Luxembourg vs United Arab Emirates
On research quality in 2022-now, Luxembourg ranks #35 in the world and the United Arab Emirates #37, of 189 countries. Luxembourg stands higher in 6 of the 22 fields both publish in, the United Arab Emirates in 16.
Research profiles alike: 0.18somewhat alike shapes of research, whatever their size. How it is measured
Compare other countries
Luxembourg
- World rank, 2022-now
- #35
- #33 all time
- Works, 2022-now
- 7.7k
- fractional
- Top-10% rate
- 11.9%
- share of its work among the world's most cited
- Open access
- 55%
- of its works free to read
Strongest relative focus: Software, Industrial relations, Medical Terminology.
United Arab Emirates
- World rank, 2022-now
- #37
- #40 all time
- Works, 2022-now
- 46k
- fractional
- Top-10% rate
- 13.7%
- share of its work among the world's most cited
- Open access
- 46%
- of its works free to read
Strongest relative focus: Health Informatics, Ocean Engineering, General Dentistry.
Who leads, measure by measure?
The United Arab Emirates leads on 5 of 9 measures: output, top-10% rate, citations per work, international co-authorship and growth. Luxembourg leads on 3 of 9 measures: research quality, citation excellence for its fields and open access. The two are level on institutions in the world top 100.
- #35Research qualityworld rank of 189 countries, 2022-now#37
- 1.21×Citation excellence for its fieldsits top-10% rate against what its topics predict; 1.00× is as expected1.16×
- 7.7kOutputfractional works, 2022-now46k
- 11.9%Top-10% rateshare of its works among the world's most cited13.7%
- 10.1Citations per workall time, per fractional work14.4
- 0World top 100institutions it holds among the world's best 1000
- 55%Open accessof its works free to read, all time46%
- 29%Internationalof its works written with co-authors abroad, all time42%
- -22%Growthworks in 2022-25 against 2018-21; half a bar is no change+75%
A rank is drawn as its standing: the longer the bar, the nearer the top. Anything else is drawn against the larger of the two, and two values a hair apart are called level. Quality, citation excellence and the top-10% rate are explained in the methodology.
Who leads in each field?
Luxembourg stands higher in 6 of 22 fields, United Arab Emirates in 16. The United Arab Emirates leads most in Materials Science (#34 against #46); Luxembourg leads most in Arts and Humanities (#44 against #66). Each bar is that side's standing among all countries ranked in the field: the full bar is first place.
- -Agricultural and Biological Sciences#49
- #44Arts and Humanities#66
- #39Biochemistry, Genetics and Molecular Biology#42
- #45Business, Management and Accounting#34
- -Chemistry#31
- #35Computer Science#25
- -Decision Sciences#33
- -Dentistry#34
- -Earth and Planetary Sciences#36
- #37Economics, Econometrics and Finance#40
- -Energy#29
- #35Engineering#32
- #54Environmental Science#48
- -Health Professions#46
- -Immunology and Microbiology#50
- #46Materials Science#34
- -Mathematics#39
- #38Medicine#47
- -Neuroscience#34
- #32Physics and Astronomy#43
- #43Psychology#38
- #44Social Sciences#45
Standing is the percentile of world rank within each field, 2022-now; the printed number is the rank itself. A dash means the field is too small there to rank. How sides are compared.
The numbers behind each field
Click a heading to sort. The side that does better in a pair of columns is shaded: a lower rank, a higher rate, more works.
| Field | Luxembourg rank | United Arab Emirates rank | Luxembourg top 10% | United Arab Emirates top 10% | Luxembourg works | United Arab Emirates works |
|---|---|---|---|---|---|---|
| Agricultural and Biological Sciences | - | #49 | - | 18.7% | - | 1.1k |
| Arts and Humanities | #44 | #66 | 11.2% | 12.9% | 356 | 891 |
| Biochemistry, Genetics and Molecular Biology | #39 | #42 | 12.7% | 12.5% | 281 | 1.6k |
| Business, Management and Accounting | #45 | #34 | 9.9% | 17.9% | 303 | 2.5k |
| Chemistry | - | #31 | - | 15.2% | - | 490 |
| Computer Science | #35 | #25 | 12.6% | 15.8% | 1.1k | 6k |
| Decision Sciences | - | #33 | - | 14.1% | - | 762 |
| Dentistry | - | #34 | - | 14.2% | - | 439 |
| Earth and Planetary Sciences | - | #36 | - | 12.0% | - | 436 |
| Economics, Econometrics and Finance | #37 | #40 | 11.9% | 17.2% | 333 | 1.2k |
| Energy | - | #29 | - | 13.1% | - | 776 |
| Engineering | #35 | #32 | 13.3% | 13.0% | 1.3k | 9.5k |
| Environmental Science | #54 | #48 | 9.7% | 13.3% | 291 | 1.9k |
| Health Professions | - | #46 | - | 13.4% | - | 1.1k |
| Immunology and Microbiology | - | #50 | - | 10.1% | - | 286 |
| Materials Science | #46 | #34 | 9.6% | 14.8% | 222 | 1.4k |
| Mathematics | - | #39 | - | 13.6% | - | 548 |
| Medicine | #38 | #47 | 12.0% | 10.0% | 737 | 7.4k |
| Neuroscience | - | #34 | - | 11.7% | - | 611 |
| Physics and Astronomy | #32 | #43 | 14.4% | 10.4% | 204 | 682 |
| Psychology | #43 | #38 | 11.1% | 12.6% | 292 | 1.3k |
| Social Sciences | #44 | #45 | 11.3% | 15.8% | 1.3k | 4.6k |
What is each known for?
The keywords that describe each side's research, by fractional works in 2022-now and weighted toward what it does more of than the world.
Luxembourg
- MIMO Systems
- European Integration
- Wireless Networks
- Sociolinguistics
- Monetary Policy
- 5G Networks
- Satellite Communications
- Security Analysis
- IoT Security
- Democracy
- Governance
- Ethics
- Security
- Internet of Things
- Human Rights
- Big Data
- Energy Efficiency
- Neural Networks
- Epidemiology
- Deep Learning
- Machine Learning
- Globalization
- Sustainability
- Climate Change
- Artificial Intelligence
- Mental Health
- Public Health
- Healthcare
- European Union
- Gender
- Colonialism
- Physical Layer Security
- Cognitive Radio
- LEO Satellite Constellation
- Territorial Governance
- Labor Market
- Wireless Communication
- Channel Estimation
- Local Development
- Institutionalization
All 40 words, with their numbers
- Machine Learning428▲ 1.46×87 topics
- Deep Learning407▲ 1.34×75 topics
- Globalization289▲ 1.67×133 topics
- Epidemiology209▼ 0.60×135 topics
- Sustainability208◆ 0.97×104 topics
- Neural Networks188▲ 1.38×39 topics
- Climate Change174▼ 0.73×103 topics
- Energy Efficiency171▲ 2.1×36 topics
- Artificial Intelligence162▲ 1.29×48 topics
- Big Data158▲ 1.88×27 topics
- Mental Health156▲ 1.24×42 topics
- Human Rights154▲ 1.71×66 topics
- Public Health149▲ 1.16×64 topics
- Internet of Things140▲ 1.86×22 topics
- Healthcare137▲ 1.36×35 topics
- Security134▲ 2.3×26 topics
- European Union120▲ 6.1×25 topics
- Ethics95▲ 2.1×41 topics
- Gender94▲ 1.98×41 topics
- Governance87▲ 3.0×17 topics
- Colonialism86▲ 2.0×44 topics
- Democracy85▲ 2.8×24 topics
- Physical Layer Security84▲ 22×2 topics
- IoT Security78▲ 2.9×3 topics
- Cognitive Radio78▲ 25×2 topics
- Security Analysis78▲ 5.2×4 topics
- LEO Satellite Constellation76▲ 30×1 topic
- Satellite Communications76▲ 30×1 topic
- Territorial Governance73▲ 7.2×3 topics
- 5G Networks73▲ 4.1×5 topics
- Labor Market72▲ 2.9×15 topics
- Monetary Policy72▲ 3.5×12 topics
- Wireless Communication69▲ 5.4×7 topics
- Sociolinguistics62▲ 3.8×9 topics
- Channel Estimation58▲ 7.5×4 topics
- Wireless Networks58▲ 4.4×9 topics
- Local Development53▲ 5.8×2 topics
- European Integration50▲ 10×6 topics
- Institutionalization50▲ 6.2×5 topics
- MIMO Systems50▲ 7.2×3 topics
United Arab Emirates
- Well Placement
- Wasta
- Localization
- Social Media Marketing
- Privacy
- IoT Security
- Corporate Governance
- Medical Imaging
- Data Mining
- Nanomaterials
- Convolutional Neural Networks
- Smart Cities
- COVID-19
- Social Media
- Environmental Impact
- Internet of Things
- Artificial Intelligence
- Supply Chain Management
- Sustainability
- Deep Learning
- Machine Learning
- Epidemiology
- Healthcare
- Renewable Energy
- Neural Networks
- Big Data
- Security
- Nanoparticles
- Energy Efficiency
- IoT
- Risk Management
- Digital Transformation
- Customer Satisfaction
- Organizational Performance
- Knowledge Management
- Optimization
- Social Networks
- Human Resource Management
- Guanxi
- Closed-Loop Control
All 40 words, with their numbers
- Machine Learning3,882▲ 2.2×97 topics
- Deep Learning3,442▲ 1.86×85 topics
- Epidemiology1,799▼ 0.84×138 topics
- Sustainability1,737▲ 1.33×123 topics
- Healthcare1,692▲ 2.8×38 topics
- Supply Chain Management1,467▲ 3.0×25 topics
- Renewable Energy1,342▲ 1.73×58 topics
- Artificial Intelligence1,338▲ 1.75×65 topics
- Neural Networks1,315▲ 1.59×42 topics
- Internet of Things1,099▲ 2.4×31 topics
- Big Data1,071▲ 2.1×36 topics
- Environmental Impact1,006◆ 1.10×70 topics
- Security904▲ 2.5×30 topics
- Social Media882▲ 1.19×38 topics
- Nanoparticles848▲ 1.26×44 topics
- COVID-19840▲ 1.21×33 topics
- Energy Efficiency825▲ 1.67×45 topics
- Smart Cities789▲ 5.6×8 topics
- IoT786▲ 3.9×19 topics
- Convolutional Neural Networks766▲ 1.97×14 topics
- Risk Management725▲ 2.9×20 topics
- Nanomaterials700▲ 1.25×21 topics
- Digital Transformation686▲ 2.4×30 topics
- Data Mining658▲ 1.68×25 topics
- Customer Satisfaction621▲ 3.6×10 topics
- Medical Imaging609▲ 2.2×9 topics
- Organizational Performance607▲ 4.3×12 topics
- Corporate Governance604▲ 1.53×32 topics
- Knowledge Management585▲ 1.97×39 topics
- IoT Security576▲ 3.5×3 topics
- Optimization495▲ 2.1×26 topics
- Privacy481▲ 3.1×11 topics
- Social Networks430▲ 3.0×13 topics
- Social Media Marketing414▲ 16×1 topic
- Human Resource Management401▲ 4.9×8 topics
- Localization331▲ 5.2×4 topics
- Guanxi267▲ 23×1 topic
- Wasta267▲ 23×1 topic
- Closed-Loop Control256▲ 11×1 topic
- Well Placement256▲ 11×1 topic
Size is fractional works in the topics tagged with each word; colour is the word's share of the side's work against its share of the world's. Each word links to the topic it comes from most.
How has their output grown?
The United Arab Emirates has out-published Luxembourg every year since 2015, when it overtook it.
Fractional works per year.
Their share of all research
Growing output can still be a shrinking share, because all of science grows. Each line is a side as a percentage of every work published that year.
Fractional works over all fractional works that year. How the balance of science has shifted.
How much of it reaches the world top 10%
The share of each side's works, year by year, that reached the world's 10% most cited for their field and year. The average of all institutions is 10.0% (why not 10%).
A year with under 1% of the side's peak output is left out: a rate over a handful of papers says nothing. The latest years are still being cited.
Who holds more of the world's best institutions?
A country's average quality and the number of institutions it holds at the very top can disagree, and both are worth knowing. The counts are nested: an institution in the top 50 is also in the top 100.
- 0In the world top 500
- 0In the top 1000
- 1In the top 5000
- 1In the top 1,0001
- #38Elite capacityrank among 204 countries#43
Institutions ranked on research quality, 2022-now. Elite capacity counts a country's institutions by their worldwide rank, weighted so a place at #1 counts for more than one at #480.
Which publishes more research, Luxembourg or United Arab Emirates?
The United Arab Emirates publishes 6.0× as much research as Luxembourg in 2022-now (46k against 7.7k fractional works).
Whose research has more impact, Luxembourg or United Arab Emirates?
13.7% of the United Arab Emirates's research reaches the world's top 10% most cited, against 11.9% for Luxembourg.
Is Luxembourg or United Arab Emirates growing faster?
Output in 2022-25 was +75% against 2018-21 for the United Arab Emirates, and -22% for Luxembourg.
Which has more open access research, Luxembourg or United Arab Emirates?
55% of Luxembourg's research is free to read, against 46% of the United Arab Emirates's.
Which has more world-class institutions, Luxembourg or United Arab Emirates?
Luxembourg holds 0 of the world's top 100 research institutions and the United Arab Emirates 0; in the top 1,000 it is 1 against 1.
Which institutions lead in each country?
The highest-ranked institutions on each side on research quality, 2022-now. The percentage is each institution's own top-10% rate: the share of its works that are among the world's 10% most cited for their field and year. Every figure stands alone, so they do not add up to 100%.
Luxembourg
- 1University of Luxembourg12.3% top 10% · 4.9k works
- 2Luxembourg Institute of Science and Technology10.5% top 10% · 813 works
- 3Luxembourg Institute of Health13.8% top 10% · 376 works
- 4Eurofins (Luxembourg)8.7% top 10% · 230 works
- 5Luxembourg Institute of Socio-Economic Research20.0% top 10% · 240 works
- 6INTRASOFT International (Luxembourg)9.9% top 10% · 129 works
United Arab Emirates
- 1Khalifa University of Science and Technology18.1% top 10% · 5k works
- 2Zayed University16.8% top 10% · 1.6k works
- 3Mohamed bin Zayed University of Artificial Intelligence21.9% top 10% · 826 works
- 4United Arab Emirates University18.1% top 10% · 4.9k works
- 5University of Sharjah15.0% top 10% · 5.4k works
- 6Al Ain University16.2% top 10% · 1.4k works
The number is the rank inside the country. The track on each row is the top-10% rate; the tick is the average of all institutions, 10.0% (how it is set): teal above it, red below. The ranking is the quality score, which compares the rate with what each institution's own topics predict and adds a small reward for size, so the rates do not fall in order.
Who are the top researchers on each side?
The most cited researchers on each side, among those ranked.
Luxembourg
- 1 Lionel Briand #12,133 worldwide 30k citations · 620 works
- 2 Ala’a Alkerwi #22,987 worldwide 106k citations · 135 works
- 3 Emma Schymanski #23,172 worldwide 19k citations · 552 works
- 4 Mike Papadakis #25,871 worldwide 6.7k citations · 300 works
- 5 Elouise Botes #26,305 worldwide 2.1k citations · 101 works
United Arab Emirates
- 1 Yaser Mohammed Al‐Worafi #120 worldwide 56k citations · 1,033 works
- 2 Mostafa Al‐Emran #508 worldwide 14k citations · 172 works
- 3 Ibrar Yaqoob #750 worldwide 19k citations · 162 works
- 4 Enas Taha Sayed #1,210 worldwide 22k citations · 234 works
- 5 Abdul Ghani Olabi #1,240 worldwide 57k citations · 850 works
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