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Supply: Element AI estimates 22,000 PhD educated AI researchers and engineers
AirStreetCapital · geographic_map
Supply: Element AI estimates 22,000 PhD educated AI researchers and engineers
22,000 — PhD educated AI researchers and engineers
 Supply: Element AI estimates 5,000 high-level researchers worldwide
AirStreetCapital · geographic_map
Supply: Element AI estimates 5,000 high-level researchers worldwide
5,000 — high-level researchers
 Talent concentration: America remains the hub for talent exchange
AirStreetCapital · geographic_map
Talent concentration: America remains the hub for talent exchange
 Talent concentration: Google is widely acknowledged as the leading employer of AI talent
AirStreetCapital · market_landscape
Talent concentration: Google is widely acknowledged as the leading employer of AI talent
1400 — AI research headcount
 Talent concentration: 6.3% of 2017 ICML papers had a Google/DeepMind author
AirStreetCapital · market_landscape
Talent concentration: 6.3% of 2017 ICML papers had a Google/DeepMind author
44 — ICML paper mentions
 Talent concentration: Percentage of ICML papers with Google/DeepMind author doubles
AirStreetCapital · industry_trends
Talent concentration: Percentage of ICML papers with Google/DeepMind author doubles
13% — Percentage of ICML papers
 Talent concentration: Google lead in contribution to 2017 NIPS papers
AirStreetCapital · data_table
Talent concentration: Google lead in contribution to 2017 NIPS papers
60 — Number of NIPS papers
 Talent Concentration: Google & DeepMind dominate NIPS authorship
AirStreetCapital · benchmark_peers
Talent Concentration: Google & DeepMind dominate NIPS authorship
89 — NIPS authorship count
 Demand: Salaries for machine learning engineers continue to climb
AirStreetCapital · industry_trends
Demand: Salaries for machine learning engineers continue to climb
 Demand: Anecdotally salaries continue to grow
AirStreetCapital · case_study
Demand: Anecdotally salaries continue to grow
$1.9 million — Annual salary
 Demand: Compensation can be astronomical and relationships litigious
AirStreetCapital · precedent
Demand: Compensation can be astronomical and relationships litigious
$120 million — Compensation
 AI takes the world stage: GAFAMBAT* are in the ring together
AirStreetCapital · market_landscape
AI takes the world stage: GAFAMBAT* are in the ring together
$22.6B — R&D spending
 Big cloud providers are building and exposing the building blocks of intelligence via API
AirStreetCapital · industry_trends
Big cloud providers are building and exposing the building blocks of intelligence via API
 Google’s TensorFlow is winning the ML framework war, but the grounds are shifting fast
AirStreetCapital · industry_trends
Google’s TensorFlow is winning the ML framework war, but the grounds are shifting fast
44508 — GitHub Star Count
 Why now? Today's drug development process is too slow and expensive
AirStreetCapital · problem_statement
Why now? Today's drug development process is too slow and expensive
$2.6 billion — R&D cost
 Why now? Healthcare systems worldwide are costly and overburdened
AirStreetCapital · problem_statement
Why now? Healthcare systems worldwide are costly and overburdened
 Breast cancer as a case study: Not enough doctors, diagnosing is hard and care is expensive
AirStreetCapital · case_study
Breast cancer as a case study: Not enough doctors, diagnosing is hard and care is expensive
30% — 5-year survival rate
 Expect to see more activity as companies move their products through clinical trials and regulatory bodies
AirStreetCapital · industry_trends
Expect to see more activity as companies move their products through clinical trials and regulatory bodies
 Population-level surveillance is taking off in China
AirStreetCapital · industry_trends
Population-level surveillance is taking off in China
400 million — CCTV camera count
 Why now? Satellite data is decreasing in cost and increasing in resolution and frequency
AirStreetCapital · industry_trends
Why now? Satellite data is decreasing in cost and increasing in resolution and frequency
 Warehouse automation: Products of all shapes and sizes
AirStreetCapital · industry_trends
Warehouse automation: Products of all shapes and sizes
 Fewer farm workers on US farms, higher hourly wages per worker, but more automation leads to stable labor cost share of total gross farm revenue
AirStreetCapital · industry_trends
Fewer farm workers on US farms, higher hourly wages per worker, but more automation leads to stable labor cost share of total gross farm revenue
 Autonomy: Vehicles and software products in the wild
AirStreetCapital · industry_trends
Autonomy: Vehicles and software products in the wild
 Growing awareness of automation impacting jobs
AirStreetCapital · industry_trends
Growing awareness of automation impacting jobs
77% — Likelihood of job replacement
 Young, part-time employed, hispanic and lower-income Americans report most impact
AirStreetCapital · market_landscape
Young, part-time employed, hispanic and lower-income Americans report most impact
11% — Percentage of U.S. adults
 Rising concerns about automation increasing inequality
AirStreetCapital · market_landscape
Rising concerns about automation increasing inequality
76% — Percentage of U.S. adults
 Those whose job has been impacted by automation favor more radical policies
AirStreetCapital · market_landscape
Those whose job has been impacted by automation favor more radical policies
45% — Percentage of U.S. adults
 ...but expectation that AI will reduce privacy
AirStreetCapital · context
...but expectation that AI will reduce privacy
49% — Public expectation of AI impact on privacy
 ...China will close the gap over the next ten years
AirStreetCapital · market_landscape
...China will close the gap over the next ten years
21% — Public perception of AI leadership
 Despite increased automation the US unemployment rate is at a 17 year low
AirStreetCapital · context
Despite increased automation the US unemployment rate is at a 17 year low
4.1% — Unemployment Rate
 More broadly, how is the US labour market actually changing?
AirStreetCapital · industry_trends
More broadly, how is the US labour market actually changing?
 How is the US labour market actually changing?
AirStreetCapital · industry_trends
How is the US labour market actually changing?
 How is the US labour market actually changing?
AirStreetCapital · industry_trends
How is the US labour market actually changing?
 How is the US labour market actually changing?
AirStreetCapital · industry_trends
How is the US labour market actually changing?
 How much of this is due to automation?
AirStreetCapital · context
How much of this is due to automation?
 For now, many new jobs are relatively low paid
AirStreetCapital · industry_trends
For now, many new jobs are relatively low paid
 It is also still early, there are only 2 million industrial robots in the world
AirStreetCapital · industry_trends
It is also still early, there are only 2 million industrial robots in the world
2 million — Operational stock of industrial robots
 There are fewer robots in U.S. factories compared to other advanced economies
AirStreetCapital · benchmark_peers
There are fewer robots in U.S. factories compared to other advanced economies
631 — Robots per 10,000 manufacturing employees
 Do huge productivity gains in the computer sector mask stagnation in U.S. manufacturing?
AirStreetCapital · industry_trends
Do huge productivity gains in the computer sector mask stagnation in U.S. manufacturing?
 One recent piece of analysis found that while Amazon is rapidly hiring people and robots, taken as a whole retail is losing jobs
AirStreetCapital · industry_trends
One recent piece of analysis found that while Amazon is rapidly hiring people and robots, taken as a whole retail is losing jobs
 If automation does reduce net employment and/or wages what new policies will emerge?
AirStreetCapital · context
If automation does reduce net employment and/or wages what new policies will emerge?
 AI Nationalism: flurry of National AI strategies announced
AirStreetCapital · industry_trends
AI Nationalism: flurry of National AI strategies announced
$150 billion — Industry value target
 AI Nationalism: flurry of National AI strategies announced
AirStreetCapital · case_study
AI Nationalism: flurry of National AI strategies announced
€1.5 billion — Investment commitment
 AI Nationalism: flurry of National AI strategies announced
AirStreetCapital · industry_trends
AI Nationalism: flurry of National AI strategies announced
$2 billion — Investment amount
 AI Nationalism: flurry of National AI strategies announced
AirStreetCapital · industry_trends
AI Nationalism: flurry of National AI strategies announced
€20 billion — Investment
 AI Nationalism: flurry of National AI strategies announced
AirStreetCapital · industry_trends
AI Nationalism: flurry of National AI strategies announced
£603 million — Government funding
 For now, US leads China on almost every measure other than data
AirStreetCapital · competitive_analysis
For now, US leads China on almost every measure other than data
50% — Market share
 America increasingly using the Committee on Foreign Investment in the United States (CFIUS) to scrutinise foreign acquisitions
AirStreetCapital · industry_trends
America increasingly using the Committee on Foreign Investment in the United States (CFIUS) to scrutinise foreign acquisitions
65 — CFIUS investigations
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