Science in Morocco
Morocco ranks #94 of 189 countries on research quality in 2022-now (#83 all time), with 64k research works and 7.7% of them in the world's top 10%.
- World rank, 2022-now
- #94 of 189 · #83 all time
- Works, 2022-now
- 64k ▲ 55% vs 2018-21
- Citations
- 1.7M 9.7 per fractional work, all time
- Top-10% rate
- 7.7% all institutions 10.0%
- vs its own fields
- 0.79× 1.00× is exactly expected
- In the world top 100
- 0 0 in the top 1,000
- Open access
- 47% world 40%
- International
- 23% world 18%
What is Morocco strongest at in science?
On research quality in 2022-now, Morocco ranks highest in Engineering (#67 of 131), Environmental Science (#65 of 122) and Computer Science (#74 of 128). Relative to its size it is most specialised in Algebra and Number Theory, Applied Mathematics and Metals and Alloys.
| Field | World rank | Where that sits | Top-10% rate | Works | All time | Institutions |
|---|---|---|---|---|---|---|
| EngineeringField | #67 of 131 | 8.5% | 9,909 | #67 | Institutions | |
| Environmental ScienceField | #65 of 122 | 10.1% | 3,377 | #75 | Institutions | |
| Computer ScienceField | #74 of 128 | 8.8% | 7,095 | #64 | Institutions | |
| Materials ScienceField | #54 of 87 | 11.4% | 2,519 | #59 | Institutions | |
| Electrical and Electronic EngineeringSubfield | #55 of 86 | 9.0% | 2,681 | #64 | Institutions | |
| Agricultural and Biological SciencesField | #84 of 124 | 12.6% | 3,758 | #75 | Institutions | |
| Earth and Planetary SciencesField | #53 of 78 | 11.1% | 1,040 | #56 | Institutions | |
| MathematicsField | #55 of 80 | 8.1% | 2,064 | #62 | Institutions | |
| Business, Management and AccountingField | #77 of 110 | 7.9% | 2,797 | #74 | Institutions | |
| Plant ScienceSubfield | #63 of 90 | 13.2% | 1,743 | #63 | Institutions | |
| Artificial IntelligenceSubfield | #63 of 87 | 8.2% | 2,457 | #61 | Institutions | |
| Organic ChemistrySubfield | #46 of 63 | 16.5% | 611 | #55 | Institutions |
Where its research is concentrated
Location quotient: how much more (or less) of each node it does than its size predicts. Drawn around 1×, where "twice the world share" and "half of it" are the same distance apart in opposite directions. A volume reading, which on a country axis is largely population and industrial structure.
- Algebra and Number TheorySubfield · 226.2 works · #17 of 162 active here4.7×
- Applied MathematicsSubfield · 867.1 works · #15 of 195 active here4.0×
- Metals and AlloysSubfield · 91.0 works · #17 of 147 active here3.7×
- Modeling and SimulationSubfield · 322.1 works · #24 of 206 active here3.1×
- MicrobiologySubfield · 12.9 works · #22 of 137 active here3.0×
- Management Information SystemsSubfield · 863.7 works · #22 of 203 active here2.8×
- Mathematical PhysicsSubfield · 329.9 works · #23 of 173 active here2.8×
- MathematicsField · 2,328.8 works · #14 of 205 active here2.6×
The whole field profile
All 26 fields at once. A specialist and a generalist produce the same ranked list and a completely different shape.
Rings at 0.5×, 1× and 2×. Widest outward: Mathematics, 2.6×. Every wedge is a field page.
All 26 fields, with their numbers
- Mathematics2.65×2,329 works
- Energy1.74×1,194 works
- Computer Science1.43×8,296 works
- Business, Management and Accounting1.42×3,418 works
- Agricultural and Biological Sciences1.21×4,290 works
- Decision Sciences1.19×863 works
- Medicine1.15×17k works
- Materials Science1.13×2,942 works
- Environmental Science1.08×4,011 works
- Earth and Planetary Sciences1.05×1,232 works
- Engineering1.01×11k works
- Dentistry0.99×357 works
- Economics, Econometrics and Finance0.99×1,577 works
- Chemistry0.97×1,140 works
- Pharmacology, Toxicology and Pharmaceutics0.86×226 works
- Physics and Astronomy0.85×1,421 works
- Nursing0.72×264 works
- Health Professions0.70×1,382 works
- Arts and Humanities0.66×1,423 works
- Immunology and Microbiology0.65×490 works
- Chemical Engineering0.64×167 works
- Biochemistry, Genetics and Molecular Biology0.60×2,384 works
- Social Sciences0.58×5,531 works
- Psychology0.57×1,291 works
- Veterinary0.54×55 works
- Neuroscience0.50×612 works
Which fields of science does Morocco work in?
In 2022-now, 46% of research in Morocco is in Physical Sciences, 25% in Health Sciences. Its largest fields are Medicine (22%), Engineering (15%), Computer Science (11%).
Each ring splits the one inside it: the four domains of science, their fields, their subfields. Size is fractional works in 2022-now. Every slice is a page; the interactive view zooms down to single topics and colours each by how much more of it this country does than the world.
Its 4 domains and 26 fields, with their numbers
- Physical Sciences34k45.6%
- Engineering11k15.2%
- Computer Science8,29611.1%
- Environmental Science4,0115.4%
- Materials Science2,9423.9%
- Mathematics2,3293.1%
- Physics and Astronomy1,4211.9%
- Earth and Planetary Sciences1,2321.6%
- Energy1,1941.6%
- Chemistry1,1401.5%
- Chemical Engineering1670.2%
- Health Sciences19k24.9%
- Medicine17k22.1%
- Health Professions1,3821.8%
- Dentistry3570.5%
- Nursing2640.4%
- Veterinary550.1%
- Social Sciences14k18.9%
- Social Sciences5,5317.4%
- Business, Management and Accounting3,4184.6%
- Economics, Econometrics and Finance1,5772.1%
- Arts and Humanities1,4231.9%
- Psychology1,2911.7%
- Decision Sciences8631.2%
- Life Sciences8,00210.7%
Which keywords describe research in Morocco?
By fractional works in 2022-now, weighted toward what it does more of than the world: Machine Learning, Deep Learning, Epidemiology, Renewable Energy, Sustainability, Supply Chain Management, Diagnosis and Neural Networks.
- Photovoltaic Arrays
- Controllability
- Grid-Connected Inverters
- Local Development
- Parameter Estimation
- Power Electronics
- IoT Security
- Risk Management
- Solar Energy
- Antioxidant Activity
- Security
- Surgical Management
- Artificial Intelligence
- Remote Sensing
- Healthcare
- Diagnosis
- Supply Chain Management
- Climate Change
- Sustainability
- Deep Learning
- Machine Learning
- Epidemiology
- Renewable Energy
- Neural Networks
- Treatment
- Environmental Impact
- Internet of Things
- Big Data
- Energy Efficiency
- Convolutional Neural Networks
- Management
- Chemotherapy
- Medicinal Plants
- Artificial Neural Networks
- Prognostic Factors
- Nonlinear Equations
- Territorial Governance
- North Africa
- Subduction
- Maximum Power Point Tracking
Size is fractional works in 2022-now in the topics tagged with each word; colour is the word's share of this country's work against its share of the world's. The 40 words are chosen for being large and distinctive. Each links to the topic it comes from most.
All 40 words, with their numbers
- Machine Learning4,199▲ 1.69×97 topics
- Deep Learning4,074▲ 1.58×84 topics
- Epidemiology3,452▲ 1.16×137 topics
- Sustainability2,246▲ 1.23×120 topics
- Renewable Energy2,052▲ 1.90×55 topics
- Climate Change1,946◆ 0.96×115 topics
- Neural Networks1,735▲ 1.50×41 topics
- Supply Chain Management1,456▲ 2.2×26 topics
- Treatment1,456▲ 1.60×52 topics
- Diagnosis1,433▲ 2.1×41 topics
- Environmental Impact1,389◆ 1.09×72 topics
- Healthcare1,314▲ 1.54×35 topics
- Internet of Things1,229▲ 1.92×31 topics
- Remote Sensing1,192▲ 1.30×36 topics
- Big Data1,143▲ 1.60×34 topics
- Artificial Intelligence1,041◆ 0.98×62 topics
- Energy Efficiency947▲ 1.37×44 topics
- Surgical Management880▲ 2.9×20 topics
- Convolutional Neural Networks860▲ 1.58×14 topics
- Security854▲ 1.71×30 topics
- Management839▲ 1.41×39 topics
- Antioxidant Activity782▲ 1.68×32 topics
- Chemotherapy771▲ 1.45×25 topics
- Solar Energy754▲ 3.2×5 topics
- Medicinal Plants739▲ 2.5×20 topics
- Risk Management689▲ 1.94×19 topics
- Artificial Neural Networks664▲ 1.95×10 topics
- IoT Security664▲ 2.9×3 topics
- Prognostic Factors661▲ 2.0×14 topics
- Power Electronics569▲ 2.4×8 topics
- Nonlinear Equations439▲ 4.6×6 topics
- Parameter Estimation416▲ 4.4×6 topics
- Territorial Governance406▲ 4.7×4 topics
- Local Development399▲ 5.2×2 topics
- North Africa395▲ 15×2 topics
- Grid-Connected Inverters358▲ 6.6×2 topics
- Subduction352▲ 6.3×3 topics
- Controllability330▲ 10×2 topics
- Maximum Power Point Tracking323▲ 8.7×1 topic
- Photovoltaic Arrays323▲ 8.7×1 topic
Which research topics does Morocco publish the most in?
Its largest topics in 2022-now are Photovoltaic System Optimization Techniques, Blockchain Technology Applications and Security, Online Learning and Analytics.
Area is fractional works in 2022-now; colour is the subfield each topic belongs to. Every tile is a topic page.
- 1 Photovoltaic System Optimization Techniques Renewable Energy, Sustainability and the Environment 323 works
- 2 Blockchain Technology Applications and Security Information Systems 318 works
- 3 Online Learning and Analytics Computer Science Applications 302 works
- 4 Multiculturalism, Politics, Migration, Gender Political Science and International Relations 290 works
- 5 Network Security and Intrusion Detection Computer Networks and Communications 277 works
- 6 Geological and Geophysical Studies Worldwide Geophysics 272 works
- 7 Essential Oils and Antimicrobial Activity Food Science 264 works
- 8 Adsorption and biosorption for pollutant removal Water Science and Technology 259 works
- 9 Digital Transformation in Industry Industrial and Manufacturing Engineering 254 works
- 10 IoT and Edge/Fog Computing Computer Networks and Communications 237 works
- 11 Microgrid Control and Optimization Control and Systems Engineering 231 works
- 12 Social Sciences and Governance Urban Studies 228 works
Which universities in Morocco lead research?
Université Mohammed VI Polytechnique, Université Ibn-Tofail and Université Hassan 1er rank highest in Morocco on research quality in 2022-now.
One dot per institution in the list below. The upper left is the interesting corner.
- 1Université Mohammed VI PolytechniqueUniversity · Marrakesh · #1,260 worldwide16.8% top 10% · 1.8k works
- 2Université Ibn-TofailUniversity · Kenitra · #1,993 worldwide7.0% top 10% · 4.1k works
- 3Université Hassan 1erUniversity · Settat · #2,305 worldwide9.8% top 10% · 1.5k works
- 4Abdelmalek Essaâdi UniversityUniversity · Tétouan · #2,868 worldwide7.5% top 10% · 3.8k works
- 5Université Ibn ZohrUniversity · Agadir · #2,985 worldwide9.1% top 10% · 2.9k works
- 6Sidi Mohamed Ben Abdellah UniversityUniversity · Fes · #3,404 worldwide9.6% top 10% · 5.6k works
- 7Cadi Ayyad UniversityUniversity · Marrakesh · #3,663 worldwide7.9% top 10% · 3.9k works
- 8Ecole Mohammadia d'IngénieursUniversity · Rabat · #3,798 worldwide7.2% top 10% · 515 works
- 9Centre National pour la Recherche Scientifique et Technique (CNRST)Government institution · Rabat · #4,075 worldwide13.3% top 10% · 407 works
- 10Université Moulay Ismail de MeknesUniversity · Meknes · #4,114 worldwide10.0% top 10% · 2.1k works
- 11Université Hassan II MohammediaUniversity · Mohammedia · #4,194 worldwide10.5% top 10% · 643 works
- 12International University of RabatUniversity · Salé · #4,725 worldwide16.0% top 10% · 546 works
- 13École Normale Supérieure de l'Enseignement Technique de MohammediaUniversity · Mohammedia · #6,129 worldwide12.5% top 10% · 267 works
- 14Université Sultan Moulay SlimaneUniversity · Beni Mellal · #6,145 worldwide9.7% top 10% · 2.8k works
- 15Agence pour le Développement et la Réhabilitation de la Ville de FèsGovernment institution · Fes · #6,185 worldwide9.3% top 10% · 325 works
The track on each row is its top-10% rate; the tick is the average of all institutions, 10.0% (how it is set): teal above it, red below.
All ranked institutions in MoroccoWho are the top researchers in Morocco?
Aziz A. Bousfiha, Muhammad Nabeel Ikram and A. Allouhi rank highest among researchers based in Morocco.
- 1 Aziz A. Bousfiha #12,714 worldwide 11k citations · 60 works
- 2 Muhammad Nabeel Ikram #15,633 worldwide 5.5k citations · 106 works
- 3 A. Allouhi #37,806 worldwide 7.7k citations · 134 works
- 4 Anass Cherrafi #64,369 worldwide 4.8k citations · 123 works
- 5 Asmae Berrada #72,405 worldwide 2.5k citations · 75 works
- 6 Houssine Sehaqui #85,875 worldwide 6.6k citations · 98 works
- 7 V. Raja Sreedharan #94,287 worldwide 2.9k citations · 100 works
- 8 Mounir El Achaby #105,540 worldwide 6.1k citations · 110 works
- 9 M. Koussour #109,820 worldwide 2.2k citations · 116 works
- 10 Yassine Taha #123,835 worldwide 3.8k citations · 158 works
Which cities in Morocco are research hubs?
- 1
Rabat
Morocco 49k works
- 2
Casablanca
Morocco 27k works
- 3
Marrakesh
Morocco 20k works
- 4
Fes
Morocco 18k works
How much of it is in the largest
The same cities as shares of everything these twelve account for.
Shares of the rows listed above, not of the whole node.
How open and international is Morocco's research?
47% of its research is openly available (world: 40%), and 23% is written with international co-authors (world: 18%).
World: 40% of research is openly available.
World: 18% is written across borders.
In 2022-now, 54% of its research is openly available (world 63%) and 20% is written with co-authors abroad (world 22%). Against what its own mix of topics predicts, that is 0.93× the expected open access and 0.86× the expected international share, which puts it #167 of 173 countries on openness.
How has Morocco's research grown?
Output in 2022-2025 was 55% higher than in 2018-2021.
The same series as a ribbon: one cell per year, darker for more. The line above answers how much; this answers when.
Its share of all research
Growing output can still be a shrinking share: all of science grows. This is Morocco as a percentage of every work published that year, 0.30% in 2024.
Fractional works of Morocco over all fractional works that year. How the balance of science has shifted.
How much of it reaches the world top 10%
Over the whole record, 6.6% of its 177k works since 1950 reached the world top 10% for their field and year.
Of each year's output, the share that reached the world's 10% most cited for its field and year. Peak 12.5% in 1991.
Which countries have research most like Morocco's?
Tunisia is Morocco's closest research twin: of all countries, its research is spread across the fields most like Morocco's, with both strong in Mathematics.
- 1
TunisiaBoth strong in Mathematics, Energy, Agricultural and Biological Sciences 0.70 Compare
- 2
VietnamBoth strong in Mathematics, Business, Management and Accounting, Energy 0.67 Compare
- 3
MauritaniaBoth strong in Mathematics, Energy, Computer Science 0.66 Compare
- 4
AlgeriaBoth strong in Mathematics, Energy, Computer Science 0.62 Compare
- 5
OmanBoth strong in Energy, Computer Science, Business, Management and Accounting 0.58 Compare
Similarity is the correlation of each side's location quotients across every field it publishes in, on a log scale: 1 is the same shape of research, 0 is unrelated. It ignores size. How it is measured.
Compare Morocco with
Research fields in Morocco
- Physical Sciences
- Engineering
- Environmental Science
- Computer Science
- Materials Science
- Life Sciences
- Electrical and Electronic Engineering
- Social Sciences
- Agricultural and Biological Sciences
- Earth and Planetary Sciences
- Mathematics
- Business, Management and Accounting
- Plant Science
- Artificial Intelligence
- Organic Chemistry
- Chemistry
- Energy
- Materials Chemistry
- Computer Vision and Pattern Recognition
- Biochemistry, Genetics and Molecular Biology
- Information Systems
- Water Science and Technology
- Renewable Energy, Sustainability and the Environment
- Computer Networks and Communications
- Mechanical Engineering
- Neuroscience
- Industrial and Manufacturing Engineering
- Biomedical Engineering
- Applied Mathematics
- Control and Systems Engineering
- Building and Construction
- Aerospace Engineering
- Radiology, Nuclear Medicine and Imaging
- Food Science
- Social Sciences
- Health Professions
- Physics and Astronomy
- Molecular Biology
- Ecology, Evolution, Behavior and Systematics
- Civil and Structural Engineering
- Medicine
- Computational Theory and Mathematics
- Economics, Econometrics and Finance
- Modeling and Simulation
- Psychology
- Electronic, Optical and Magnetic Materials
- Health Sciences
- Arts and Humanities
- Ophthalmology
- Decision Sciences
- Strategy and Management
- Management Information Systems
- Sociology and Political Science
- Dentistry
- Accounting
- Language and Linguistics
- Economics and Econometrics
- Education
- Epidemiology
- Geometry and Topology
Questions people ask
What is Morocco strongest at in science?
On research quality in 2022-now, Morocco ranks highest in Engineering (#67 of 131), Environmental Science (#65 of 122) and Computer Science (#74 of 128). Relative to its size it is most specialised in Algebra and Number Theory, Applied Mathematics and Metals and Alloys.
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