GlobalStat Data Dossier

Europe in a Changing World

The present GlobalStat Data Dossier adopts a macro-regional perspective on the topics of the EUI’s 2021 State of the Union Conference on ‘Europe in a Changing World’. It highlights interesting trends in the areas discussed during the conference and has been created by the GlobalStat team to enhance the data-driven reflection on the state of global affairs and the global role of the EU. Therefore, data analysed point at challenges and opportunities for the EU within and for the EU’s role on the global stage. They should be assessed against the backdrop of the 2021 EUI SOU’s key questions related to strategic autonomy and geopolitical influence within global politics of today and tomorrow.

Gaby Umbach | Director, GlobalStat
Igor Tkalec | Research Associate, GlobalStat

Introduction

The past years have witnessed an increasing contestation of global governance structures and a trend towards the re-nationalisation of politics. The erosion of the Paris Agreement, conflicts over burden-sharing in international security arrangements and new global trade wars are only some of the problems this development has nurtured. Other troubled areas are the shifts in global power constellations, the erosion of liberal democracies, the transformation of economic systems and the emergence of disruptive technologies. Therefore, the world seems to move towards new geopolitical and geo-economic patterns.

Against this overall transformative backdrop, the COVID-19 pandemic generates additional uncertainty at global level. According the World Uncertainty Index, COVID-19 is the most uncertain global event since the 1990s, followed by the US-China trade tensions, Brexit (2019), the European sovereign debt crisis and the US fiscal cliff (2012), as well as the war in Iraq and SARS outbreak (2003).

World Uncertainty Index

1990-2020, quarterly, GDP weighted average

The World Uncertainty Index is calculated for 143 countries. It is based on frequency counts of the word ‘uncertainty’ and its variants in the quarterly Economist Intelligence Unit (EIU) country reports, which discuss major economic and political developments. The raw frequency counts are scaled by the total number of words in each country report.

Data: World Uncertainty Index (WUI)

Artificial Intelligence and Digital Economy

Artificial Intelligence and digitisation can serve as the foundation of growth-based prosperous and inclusive societies in the future. At the same time, they can significantly influence current socio-economic structures worldwide.

EU member states are embracing the advantages of the digital economy and of digital services. At the same time, they are faced with re-skilling challenges, a high risk of automation and a significant need for adaptation.

Top 3

EU

Estonia

Spain

Denmark

10.8

89

87

87

e-Government

score

Bottom 3

Slovakia

Greece

Romania

56

52

48

EU

10.8

e-Government score

Top 3

Estonia

Spain

Denmark

89

87

87

Bottom 3

Slovakia

Greece

Romania

56

52

48

EU member states’ preparedness for the fourth industrial revolution and the digital future constantly increased over the past years, according to the Digital Economy and Society Index (DESI). The score for the Digital Public Services (e-government) dimension of the index shows that Estonia (89.33), Spain (87.27) and Denmark (87.12) are the most developed in terms of e-government, while Slovakia (55.61), Greece (51.5) and Romania (48.4) are the least developed.

The DESI index consists of five dimensions: connectivity, human capital, use of internet, integration of digital technology, and digital public services.

Data: European Commission

The rise of Artificial Intelligence impacts the global economy in many ways. AI-related hiring is on an upward trend in many countries of the world. From 2016 to 2020, Brazil, India, Canada, Singapore, and South Africa experienced the highest growth in AI hiring.

Growth in AI Jobs

Index 2016 = 1, 2016-2020, %

Germany ranks 6th, Italy 12th, and France 13th among the countries analysed by the Stanford AI index in this category.

Data: Stanford University Human-Centered Artificial Intelligence, 2021 based on Linkedin

Exports of ICT services follow an upward global trend. The EU’s increased from 9.02% in 2005 to 12.69% in 2017, which is relatively high from a global and macro-regional perspective.

Israel, Kuwait and Ireland are global leaders in ICT services exports, each with over 40% of total services exports.

Exports of ICT goods (% of total goods exports) decreased both globally and within the EU (5.31% in 2019) since 2000. In 2019, Hong Kong was the global leader with 56.61% of total goods exports.

Data: World Bank

13%

10%

2017

9%

2005

7%

European Union

World

13%

10%

2017

7%

9%

2005

World

European Union

Europe & Central Asia (52) and North America (41) are in lead positions regarding the development of new corporate and institutional AI frameworks and principles, followed by East Asia & Pacific (14).

Yearly number of new AI ethics principles by region

Annual growth, 2015-2020

AI frameworks and principles represent normative approaches that deal with the ethical challenges of AI applications, including guidelines (i.e., privacy, accountability and transparency) and outlines that address concerns over AI development, deployment and governance.

Data: AI Ethics Lab, 2020

Climate

Global CO2 emissions (from fuel combustion) increased from 23,241Mt in 2000 to 33,513Mt in 2018. Per capita emissions (from fuel combustion) increased from 3.8t in 2000 to 4.4t in 2018. While total emissions are an important indicator to identify key polluters in the fight against climate change, per capita emissions provide an assessment in terms of equity of the economic development of states.

In 2018, the biggest total emitters of CO2 are China (9957Mt), USA (5425Mt), India (2591Mt) and Russia (1691Mt). Germany is the biggest emitter within the EU. With 755Mt, it is the 7th largest emitter globally.

CO2 per capita emissions slightly increased from 4.17 ton CO2/cap in 2000 to 4.97 ton CO2/cap in 2018 globally. In EU28, per capita emissions decreased from 8.46 ton CO2/cap in 2000 to 6.78 ton CO2/cap in 2018. China has more than tripled its per capita emissions (7.95 ton CO2/cap in 2018) since 2000 (2.86 ton CO2/cap), while the US decreased from 20.98 in 2000 to 16.14 ton CO2/cap in 2018.

Data: International Energy Agency (IEA)

Asia

(excluding China)

Central/South

America

Europe

Africa

Asia

Pacific

North

America

8.2

15

1.6

0.7

1.7

0.8

1.7

2.2

5.8

1

3.9

12.1

C02 emissions per capita

tonnes

5.2

1.2

4.9

0.6

5.5

0.5

1.1

4.0

4.4

1.2

5.9

16.1

Total CO2 emissions

gigatonnes

1990

2018

C02 emissions

per capita

tonnes

Total

CO2 emissions

gigatonnes

1.2

0.7

Asia

(excluding

China)

1.7

4.4

0.5

0.8

Africa

1

1.2

1.6

0.6

Central/

South

America

1.1

2.2

4.9

2018

1.7

Asia Pacific

1990

3.9

8.2

5.2

16.1

Europe

5.8

4.0

15

5.5

North America

5.9

12.1

Climate change is arguably the most vital challenge the global community of states is facing. Global governance of this global common good is, as yet, highly contested and undermined by national interests.

CO2 emissions

Total emissions from fuel combustion (million tonnes of CO2) vs CO2 emissions / population (tonnes CO2 / capita), 2018

While those supporting the global climate change regime are still hopeful that the impact of global warming can be managed at least to some extent by timely human action, global carbon dioxide (CO2) emissions are projected to further increase, reaching the level of 40,000 million tonnes (Mt) by 2040. The graph below shows the relation between total emissions from fuel combustion and CO2 emissions per capita from fuel combustion in 2018.

Data: IRENA (2020), Renewable Capacity Statistics 2020

Environmental tax revenue within the EU has been rather constant over the past decade and stagnate at 2.37% of GDP in 2019. Following the assumption that revenue should decrease over time because of increased emissions reduction, stagnation seems to point at rather constant levels of total emissions within economic activities that fall under the environmental tax regime.

Environmental tax revenue consists of energy taxes, transport taxes and the sum of pollution and resource taxes. In 2019, Greece (3.86%), Croatia (3.54%) and the Netherlands (3.39%) had the highest revenues from environmental taxes in the EU.

Data: Eurostat

2.47

2.37%

2.36

2010

2019

There is a steady global progress in renewable energy generation. In 2019, 22.6% of all globally installed capacities for renewable energy generation were located in Europe.

Total renewable electricity generation

Per region, 2000-2018, GWh

Installed capacities for renewable energy generation in Asia have increased the most over time (31.6% of global total in 2010 to 44.19% in 2019). Top five countries include China, India, Japan, Vietnam and the South Korea.

Data: IRENA (2020), Renewable Capacity Statistics 2020

Global Economy and Multilateralism

Discriminatory/harmful state interventions affecting foreign commerce were prevalent in foreign trade over the past decade. Discriminatory/harmful state interventions peaked in 2018 (2388) and 2020 (2331). In those years there were 757 (2018) and 732 (2020) liberalising interventions.

China is the country most affected by discriminatory/harmful interventions (1304 interventions in total). However, China is also the country most affected by liberalising interventions (391 in total).

Data: Global Trade Alert

Harmful

Liberalising

8,104

3,194

4,485

11,891

2009-2014

2015-2020

Harmful

Liberalising

8,104

3,194

4,485

11,891

2009-2014

2015-2020

Subsidies (41.1%) and export-related measures (19.5%) are the most frequently used policy instruments for discriminatory interventions.

Policy instruments for harmful/discriminatory interventions

November 2008 – April 2021, percent

Harmful/discriminatory policy instruments include: subsidies (excluding export subsidies), export-related measures (including export subsidies), tariff measures, contingent trade-protective measures and government procurement restrictions, and others.

Data: Global Trade Alert

Policy instruments for liberalising interventions

November 2008 – April 2021, percent

Liberalising policy instruments include tariff measures (40.6%), subsidies (excluding export subsidies) (22.3%), non-automatic licensing, quotas etc. (10.5%), export-related measures (including export subsidies) (9.3%), FDI measures (5.9%), and others (11.4%).

In the EU, the Netherlands (80), Luxembourg (74) and Ireland (77) are considered tax havens.

The Corporate Tax Haven Index consists of 20 indicators within 5 dimensions including lowest available corporate income tax, loopholes and gaps, transparency, anti-avoidance, double tax treaty aggressiveness.

Data: Tax Justice Network

Haven score

80

74

77

The Netherlands

Luxembourg

Ireland

Global rank: 4

6

11

Haven score

80

The Netherlands

Global rank: 4

74

77

Luxembourg

Ireland

6

11

The EU’s Recovery and Resilience Facility (RRF) amounts to €672.5 billion in loans and grants to support reforms and investments undertaken by EU member states to mitigate the economic and social fallout due to the COVID-19 pandemic.

NextGenerationEU breakdown

€ billion

Designed to stabilise the EU’s competitiveness at the global level after the COVID-19 pandemic, the EU’s multiannual financial framework (MFF) 2021-2027 together with the NextGenerationEU (COVID-19 recovery instrument that includes Recovery and Resilience Facility (RFF)) will be the largest stimulus package financed through the EU budget amounting to a total of €1.8 trillion.

Data: European Commission

Public Health

As of 23 April 2021, 8.7 % of the EU population has received full vaccination against COVID-19, while 23.7% have only received the first dose. Malta (20%) and Hungary (18%) have the highest percentage of full vaccination uptake, while Bulgaria (2.5%) and Latvia (1.8%) have the lowest.

The national vaccine uptake is calculated as follows: number of first doses cumulatively administered to individuals 18 and above divided by the size of population aged 18+. It is expressed as a % of population aged 18+ years. Population data are obtained from Eurostat/UN.

Data: European Centre for Disease Prevention and Control

Primary

dose

Fully

vaccinated

Hungary

Malta

Finland

Top 3

42%

39%

30%

Bottom 3

Croatia

Latvia

Bulgaria

17%

12%

9%

Top 3

Primary

dose

Fully

vaccinated

Hungary

Malta

Finland

42%

39%

30%

Bottom 3

Croatia

Latvia

Bulgaria

17%

12%

9%

The vaccine developed by Pfizer/BioNTech (Comirnaty) in the most widely distributed in all EU member states except for Latvia. The AstraZeneca vaccine is the second- most distributed.

Distribution of vaccines by manufacturer

April 12, 2021, % of distributed doses

Data: European Centre for Disease Prevention and Control

According to European Parliament Public Opinion Monitoring, 70% of EU citizens would like to get COVID-19 vaccination at some point (if the vaccine was authorised by public authorities).

Since early 2021, public attitudes towards COVID-19 vaccination are increasingly positive. In Denmark, Finland and Sweden COVID-19 vaccination has the highest approval rates.

Data: European Parliament

Would like

to get vaccinated

Never want

to get vaccinated

Don't know

70%

17

13

Never want

to get vaccinated

17

Would like

to get vaccinated

Don't know

70%

13

More than 3 million people have died from COVID-19 worldwide as of 23 April 2021.

COVID deaths

Cumulative total per 100,000 population by country/territory since the start of the COVID-19 pandemic

Cumulative deaths from COVID-19 is the total number of deaths per 100,000 population by country/territory since the start of the COVID-19 pandemic.

Cumulative total per 100,000 population by region since the start of the COVID-19 pandemic

Cumulative deaths from COVID-19 is the total number of deaths per 100,000 population by country/territory since the start of the COVID-19 pandemic.

Data: World Health Organization (WHO)

Peace, Security and Human Rights

Spending on defence accounted for 1.2% of EU-27 GDP in 2019and has been constant since 2013. Estonia (2.1%) and Greece (2%) spent the most on defence, while Ireland (0.2%) and Luxembourg (0.4%) spent the least.

In 2017, costs for personnel (48.8%) represent the largest share of defence spending, followed by operation and maintenance costs (27.2%), R&D (20.6%), and infrastructure/construction expenditures (2.7%). Defence as a sector is only the seventh largest expenditure component within the EU-27 (after social protection, health, public services, education, economic affairs and public safety).

Data: Eurostat

EE

EL

2%

LV

CY

FR

RO

LT

PL

EU average

2010 = 1.3%

IT

NL

BG

FI

SE

EU average

DK

DE

SK

1%

HR

HU

SI

2019 = 1.2%

CZ

PT

BE

ES

MT

AT

LU

IE

EU average

2019 = 1.2%

EU average

2010 = 1.3%

AT

BE

BG

HR

CY

CZ

DK

EE

FI

FR

DE

EL

HU

IE

IT

LV

LT

LU

MT

NL

PL

PT

RO

SK

SI

ES

SE

1%

2%

At aggregate level, companies located in the USA, Japan and the UK sell the highest amounts of arms and military services. At individual company level, in 2018, US- based companies General Electric (121,615 mil. US$) and Boeing (101,126 mil. US$) led arms- and military services sales. They were followed by the trans-European Airbus Group (75,195 mil. US$). Within the EU, French- (Safran 24,846 mil. US$) and German-based companies (ThyssenKrupp 50,400 mil. US$) based companies are the biggest sellers followed by Italian-based company Leonardo (14,447 mil. US$).

Top 100 arms-producing and military services companies in the world

Total sales arms sales, excluding China, 2018, US$ million

Data: SIPRI Arms Industry Database, retrieved December 2019

Strategic Autonomy

In 2019, before the COVID-19 pandemic, four EU-27 member states – the Netherlands (82.4), Germany (81.8), Sweden (81.2), and Denmark (81.2) – were among the 10 most competitive economies in the world. Persistently low nominal unit labour costs and increasing exports of goods and services are factors that underpin competitiveness, especially in the EU context. The two most competitive economies in the world are Singapore (84.8) and the USA (83.7). Least competitive countries are the Democratic Republic of the Congo (36.1), Yemen (35.5) and Chad (35.1).

Singapore

United

States

Hong Kong

SAR

Netherlands

Japan

84.8

83.7

83.1

82.4

82.3

Switzerland

Germany

Denmark

Sweden

United

Kingdom

82.3

81.8

81.2

81.2

81.2

Singapore

United

States

Hong Kong

SAR

84.8

83.7

83.1

Netherlands

Japan

Switzerland

82.4

82.3

82.3

Germany

Denmark

Sweden

81.8

81.2

81.2

United

Kingdom

81.2

Competitiveness is defined by attributes and quality of an economy that allow for a more efficient use of factors production. The Global Competitive Index includes four dimensions: enabling environment (institutions, infrastructure, ICT adoption, macroeconomic stability), human capital (health, skills), markets (product market, labour market, financial system, market size), and innovation ecosystem (business dynamism and innovation capability).

In terms of post-pandemic transformation readiness, the WEF 2020 Global Competitive Report ranks ten EU member states (in ranking order: Estonia, Denmark, the Netherlands, Finland, Sweden, Portugal, Spain, Ireland, Hungary and the Slovak Republic) among the first ten countries best equipped to upgrade infrastructure to accelerate the energy transition and broaden access to electricity and ICT. Contrary to this front-runner position, only three EU member states (Ireland, France and Germany) are among the ten nations assessed able to shift to a more progressive taxation, rethinking how corporations’ wealth and labour are taxed nationally and in an international cooperative framework. Only four EU member states (Finland, Sweden , the Netherlands, France) rank among the ten states best equipped to facilitate the creation of ‘markets of tomorrow’, especially in areas that require public-private collaboration.

Data: The Global Competitiveness Report 2019

Although the EU is performing well in both areas, its expenditure on research and development (R&D) requires an increase in order to transform R&D into a true growth generator that can sustainably boost the EU’s competitiveness at a global scale.

From 2008 to 2018, the EU increased its R&D expenditure by 16.5%.

R&D expenditure

2008-2018, % of GDP

Although R&D expenditure has increased since 2008, and in 2018 equals 2.18% of GDP, the EU still lags behind the USA (2.82%), and Japan (3.28%). In 2018, the EU managed to surpass China (2.14%; excluding Hong Kong) in R&D spending.

Data: Eurostat

References

Ates, L., A. Cobham, M. Harari, P. Jansky, M. Meinzer, L. Millan-Narotzky, and M. Palansky. 2021. ‘The Corporate Tax Haven Index: A New Geography of Profit Shifting’. In Combatting Fiscal Fraud and Impowering Regulators, edited by B. Unger, L. Russel, and J. Ferwerda. Oxford, UK: Oxford University Press.

EDA. 2018. ‘Defence Data 2016-2017 - Key Findings and Analysis’. Brussels: European Defence Agency. https://eda.europa.eu/docs/default-source/brochures/eda_defencedata_a4.

European Centre for Disease Prevention and Control. n.d. ‘COVID-19 Vaccine Tracker’. Accessed 12 April 2021. https://qap.ecdc.europa.eu/public/extensions/COVID-19/vaccine-tracker.html#uptake-tab.

European Commission. n.d. ‘DESI Composite Index — Digital Scoreboard - Data & Indicators’. Accessed 12 April 2021a. https://digital-agenda-data.eu/charts/desi-composite#chart={%22indicator%22:%22desi_sliders%22,%22breakdown%22:{%22desi_1_conn%22:5,%22desi_2_hc%22:5,%22desi_3_ui%22:3,%22desi_4_idt%22:4,%22desi_5_dps%22:3},%22unit-measure%22:%22pc_desi_sliders%22,%22time-period%22:%222020%22}.

———. n.d. ‘Recovery and Resilience Facility’. An Official Website of the European Union. Accessed 12 April 2021b. https://ec.europa.eu/info/business-economy-euro/recovery-coronavirus/recovery-and-resilience-facility_en.

European Parliament. 2021. ‘Attitudes to COVID-19 Vaccines’. Public Opinon Monitoring. At a Glance.

Eurostat. n.d. ‘Environmental Tax Revenues’. Accessed 12 April 2021a. https://appsso.eurostat.ec.europa.eu/nui/submitViewTableAction.do.

———. n.d. ‘General Government Expenditure by Function (COFOG) - Defence (% of GDP)’. Accessed 12 April 2021b. https://ec.europa.eu/eurostat/databrowser/view/gov_10a_exp/default/table?lang=en.

———. n.d. ‘Government Expenditure on Defence - Statistics Explained’. Accessed 12 April 2021c. https://ec.europa.eu/eurostat/statistics-explained/index.php/Government_expenditure_on_defence#Expenditure_on_.27defence.27.

———. n.d. ‘R & D Expenditure - Statistics Explained’. Accessed 12 April 2021d. https://ec.europa.eu/eurostat/statistics-explained/index.php/R_%26_D_expenditure.

Global Trade Alert. n.d. ‘Monitoring of Policies That Affect World Commerce - All State Interventions since the Start of the Global Financial Crisis’. Accessed 12 April 2021. https://www.globaltradealert.org/.

HAI. 2021. ‘Artificial Intelligence Index Report 2021’. HAI Stanford University Human-Centered Artificial Intelligence.

IEA. n.d. ‘Internatinal Energy Agency Data & Statistics’. IEA. Accessed 12 April 2021. https://www.iea.org/data-and-statistics.

IRENA. n.d. ‘International Renewable Energy Agency - Trends in Renewable Energy by Region’. /Statistics/View-Data-by-Topic/Capacity-and-Generation/Regional-Trends. Accessed 12 April 2021. /Statistics/View-Data-by-Topic/Capacity-and-Generation/Regional-Trends.

OECD. 2018. ‘Putting Faces to the Jobs of Risk of Automation’. Policy Brief on the Future of Work.

Schwab, Klaus. 2019. ‘The Global Competitiveness Report 2019’. Insight Report. Cologny/Geneva: World Economic Forum.

Schwab, Klaus, and Saadia Zahidi. 2020. ‘The Global Competitiveness Report - Special Edition 2020 - How Countries Are Performing on the Road to Recovery’. Cologny/Geneva: World Economic Forum.

SIPRI. n.d. ‘SIPRI Arms Industry Database | Stockholm International Peace Research Institute’. Accessed 12 April 2021. https://www.sipri.org/databases/armsindustry.

WHO. n.d. ‘WHO Coronavirus (COVID-19) Dashboard’. Accessed 12 April 2021. https://covid19.who.int/table.

World Bank. n.d. ‘ICT Service Exports (% of Service Exports, BoP) - European Union | Data’. Accessed 12 April 2021. https://data.worldbank.org/indicator/BX.GSR.CCIS.ZS?locations=EU.

WUI. 2019. ‘World Uncertainty Index’. World Uncertainty Index. 22 October 2019. https://worlduncertaintyindex.com/data/.

Impressum

Authors: Igor Tkalec and Gaby Umbach

Data visualisation: Christian Dietrich

With the financial support of the Robert Schuman Centre for Advanced Studies

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Robert Schuman Centre for Advanced Studies The Robert Schuman Centre for Advanced Studies (RSCAS), created in 1992 and directed by Professor Brigid Laffan, aims to develop inter-disciplinary and comparative research on the major issues facing the process of European integration, European societies and Europe’s place in 21st century global politics. The Centre is home to a large post-doctoral programme and hosts major research programmes, projects and data sets, in addition to a range of working groups and ad hoc initiatives. The research agenda is organised around a set of core themes and is continuously evolving, reflecting the changing agenda of European integration, the expanding membership of the European Union, developments in Europe’s neighbourhood and the wider world.

Global Governance Programme The Global Governance Programme (GGP) is research turned into action. It provides a European setting to conduct research at the highest level and promote synergies between the worlds of research and policy-making, to generate ideas and identify creative an innovative solutions to global challenges. Th e Programme is part of the Robert Schuman Centre for Advanced Studies of the European University Institute, a world-renowned academic institution. It receives financial support from the European Commission through the European Union budget. Complete information on our activities can be found online at: globalgovernanceprogramme.eui.eu

Views expressed in this publication reflect the opinion of individual authors and not those of the European University Institute or the European Commission.

Data collected on 23 April 2021.

© European University Institute, 2021

Content © Igor Tkalec, Gaby Umbach, Christian Dietrich.

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