation

Winner-takes-all with AI

Granular discrimination

I Enhances matching efficiency....

I ...but increases price discrimination I and perpetuates historical biases

(8)

The four inequality challenges of AIg

Rising demand for skills

Secular (wage) stagnation

Winner-takes-all with AI

Granular discrimination

I Enhances matching efficiency....

I ...but increases price discrimination I and perpetuates historical biases

(9)

What about developing countries?

Dependent variable: World Developed Developing

Employment (in logs) countries countries

robot stock −0.055∗∗ −0.044∗∗ −0.029∗∗∗ −0.034∗∗∗ −0.343∗∗∗ -0.329 (0.028) (0.018) (0.009) (0.009) (0.112) (0.480)

robot stock× labour intensity -0.023 0.012 -0.011

(0.044) (0.019) (0.411)

labour intensity 0.007 0.015 0.002 0.001 -0.016 -0.010

(0.008) (0.015) (0.005) (0.005) (0.021) (0.217)

N 477 477 360 360 117 117

R2 0.84 0.85 0.80 0.80 0.35 0.38

Note: Regressions include country and industry fixed effects. Trends are the coefficients of regressions on a linear trend. Robust standard error in parentheses. Significance levels:∗, ∗∗, ∗ ∗ ∗ indicate significance at 0.10, 0.05 and 0.01. Controls: value added, wage. Estimates are weighted by sectoral employment in 2005.

Estimated equation:

Nij= β0+ β1robotsij+ β2robotsij× li2005+ β3li2005+ β4VAij+ β5Wij+ uij.

(10)

Emotional intelligence trumps STEM

(11)

New forms of taxation to ensure protection

(12)

Maintaining a level playing field

(13)

Public infrastructure to promote AI

(14)

Man vs machine: More than meets the eye

Structural transformation

...is a constant feature of our economies ...might bring more inequality

AI promises large productivity gains

...including in low-skilled sectors

...with strong boost for developing countries

Preparing businesses

...prepare workforce to use digital technologies

...be aware of significant up-scaling costs

AI transforms capitalism

...creates challenges for sharing wealth ...and requires international cooperation

(15)

Want to know more?g

Thank you!

Riferimenti

Documenti correlati

Fig. Day 7 post-intravenous antibiotics and post-debridement, shows a palid-colored nasal mucosa and necrotic margins of the wound. Day 10 post hyperbaric oxygen shows the wound

Results obtained showed that supernatants containing wild type Spep and the inactivated mutant form of it were both effective to impair S.. aureus bioflm

Elementi di architettura popolare italiana nelle case di Mario Paolini per Kos p.. 809 Oliver Sutton, James Douet - CEA Global

Model 1 shows that among the individuals who have changed their vote choice during the observational win- dow, there is a significant effect of the disagreement

40 They showed that adding even a small num- ber of random social connections to a highly clustered network causes a rapid transition to a small world, with short paths

Similarly, the temporal metric of flashes elicits an early response likely involving also the auditory cortex in hearing but not in deaf individuals, which mimics

The results showed that pre-incubation of MM cells with plant extracts of aloe and kalanchoe inhibited the activity of mitochondrial NADH dehydrogenases and thereby reduced

1 We arrive at a more precise estimate of the size of the effect, concluding that a brain image exerts little to no influence on the extent to which people agree with the conclusions