rank int64 1 100 | university stringclasses 100
values | country stringclasses 19
values | raw_name stringclasses 205
values | canonical_name stringclasses 31
values | cluster stringclasses 13
values |
|---|---|---|---|---|---|
1 | Harvard University | US | Applied Mathematics | Applied Mathematics | Mathematics |
1 | Harvard University | US | Bioinformatics & Genomics | Bioinformatics | Computational Biology & Bioinformatics |
1 | Harvard University | US | Biomedical Engineering | Biomedical Engineering | Engineering – Biomedical |
1 | Harvard University | US | Chemistry | Chemistry | Chemistry |
1 | Harvard University | US | Systems Biology | Computational Biology | Computational Biology & Bioinformatics |
1 | Harvard University | US | Computational Science & Engineering | Computational Science | CS & AI |
1 | Harvard University | US | Computer Science | Computer Science | CS & AI |
1 | Harvard University | US | Data Science | Data Science | CS & AI |
1 | Harvard University | US | Electrical Engineering | Electrical Engineering | Engineering – Electrical & Computer |
1 | Harvard University | US | Environmental Science & Engineering | Environmental Engineering | Engineering – Civil & Environmental |
1 | Harvard University | US | Mechanical Engineering | Mechanical Engineering | Engineering – Mechanical & Aerospace |
1 | Harvard University | US | Neuroscience | Neuroscience | Computational Biology & Bioinformatics |
1 | Harvard University | US | Physics | Physics | Physics & Astronomy |
1 | Harvard University | US | Statistics | Statistics | Mathematics |
2 | Stanford University | US | Aeronautics & Astronautics | Aerospace Engineering | Engineering – Mechanical & Aerospace |
2 | Stanford University | US | Computational & Mathematical Engineering | Applied Mathematics | Mathematics |
2 | Stanford University | US | Bioengineering | Biomedical Engineering | Engineering – Biomedical |
2 | Stanford University | US | Chemical Engineering | Chemical Engineering | Engineering – Chemical & Materials |
2 | Stanford University | US | Chemistry & Systems Biology | Chemistry | Chemistry |
2 | Stanford University | US | Civil & Environmental Engineering | Civil Engineering | Engineering – Civil & Environmental |
2 | Stanford University | US | Biomedical Informatics | Computational Biology | Computational Biology & Bioinformatics |
2 | Stanford University | US | Computer Science | Computer Science | CS & AI |
2 | Stanford University | US | Data Science | Data Science | CS & AI |
2 | Stanford University | US | Earth & Planetary Sciences | Earth Sciences | Earth & Environmental Sciences |
2 | Stanford University | US | Electrical Engineering | Electrical Engineering | Engineering – Electrical & Computer |
2 | Stanford University | US | Energy Science & Engineering | Environmental Engineering | Engineering – Civil & Environmental |
2 | Stanford University | US | Materials Science & Engineering | Materials Science | Engineering – Chemical & Materials |
2 | Stanford University | US | Mathematics | Mathematics | Mathematics |
2 | Stanford University | US | Mechanical Engineering | Mechanical Engineering | Engineering – Mechanical & Aerospace |
2 | Stanford University | US | Management Science & Engineering | Operations Research | Mathematics |
2 | Stanford University | US | Applied Physics | Physics | Physics & Astronomy |
2 | Stanford University | US | Statistics | Statistics | Mathematics |
3 | Massachusetts Institute of Technology (MIT) | US | Aerospace Engineering | Aerospace Engineering | Engineering – Mechanical & Aerospace |
3 | Massachusetts Institute of Technology (MIT) | US | Biological Engineering | Biomedical Engineering | Engineering – Biomedical |
3 | Massachusetts Institute of Technology (MIT) | US | Chemical Engineering | Chemical Engineering | Engineering – Chemical & Materials |
3 | Massachusetts Institute of Technology (MIT) | US | Chemistry | Chemistry | Chemistry |
3 | Massachusetts Institute of Technology (MIT) | US | Biology | Computational Biology | Computational Biology & Bioinformatics |
3 | Massachusetts Institute of Technology (MIT) | US | Computation for Design and Optimization | Computational Science | CS & AI |
3 | Massachusetts Institute of Technology (MIT) | US | Computer Science & Engineering | Computer Science | CS & AI |
3 | Massachusetts Institute of Technology (MIT) | US | Data Science & Machine Learning | Data Science | CS & AI |
3 | Massachusetts Institute of Technology (MIT) | US | Urban Studies & Planning | Interdisciplinary Sciences | Interdisciplinary |
3 | Massachusetts Institute of Technology (MIT) | US | Materials Science & Engineering | Materials Science | Engineering – Chemical & Materials |
3 | Massachusetts Institute of Technology (MIT) | US | Mathematics | Mathematics | Mathematics |
3 | Massachusetts Institute of Technology (MIT) | US | Mechanical Engineering | Mechanical Engineering | Engineering – Mechanical & Aerospace |
3 | Massachusetts Institute of Technology (MIT) | US | Brain & Cognitive Sciences | Neuroscience | Computational Biology & Bioinformatics |
3 | Massachusetts Institute of Technology (MIT) | US | Nuclear Science & Engineering | Nuclear Engineering | Engineering – Other |
3 | Massachusetts Institute of Technology (MIT) | US | Operations Research | Operations Research | Mathematics |
3 | Massachusetts Institute of Technology (MIT) | US | Physics | Physics | Physics & Astronomy |
3 | Massachusetts Institute of Technology (MIT) | US | Statistics & Data Science | Statistics | Mathematics |
4 | University of Cambridge | UK | Physics & Astrophysics | Astrophysics | Physics & Astronomy |
4 | University of Cambridge | UK | Bioinformatics | Bioinformatics | Computational Biology & Bioinformatics |
4 | University of Cambridge | UK | Chemical Engineering & Biotechnology | Chemical Engineering | Engineering – Chemical & Materials |
4 | University of Cambridge | UK | Chemistry | Chemistry | Chemistry |
4 | University of Cambridge | UK | Computational Biology | Computational Biology | Computational Biology & Bioinformatics |
4 | University of Cambridge | UK | Computer Science | Computer Science | CS & AI |
4 | University of Cambridge | UK | Data-Intensive Science | Data Science | CS & AI |
4 | University of Cambridge | UK | Engineering | Engineering (General) | Engineering – Other |
4 | University of Cambridge | UK | Natural Sciences | Interdisciplinary Sciences | Interdisciplinary |
4 | University of Cambridge | UK | Mathematics | Mathematics | Mathematics |
4 | University of Cambridge | UK | Statistical Science | Statistics | Mathematics |
5 | University of California, Berkeley | US | Applied Mathematics | Applied Mathematics | Mathematics |
5 | University of California, Berkeley | US | Bioengineering | Biomedical Engineering | Engineering – Biomedical |
5 | University of California, Berkeley | US | Chemical Engineering | Chemical Engineering | Engineering – Chemical & Materials |
5 | University of California, Berkeley | US | Chemistry | Chemistry | Chemistry |
5 | University of California, Berkeley | US | Civil & Environmental Engineering | Civil Engineering | Engineering – Civil & Environmental |
5 | University of California, Berkeley | US | Computational Biology | Computational Biology | Computational Biology & Bioinformatics |
5 | University of California, Berkeley | US | Computer Science | Computer Science | CS & AI |
5 | University of California, Berkeley | US | Data Science | Data Science | CS & AI |
5 | University of California, Berkeley | US | Electrical Engineering & Computer Sciences | Electrical Engineering | Engineering – Electrical & Computer |
5 | University of California, Berkeley | US | Industrial Engineering & Operations Research | Industrial Engineering | Engineering – Other |
5 | University of California, Berkeley | US | Materials Science & Engineering | Materials Science | Engineering – Chemical & Materials |
5 | University of California, Berkeley | US | Mathematics | Mathematics | Mathematics |
5 | University of California, Berkeley | US | Mechanical Engineering | Mechanical Engineering | Engineering – Mechanical & Aerospace |
5 | University of California, Berkeley | US | Neuroscience | Neuroscience | Computational Biology & Bioinformatics |
5 | University of California, Berkeley | US | Nuclear Engineering | Nuclear Engineering | Engineering – Other |
5 | University of California, Berkeley | US | Physics | Physics | Physics & Astronomy |
5 | University of California, Berkeley | US | Statistics | Statistics | Mathematics |
6 | University of Oxford | UK | Mathematical Modelling & Scientific Computing | Applied Mathematics | Mathematics |
6 | University of Oxford | UK | Autonomous Intelligent Machines & Systems | Artificial Intelligence | CS & AI |
6 | University of Oxford | UK | Biochemistry | Biochemistry | Chemistry |
6 | University of Oxford | UK | Chemistry | Chemistry | Chemistry |
6 | University of Oxford | UK | Biology | Computational Biology | Computational Biology & Bioinformatics |
6 | University of Oxford | UK | Computer Science | Computer Science | CS & AI |
6 | University of Oxford | UK | Earth Sciences | Earth Sciences | Earth & Environmental Sciences |
6 | University of Oxford | UK | Engineering Science | Engineering (General) | Engineering – Other |
6 | University of Oxford | UK | Mathematics | Mathematics | Mathematics |
6 | University of Oxford | UK | Physics | Physics | Physics & Astronomy |
6 | University of Oxford | UK | Statistics | Statistics | Mathematics |
7 | Princeton University | US | Applied and Computational Mathematics | Applied Mathematics | Mathematics |
7 | Princeton University | US | Astrophysical Sciences | Astrophysics | Physics & Astronomy |
7 | Princeton University | US | Chemical & Biological Engineering | Chemical Engineering | Engineering – Chemical & Materials |
7 | Princeton University | US | Chemistry | Chemistry | Chemistry |
7 | Princeton University | US | Civil & Environmental Engineering | Civil Engineering | Engineering – Civil & Environmental |
7 | Princeton University | US | Quantitative & Computational Biology | Computational Biology | Computational Biology & Bioinformatics |
7 | Princeton University | US | Computer Science | Computer Science | CS & AI |
7 | Princeton University | US | Geosciences | Earth Sciences | Earth & Environmental Sciences |
7 | Princeton University | US | Electrical & Computer Engineering | Electrical Engineering | Engineering – Electrical & Computer |
7 | Princeton University | US | Mathematics | Mathematics | Mathematics |
7 | Princeton University | US | Mechanical & Aerospace Engineering | Mechanical Engineering | Engineering – Mechanical & Aerospace |
7 | Princeton University | US | Neuroscience | Neuroscience | Computational Biology & Bioinformatics |
End of preview. Expand in Data Studio
STEM Programmes at the Top 100 Universities, 2025
Which STEM degrees do the world's 100 highest-ranked universities actually teach? 1,258 university × programme pairs, with the synonym table used to make programme names comparable.
Method, tables and the essays that use this data: https://mariascales.com/research/long-bet/data/programmes/
What is in here
stem_programmes_arwu100_2025.csv– 1,258 rows. Columns: rank (ARWU 2025, 1–100, ties kept), university, country, raw_name (the programme name as the university publishes it), canonical_name (one of 31 canonical programme names), cluster (one of 13 subject clusters).stem_programme_synonyms.csv– 176 rows: raw_name → canonical_name. Every normalisation decision is published so it can be disagreed with line by line.
Coverage: 100 universities, 19 countries, 31 canonical programmes, 13 clusters.
Headline numbers
- Computer Science is the only near-universal programme: 95 of 100 universities. Then Physics 94, Chemistry 92, Mathematics 91, Statistics 81.
- A standalone Artificial Intelligence degree exists at 12 of the 100.
How it was built
Programme lists were read from each university's own pages and normalised through the synonym table. The rank column follows the Academic Ranking of World Universities 2025 (ShanghaiRanking Consultancy).
Citation
Atamanova, M. (2026). STEM programme coverage, ARWU top 100 [Data set]. mariascales.com. https://mariascales.com/research/long-bet/data/programmes/
Author: Maria Atamanova
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