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An interesting new idea: Responsible AI licenses
AirStreetCapital · other
An interesting new idea: Responsible AI licenses
 In response to criticism Google starts to reduce gender bias in Google Translate
AirStreetCapital · client_example
In response to criticism Google starts to reduce gender bias in Google Translate
 Researchers at ACLU find gender and racial bias in Amazon's Rekognition algorithm
AirStreetCapital · case_study
Researchers at ACLU find gender and racial bias in Amazon's Rekognition algorithm
39% — False match rate
 Andrew Yang’s presidential bid focuses on AI and proposes a universal basic income
AirStreetCapital · case_study
Andrew Yang’s presidential bid focuses on AI and proposes a universal basic income
$1,000 — monthly UBI payment
 Many new institutions and think tanks focused on ethical issues in AI
AirStreetCapital · other
Many new institutions and think tanks focused on ethical issues in AI
 Georgetown’s Centre for Security and Emerging Technology is a significant development
AirStreetCapital · context
Georgetown’s Centre for Security and Emerging Technology is a significant development
$55M — funding
 UX of face recognition: Reducing the friction of everyday consumer use cases
AirStreetCapital · case_study
UX of face recognition: Reducing the friction of everyday consumer use cases
 Chinese internet companies expand into farming
AirStreetCapital · industry_trends
Chinese internet companies expand into farming
 China corporate R&D spending is growing fast but significant lags in market share
AirStreetCapital · industry_trends
China corporate R&D spending is growing fast but significant lags in market share
34.4% — R&D spending growth
 China is (slowly) ramping up on its semiconductor trade deficit
AirStreetCapital · industry_trends
China is (slowly) ramping up on its semiconductor trade deficit
$200 billion — Semiconductor trade value
 China sees increasing industrial automation and job displacement
AirStreetCapital · industry_trends
China sees increasing industrial automation and job displacement
500% — Annual installation volume
 Robots are driving automated warehousing in China
AirStreetCapital · case_study
Robots are driving automated warehousing in China
45% — Warehouse count
 Despite trade tensions, Chinese companies continue to IPO on US public market
AirStreetCapital · market_landscape
Despite trade tensions, Chinese companies continue to IPO on US public market
33 — Number of IPOs
 Chinese groups own the most patents, but only 23% were “invention patents” in 2017
AirStreetCapital · industry_trends
Chinese groups own the most patents, but only 23% were “invention patents” in 2017
23% — Patent filings
 Chinese inventors let the majority of their patents lapse 5 years after they're granted
AirStreetCapital · market_landscape
Chinese inventors let the majority of their patents lapse 5 years after they're granted
91% — Patent abandonment rate
 China is publishing more high impact machine learning academic research
AirStreetCapital · industry_trends
China is publishing more high impact machine learning academic research
 6 predictions for the next 12 months
AirStreetCapital · key_takeaways
6 predictions for the next 12 months
 The aim of the study was to assess the scale of private financing of rolling stock projects in Europe
RolandBerger · 2017 · context
The aim of the study was to assess the scale of private financing of rolling stock projects in Europe
 All projects were assigned according to the product categories used in the UNIFE World Rail Market Study
RolandBerger · 2017 · segmentation
All projects were assigned according to the product categories used in the UNIFE World Rail Market Study
 Our project database provides coverage of all significant European rail markets
RolandBerger · 2017 · context
Our project database provides coverage of all significant European rail markets
EUR 12.12 bn — Annual market volume
 Private financing covers 20% of European rolling stock order volume
RolandBerger · 2017 · market_landscape
Private financing covers 20% of European rolling stock order volume
20% — Private financing share
 The volume share of private financing of rolling stock has increased compared to the previous study
RolandBerger · 2017 · market_landscape
The volume share of private financing of rolling stock has increased compared to the previous study
20% — Private financing volume share
 Private financing is widely used for Multiple Units, Locomotives and Wagons
RolandBerger · 2017 · market_landscape
Private financing is widely used for Multiple Units, Locomotives and Wagons
62% — Private financing share
 Similar to the previous study, there is a correlation between the liberalization of market segments and private financing
RolandBerger · 2017 · market_landscape
Similar to the previous study, there is a correlation between the liberalization of market segments and private financing
42% — Share of private financing
 Based on further liberalization and more attractive conditions for private credit, we expect further growth of private financing
RolandBerger · 2017 · key_messages
Based on further liberalization and more attractive conditions for private credit, we expect further growth of private financing
 Private financing accounts for EUR 2.25 billion in the Western European rolling stock market
RolandBerger · 2017 · market_sizing
Private financing accounts for EUR 2.25 billion in the Western European rolling stock market
2.25 billion — EUR m, p.a.
 In Western Europe, the volume share of private financing of rolling stock has increased by 9 pp in comparison with the previous study
RolandBerger · 2017 · market_landscape
In Western Europe, the volume share of private financing of rolling stock has increased by 9 pp in comparison with the previous study
9 pp — Private volume share
 The category of High Speed rolling stock projects is largely dominated by public sector customers
RolandBerger · 2017 · market_landscape
The category of High Speed rolling stock projects is largely dominated by public sector customers
95% — Public vs Private financing share
 Multiple Units are the most important category in terms of absolute private financing activities in Western Europe
RolandBerger · 2017 · market_sizing
Multiple Units are the most important category in terms of absolute private financing activities in Western Europe
1,489 — EUR m, p.a.
 Investment in Urban Systems depends on publicly financed companies or city governments
RolandBerger · 2017 · market_landscape
Investment in Urban Systems depends on publicly financed companies or city governments
1% — Share of private financing
 39% of the investment volume for Locomotives can be ascribed to private companies
RolandBerger · 2017 · market_sizing
39% of the investment volume for Locomotives can be ascribed to private companies
39% — Private financing share
 The Coaches and Wagon subsector is another category with a high share of private investment
RolandBerger · 2017 · market_landscape
The Coaches and Wagon subsector is another category with a high share of private investment
33% — Private investment share
 Private financing accounts for about EUR 213 million of rolling stock procurement in Eastern Europe
RolandBerger · 2017 · market_sizing
Private financing accounts for about EUR 213 million of rolling stock procurement in Eastern Europe
213 — EUR million
 In Eastern Europe, the absolute volume of private financing of rolling stock has remained stable in comparison with the previous study
RolandBerger · 2017 · financial_analysis
In Eastern Europe, the absolute volume of private financing of rolling stock has remained stable in comparison with the previous study
EUR 213 m — Private financing volume
 The single analyzed High Speed rolling stock project in Eastern Europe is publicly financed
RolandBerger · 2017 · case_study
The single analyzed High Speed rolling stock project in Eastern Europe is publicly financed
0% — Private financing share
 Private investments only play a minor role in the financing of Multiple Unit projects in Eastern Europe
RolandBerger · 2017 · market_landscape
Private investments only play a minor role in the financing of Multiple Unit projects in Eastern Europe
97% — Financing source
 In Eastern Europe, Urban Systems are completely financed by public entities
RolandBerger · 2017 · market_landscape
In Eastern Europe, Urban Systems are completely financed by public entities
0% — Private financing share
 More than half the investment volume in the Eastern European Locomotive sector comes from private financing
RolandBerger · 2017 · market_landscape
More than half the investment volume in the Eastern European Locomotive sector comes from private financing
54% — Investment volume
 Coaches and Wagons are the most important subcategory for private financing in Eastern Europe
RolandBerger · 2017 · market_landscape
Coaches and Wagons are the most important subcategory for private financing in Eastern Europe
112 — EUR m
 Six Key Digital Transformation Trends Indicate Increasing Digital Maturity
BCG · 2020 · industry_trends
Six Key Digital Transformation Trends Indicate Increasing Digital Maturity
90% — Digital transformation adoption
 We Surveyed 825 Leaders Experienced in Digital Transformation
BCG · 2020 · context
We Surveyed 825 Leaders Experienced in Digital Transformation
825 — Survey sample size
 Around 90% of Companies Now List Customer-Facing Goals Among Their Top Business Objectives for Digital Transformation
BCG · 2020 · industry_trends
Around 90% of Companies Now List Customer-Facing Goals Among Their Top Business Objectives for Digital Transformation
88 — Percentage of respondents
 Around 80% of Transformations Aim to Self-Fund¹ Through Revenue Generated or Costs Saved via Digital Initiatives
BCG · 2020 · key_takeaways
Around 80% of Transformations Aim to Self-Fund¹ Through Revenue Generated or Costs Saved via Digital Initiatives
80% — Adoption of self-funding
 75% of Transformations Are on the Agenda of the CEO/ExCo Leadership Throughout the Initiative's Life Cycle¹
BCG · 2020 · key_takeaways
75% of Transformations Are on the Agenda of the CEO/ExCo Leadership Throughout the Initiative's Life Cycle¹
75% — Executive engagement
 Over 70% of Transformations Are Sponsored by Business Leadership Rather Than the CIO or CTO
BCG · 2020 · key_messages
Over 70% of Transformations Are Sponsored by Business Leadership Rather Than the CIO or CTO
71% — Sponsorship share
 65% of Companies Undergoing Digital Transformation Have a Dedicated Chief Digital Officer in Place
BCG · 2020 · market_landscape
65% of Companies Undergoing Digital Transformation Have a Dedicated Chief Digital Officer in Place
65% — CDO adoption rate
 35% of Companies View Digital Technology as Disruptive to Their Business Model
BCG · 2020 · industry_trends
35% of Companies View Digital Technology as Disruptive to Their Business Model
35% — percentage of companies viewing digital as disruptive
 The View of Digital Technology as Disruptive Varies by Industry and Organization Type
BCG · 2020 · industry_trends
The View of Digital Technology as Disruptive Varies by Industry and Organization Type
55% — Percentage of respondents viewing digital as disruptive
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