programme_id stringlengths 3 23 | institution_id stringlengths 15 31 | institution_name stringlengths 4 45 | country stringclasses 9
values | degree_name stringlengths 14 55 | study_panel stringclasses 2
values | observation_id stringlengths 9 31 | comparison_endpoint stringclasses 2
values | reference_period stringclasses 2
values | source_document_editions stringclasses 18
values | applicable_entrant_cohort stringclasses 4
values | time_basis stringlengths 10 133 | unavoidable_named_ai_ml stringclasses 3
values | unavoidable_named_ai_ml_course stringclasses 3
values | requirement_basis stringclasses 5
values | named_ai_ml_course_selectable stringclasses 3
values | named_ai_ml_avoidable_path stringclasses 3
values | explicit_ai_ml_named_optional_route stringclasses 3
values | ai_ml_optional_route_names stringclasses 3
values | other_route_requires_ai_ml stringclasses 3
values | other_ai_ml_required_route_names stringclasses 5
values | minimum_named_ai_ml_course_credits float64 0 12 ⌀ | credit_unit stringclasses 8
values | credit_evidence_status stringclasses 13
values | compulsory_study_details stringlengths 21 94 ⌀ | notes stringlengths 42 398 ⌀ | source_status stringclasses 6
values | source_url stringlengths 2 402 | source_title stringlengths 2 604 | source_locator stringlengths 2 380 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
bu_ba_cs | institution:bu_boston | Boston University | United States | BA in Computer Science | US | bu_ba_cs:earlier | earlier | 2021-22 | ["2021 / 2022","2021 / 2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://www.bu.edu/academics/archive/2021-2022/cas/programs/computer-science/ba/","https://www.bu.edu/academics/archive/2021-2022/cas/courses/cas-cs-440/"] | ["BA in Computer Science » Academics | Boston University","CAS CS 440 » Academics | Boston University"] | [null,null] |
bu_ba_cs | institution:bu_boston | Boston University | United States | BA in Computer Science | US | bu_ba_cs:later | later | 2026-27 | [null,null] | null | 2026-2027 current catalog; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://www.bu.edu/academics/cas/programs/computer-science/ba/","https://www.bu.edu/academics/cas/courses/cas-cs-440/"] | ["BA in Computer Science » Academics | Boston University","CAS CS 440 » Academics | Boston University"] | [null,null] |
denver_bs_cs | institution:denver | University of Denver | United States | BS in Computer Science | US | denver_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://bulletin.du.edu/archives/2021-2022/undergraduate/majorsminorscoursedescriptions/traditionalbachelorsprogrammajorandminors/computerscience/"] | ["Computer Science < University of Denver"] | ["BS Computer Science Major Requirements / AI Concentration"] |
denver_bs_cs | institution:denver | University of Denver | United States | BS in Computer Science | US | denver_bs_cs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | yes | Artificial Intelligence | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://bulletin.du.edu/pdf/2026-2027-undergraduate.pdf"] | ["University of Denver — BS in Computer Science — saved programme requirements"] | ["BS Computer Science Major Requirements / AI Concentration"] |
florida_tech_bs_cs | institution:florida_tech | Florida Institute of Technology | United States | Computer Science, B.S. | US | florida_tech_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | unresolved | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.fit.edu/preview_program.php?catoid=12&poid=4388&returnto=550"] | ["Program: Computer Science, B.S. - Florida Tech"] | ["BS Computer Science curriculum / Artificial Intelligence Track"] |
florida_tech_bs_cs | institution:florida_tech | Florida Institute of Technology | United States | Computer Science, B.S. | US | florida_tech_bs_cs:later | later | 2026-27 | ["2026-2027", "2026-2027"] | null | 2026-2027 (archived catalogue page); Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | yes | Artificial Intelligence | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.fit.edu/preview_program.php?catoid=20&poid=8290", "https://web.archive.org/web/20260328031145id_/https://catalog.fit.edu/preview_program.php?catoid=20%26poid=8290"] | ["Program: Computer Science, B.S. - Florida Tech (2026-2027 Florida Tech Catalog)", "Program: Computer Science, B.S. - Florida Tech"] | ["BS Computer Science curriculum / Artificial Intelligence Track (official page; not machine-readable)", "BS Computer Science curriculum / Artificial Intelligence Track"] |
gmu_bs_cs | institution:gmu_fairfax | George Mason University | United States | Computer Science, BS | US | gmu_bs_cs:earlier | earlier | 2021-22 | [null] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.gmu.edu/archives/2021-2022/colleges-schools/engineering/computer-science/computer-science-bs/"] | ["Computer Science, BS < George Mason University"] | ["Course description (AI course offering); degree requirement pool reviewed"] |
gmu_bs_cs | institution:gmu_fairfax | George Mason University | United States | Computer Science, BS | US | gmu_bs_cs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027 current catalog; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.gmu.edu/colleges-schools/engineering-computing/school-computing/computer-science/computer-science-bs/"] | ["Computer Science, BS | George Mason University Catalog"] | ["Course description (AI course offering); degree requirement pool reviewed"] |
harvard_ab_cs_basic | institution:harvard_cambridge | Harvard University | United States | AB in Computer Science, basic concentration | US | harvard_ab_cs_basic:earlier | earlier | 2021-22 | [null] | null | 2021-2022; Students declaring the CS concentration beginning academic year 2021-22. | unresolved | unresolved | unresolved | unresolved | unresolved | no | null | no | null | null | null | unresolved_compulsory_rule | null | Basic concentration rules do not name a universal AI/ML course, but the linked approved-course list is missing; the full permitted choice menu remains unresolved. | incomplete | ["https://web.archive.org/web/20210823061238id_/https://handbook.college.harvard.edu/files/collegehandbook/files/fields_of_concentration_2021_2022.pdf"] | ["Harvard University — Fields of Concentration, 2021–22; Computer Science basic concentration"] | ["Computer Science concentration; Basic Requirements"] |
harvard_ab_cs_basic | institution:harvard_cambridge | Harvard University | United States | AB in Computer Science, basic concentration | US | harvard_ab_cs_basic:later | later | 2026-27 | [null, null, null] | null | 2026-2027; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Not required: the handbook takes the basic core from 'an approved list on the concentration's website'. That list, read on 12 October 2026 (it is continuously updated, so not tied to a dated edition), allows a full basic plan without a course titled AI or ML, and the requirements table marks the AI tag N/A for the basi... | complete | ["https://handbook.college.harvard.edu/sites/g/files/omnuum5551/files/2026-08/Fields_of_Concentration_2026-27.pdf", "https://csadvising.seas.harvard.edu/concentration/courses/tags/", "https://csadvising.seas.harvard.edu/concentration/requirements/"] | ["Harvard University — Fields of Concentration, 2026–27; Computer Science basic concentration", "Harvard SEAS CS advising — approved courses by tag", "Harvard SEAS CS advising — concentration requirements"] | ["Computer Science concentration; Basic Requirements", "Course tags list (continuously updated; read 12 October 2026)", "Requirements table, Artificial Intelligence row"] |
miami_ba_cs | institution:miami | University of Miami | United States | B.A. in Computer Science | US | miami_ba_cs:earlier | earlier | 2021-22 | [null] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://bulletin.miami.edu/archives/2021-2022/undergraduate-academic-programs/arts-sciences/computer-science/computer-science-ba-students-arts-sciences/"] | ["B.A. in Computer Science < University of Miami"] | ["Degree requirements / major requirements"] |
miami_ba_cs | institution:miami | University of Miami | United States | B.A. in Computer Science | US | miami_ba_cs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027 (identified by current bulletin URL; PDF has no printed year); Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | The PDF has no printed academic year; its linked bulletin was attributed to 2026-27 at retrieval in September 2026. This does not establish earlier availability or a first teaching date. | complete | ["https://bulletin.miami.edu/undergraduate-academic-programs/arts-sciences/computer-science/computer-science-ba-students-arts-sciences/computer-science-ba-students-arts-sciences.pdf"] | ["University of Miami — B.A. in Computer Science requirements; undated PDF attributed to 2026–27"] | ["Degree requirements / major requirements"] |
miami_bs_cs | institution:miami | University of Miami | United States | B.S. in Computer Science | US | miami_bs_cs:earlier | earlier | 2021-22 | [null] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | yes | Graphics and Games Track; Data Science Track | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://bulletin.miami.edu/archives/2021-2022/undergraduate-academic-programs/arts-sciences/computer-science/computer-science-bs-students-arts-sciences/"] | ["B.S. in Computer Science < University of Miami"] | ["Degree requirements / major requirements"] |
miami_bs_cs | institution:miami | University of Miami | United States | B.S. in Computer Science | US | miami_bs_cs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027 (identified by current bulletin URL; PDF has no printed year); Not specified in retained degree source; edition rules only. | yes | yes | single_required | yes | no | no | null | yes | Graphics and Games Track; Data Science Track | 3 | US semester credits | qualified_late_edition | CSC 345 Introduction to Artificial Intelligence | CSC 345 is in the common core. The PDF has no printed academic year; its linked bulletin was attributed to 2026-27 at retrieval in September 2026. First adoption and teaching dates are unknown. | complete | ["https://bulletin.miami.edu/undergraduate-academic-programs/arts-sciences/computer-science/computer-science-bs-students-arts-sciences/computer-science-bs-students-arts-sciences.pdf"] | ["University of Miami — B.S. in Computer Science requirements; undated PDF attributed to 2026–27"] | ["BS PDF page 1 Core Computer Science Courses"] |
mit_bs_cse_6_3 | institution:mit | Massachusetts Institute of Technology | United States | BS in Computer Science and Engineering (Course 6-3) | US | mit_bs_cse_6_3:earlier | earlier | 2021-22 | [null] | null | 2021-2022; Not specified in retained degree source; edition rules only. | yes | yes | ai_only_choice | yes | no | no | null | no | null | 12 | MIT units | verified | 6.034 Artificial Intelligence or 6.036 Introduction to Machine Learning | 12 MIT units are not US semester credits. Strict named-title minimum falls from 12 MIT units to zero; this does not show less AI teaching or assessment. | complete | ["https://catalog.mit.edu/archive/2021-2022/degree-charts/computer-science-engineering-course-6-3/"] | ["Computer Science and Engineering (Course 6-3) < MIT"] | ["2021-22 degree chart Computer Science Requirements"] |
mit_bs_cse_6_3 | institution:mit | Massachusetts Institute of Technology | United States | BS in Computer Science and Engineering (Course 6-3) | US | mit_bs_cse_6_3:later | later | 2026-27 | ["2026-2027",null] | null | 2026-2027; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | yes | Artificial Intelligence + Decision Making | no | null | 0 | null | zero_by_strict_named_title_rule | null | The AI-labelled track list permits 6.5831 Database Systems (12 MIT units), allowing a path with no explicitly AI/ML-named course. The fall in the strict named-title minimum does not establish less AI teaching or assessment. | complete | ["https://catalog.mit.edu/degree-charts/computer-science-engineering-course-6-3/computer-science-engineering-course-6-3.pdf","https://catalog.mit.edu/degree-charts/electrical-engineering-computer-science-tracks/"] | ["Massachusetts Institute of Technology — BS in Computer Science and Engineering (Course 6-3) — saved programme requirements","EECS Tracks | MIT Course Catalog"] | ["Computer Science Requirements / EECS track choices","Artificial Intelligence + Decision Making track list: 6.5831 Database Systems"] |
neu_ba_cs_boston | institution:northeastern_boston | Northeastern University | United States | Computer Science, BACS (Boston) | US | neu_ba_cs_boston:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | yes | Artificial Intelligence | no | null | 0 | null | zero_by_strict_named_title_rule | null | The linked endpoint rules do not establish DS 3000 existence before core addition, its first teaching date or the exact entrant cohort affected by the addition. | complete | ["https://catalog.northeastern.edu/archive/2021-2022/undergraduate/computer-information-science/computer-science/bacs/"] | ["Computer Science, BACS < Northeastern University"] | ["Degree requirements / major requirements"] |
neu_ba_cs_boston | institution:northeastern_boston | Northeastern University | United States | Computer Science, BACS (Boston) | US | neu_ba_cs_boston:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027 current catalog; Not specified in retained degree source; edition rules only. | yes | yes | single_required | yes | no | yes | Artificial Intelligence | no | null | 4 | US semester credits | verified | DS 3000 Mathematical Foundations of Artificial Intelligence | The same required course appears in the BS; these are not independent institutional changes. The linked endpoint rules do not establish pre-addition existence, first adoption, exact entrant applicability or delivered teaching. | complete | ["https://catalog.northeastern.edu/undergraduate/computer-information-science/computer-science/bacs/"] | ["Computer Science, BACS (Boston) < Northeastern University Academic Catalog"] | ["2026-27 BA required core row DS 3000"] |
neu_bs_cs_boston | institution:northeastern_boston | Northeastern University | United States | Computer Science, BSCS (Boston) | US | neu_bs_cs_boston:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | yes | Artificial Intelligence | no | null | 0 | null | zero_by_strict_named_title_rule | null | Same institutional course as the BA. The cited descriptions do not establish DS 3000 existence before core addition; exact entrant applicability remains unverified. | complete | ["https://catalog.northeastern.edu/archive/2021-2022/undergraduate/computer-information-science/computer-science/bscs/"] | ["Computer Science, BSCS < Northeastern University"] | ["Degree requirements / major requirements"] |
neu_bs_cs_boston | institution:northeastern_boston | Northeastern University | United States | Computer Science, BSCS (Boston) | US | neu_bs_cs_boston:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027 current catalog; Not specified in retained degree source; edition rules only. | yes | yes | single_required | yes | no | yes | Artificial Intelligence | no | null | 4 | US semester credits | verified | DS 3000 Mathematical Foundations of Artificial Intelligence | The same required course appears in the BA; count credits per programme, not as independent institutional changes. Pre-addition existence and exact entrant applicability remain unverified; published rules do not establish delivered teaching. | complete | ["https://catalog.northeastern.edu/undergraduate/computer-information-science/computer-science/bscs/"] | ["Computer Science, BSCS (Boston) < Northeastern University Academic Catalog"] | ["2026-27 BS required core row DS 3000"] |
new_mexico_tech_bs_cs | institution:new_mexico_tech | New Mexico Institute of Mining and Technology | United States | BS in Computer Science | US | new_mexico_tech_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | no | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://www.nmt.edu/registrar/catalogs/2021-2022%20master%20catalog%202.7.pdf"] | ["New Mexico Institute of Mining and Technology — BS in Computer Science — saved programme requirements"] | ["Degree requirements / major requirements"] |
new_mexico_tech_bs_cs | institution:new_mexico_tech | New Mexico Institute of Mining and Technology | United States | BS in Computer Science | US | new_mexico_tech_bs_cs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://coursedog-pdfs-public-prod.s3.us-east-2.amazonaws.com/nmt_banner/catalog/da218935-15a2-440d-92f2-dfc288f07f4e-nmt_banner-catalog-1790203494764.pdf"] | ["New Mexico Institute of Mining and Technology — BS in Computer Science — saved programme requirements"] | ["Degree requirements / major requirements"] |
nova_southeastern_bs_cs | institution:nova_southeastern | Nova Southeastern University | United States | BS in Computer Science | US | nova_southeastern_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Course existed before becoming core; catalogue offering frequency is not observed teaching. | complete | ["https://web.archive.org/web/20240721221111id_/https://nsuworks.nova.edu/cgi/viewcontent.cgi?article=1153&context=far_ugcoursecatalogs"] | ["Nova Southeastern University — BS in Computer Science — saved programme requirements"] | ["Computer Science Major Requirements; Core Courses"] |
nova_southeastern_bs_cs | institution:nova_southeastern | Nova Southeastern University | United States | BS in Computer Science | US | nova_southeastern_bs_cs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027; Not specified in retained degree source; edition rules only. | yes | yes | single_required | yes | no | no | null | no | null | 3 | US semester credits | verified | CSIS 3530 Artificial Intelligence | The 2026-27 catalogue does not state an entrant cohort; an earlier catalogue edition, not cited here, made the existing AI course compulsory for Fall 2023 entrants. Course existed before becoming core; catalogue offering frequency is not observed teaching. | complete | ["https://www.nova.edu/_resources/binaries/catalogs/undergraduate-catalog.pdf"] | ["Nova Southeastern University — BS in Computer Science — saved programme requirements"] | ["Computer Science Major Requirements Core Courses"] |
oklahoma_state_bs_cs | institution:oklahoma_state | Oklahoma State University | United States | Computer Science, BS | US | oklahoma_state_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Requirements apply to students matriculating in or before academic year 2021-2022. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.okstate.edu/archive/2021-2022/arts-sciences/computer-science/bs/"] | ["Computer Science, BS < Oklahoma State University"] | ["Degree requirements / major requirements"] |
oklahoma_state_bs_cs | institution:oklahoma_state | Oklahoma State University | United States | Computer Science, BS | US | oklahoma_state_bs_cs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027; Requirements apply to students matriculating in or before academic year 2026-2027. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | CS 4883 Social Issues in Computing in the required major courses may be replaced by PHIL 3783 Ethics of Artificial Intelligence, an AI-titled option that is not required. | complete | ["https://catalog.okstate.edu/arts-sciences/computer-science/bs/bs.pdf"] | ["Oklahoma State University — Computer Science, BS — saved programme requirements"] | ["Degree requirements / major requirements"] |
psu_bs_cs_up | institution:psu_up | The Pennsylvania State University | United States | Computer Science, B.S. (University Park) | US | psu_bs_cs_up:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; First-year entrants summer/fall 2021 or spring 2022. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://bulletins.psu.edu/archive/2021-2022/undergraduate/colleges/engineering/computer-science-bs/"] | ["Computer Science, B.S. (Engineering) | Penn State"] | ["Degree requirements / major requirements"] |
psu_bs_cs_up | institution:psu_up | The Pennsylvania State University | United States | Computer Science, B.S. (University Park) | US | psu_bs_cs_up:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027 current catalog; First-year entrants summer/fall 2026 or spring 2027. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://bulletins.psu.edu/undergraduate/colleges/engineering/computer-science-bs/"] | ["Computer Science, B.S. (Engineering) | Penn State"] | ["Degree requirements / major requirements"] |
stanford_bs_cs | institution:stanford | Stanford University | United States | BS in Computer Science | US | stanford_bs_cs:earlier | earlier | 2021-22 | ["2021-2022", "2021-2022", "2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | yes | Artificial Intelligence | unresolved | null | 0 | null | zero_by_strict_named_title_rule | null | Not required: the Systems track's 2021–22 program sheet requires no course titled AI or ML (2021–22 ExploreCourses titles checked 12 October 2026). | complete | ["https://www-dev.cs.stanford.edu/degrees/ug/ProgramSheets/CS_Unspec_2122PS.pdf", "https://www-dev.cs.stanford.edu/degrees/ug/ProgramSheets/CS_AI_2122PS.pdf", "https://www.cs.stanford.edu/cscse-program-sheet-archive"] | ["Stanford University — Computer Science unspecialized-track programme sheet", "Stanford University — Computer Science AI-track programme sheet", "Stanford Computer Science — program sheet archive (Systems Track 2021–2022 Program Sheet)"] | [null, null, "Systems Track 2021-2022 sheet, Track Requirements A–C"] |
stanford_bs_cs | institution:stanford | Stanford University | United States | BS in Computer Science | US | stanford_bs_cs:later | later | 2026-27 | ["2026-2027", "2026-2027", "2026-2027"] | null | 2026-2027; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | yes | Artificial Intelligence | yes | Artificial Intelligence track | 0 | null | zero_by_strict_named_title_rule | null | Not required: the Systems track's 2026–27 program sheet requires no course titled AI or ML, and the Unspecialized track's Track Requirement D also allows options not titled AI or ML (CS 223A Introduction to Robotics, CS 228, CS 231A, CS 238). The AI track requires CS 221. Checked against the official sheets linked from... | complete | ["https://drive.usercontent.google.com/download?id=1ogF33v7yoQgtDOjK84evg5UWTMiDHavE&export=download", "https://drive.google.com/file/d/1sVHp_i3gvWEo6qKm0GM8NLMWhgwAJyIb/view?usp=sharing", "https://www.cs.stanford.edu/bs-program-sheets"] | ["Stanford University — Computer Science unspecialized-track programme sheet", "Stanford University — Computer Science AI-track programme sheet", "Stanford Computer Science — BS program sheets (2026–27 Unspecialized, Systems and AI track sheets)"] | [null, null, "Systems Track sheet, Track Requirements A–C; Unspecialized sheet, note 5 (Track Requirement D)"] |
tulsa_bscs | institution:tulsa | University of Tulsa | United States | Computer Science, B.S.C.S. | US | tulsa_bscs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | unresolved | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://bulletin.utulsa.edu/preview_program.php?catoid=29&poid=4112&returnto=1593"] | ["Program: Computer Science, B.S.C.S. - University of Tulsa"] | ["Degree requirements / major requirements"] |
tulsa_bscs | institution:tulsa | University of Tulsa | United States | Computer Science, B.S.C.S. | US | tulsa_bscs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027; Not specified in retained degree source; edition rules only. | no | no | none | unresolved | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://bulletin.utulsa.edu/preview_program.php?catoid=56&poid=8114&returnto=3061"] | ["Program: Computer Science, B.S.C.S. - University of Tulsa"] | ["Degree requirements / major requirements"] |
ua_little_rock_bs_cs | institution:ua_little_rock | University of Arkansas at Little Rock | United States | BS in Computer Science | US | ua_little_rock_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not stated; catalogue edition applies. | yes | yes | single_required | unresolved | no | no | null | no | null | 3 | US semester credits | verified | CPSC 4383 Artificial Intelligence | CPSC 4383 continues the two-column compulsory Major Requirements list before the elective heading and also appears in the suggested sixth semester. The three-credit value and course code do not establish unchanged instruction across endpoints. | complete | ["https://catalog.ualr.edu/mime/media/view/7/2142/2021-22%20UA%20Little%20Rock%20Undergraduate%20Catalog%20final%20WEB.pdf"] | ["University of Arkansas at Little Rock — BS in Computer Science — saved programme requirements"] | ["Computer Science BS, Major Requirements, printed p.273 (PDF p.275); CPSC 4383 course description"] |
ua_little_rock_bs_cs | institution:ua_little_rock | University of Arkansas at Little Rock | United States | BS in Computer Science | US | ua_little_rock_bs_cs:later | later | 2026-27 | ["2026-2027","2025-2026"] | null | 2026-2027; Not stated; catalogue edition applies. | yes | yes | single_required | yes | no | no | null | no | null | 3 | US semester credits | qualified_credit_year | CPSI 48303 Artificial Intelligence | CPSI 48303 is in the compulsory Major Requirements list. Its three credits are explicit in the 2025-26 catalogue; the saved 2026-27 degree page omits individual course credits. Course codes and equal credits do not establish unchanged instruction. | complete | ["https://catalog.ualr.edu/preview_program.php?catoid=43&poid=10950&returnto=5048","https://drive.google.com/file/d/1aERyZd90-mfIevGHgyPx3FGeYZMtwwuJ/view"] | ["Program: Computer Science, B.S. - University of Arkansas at Little Rock","University of Arkansas at Little Rock — 2025–26 Undergraduate Catalogue"] | ["Computer Science BS: Major Requirements / suggested sixth semester, CPSI 48303","2025-26 Undergraduate Catalogue, CPSI 48303 course description, PDF p.153"] |
uab_ba_cs | institution:uab | University of Alabama at Birmingham | United States | BA in Computer Science | US | uab_ba_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.uab.edu/previouscatalogs/2021-2022/undergraduate/collegeofartsciences/computerscience/"] | ["Department of Computer Science < Catalog | The University of Alabama at Birmingham"] | ["Degree requirements / major requirements"] |
uab_ba_cs | institution:uab | University of Alabama at Birmingham | United States | BA in Computer Science | US | uab_ba_cs:later | later | 2026-27 | ["2026-2027",null] | null | 2026-2027; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.uab.edu/pdf/Undergraduate%20Catalog%20PDF%202026-2027.pdf","https://catalog.uab.edu/coursedescriptions/cs/"] | ["University of Alabama at Birmingham — BA in Computer Science — saved programme requirements","CS-Computer Science Courses | Catalogs | The University of Alabama at Birmingham"] | [null,null] |
uab_bs_cs | institution:uab | University of Alabama at Birmingham | United States | BS in Computer Science | US | uab_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Exact entrant applicability is unresolved. | complete | ["https://catalog.uab.edu/previouscatalogs/2021-2022/undergraduate/collegeofartsciences/computerscience/"] | ["Department of Computer Science < Catalog | The University of Alabama at Birmingham"] | ["Major; Required Computer Science Courses"] |
uab_bs_cs | institution:uab | University of Alabama at Birmingham | United States | BS in Computer Science | US | uab_bs_cs:later | later | 2026-27 | ["2026-2027",null] | null | 2026-2027; Not specified in retained degree source; edition rules only. | yes | yes | single_required | yes | no | no | null | no | null | 3 | US semester credits | verified | CS 380 Mathematical Foundations of AI | Exact entrant applicability and the start date of the CS 380 requirement are unresolved. | complete | ["https://catalog.uab.edu/pdf/Undergraduate%20Catalog%20PDF%202026-2027.pdf","https://catalog.uab.edu/coursedescriptions/cs/"] | ["University of Alabama at Birmingham — BS in Computer Science — saved programme requirements","CS-Computer Science Courses | Catalogs | The University of Alabama at Birmingham"] | ["2026-27 BS Required Computer Science Courses row CS 380",null] |
uah_bs_cs | institution:uah | University of Alabama in Huntsville | United States | Computer Science, BS | US | uah_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | unresolved | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://louis.uah.edu/cgi/viewcontent.cgi?article=1053&context=catalogs"] | ["University of Alabama in Huntsville — Computer Science, BS — saved programme requirements"] | ["BS Computer Science programme description and Major Requirements"] |
uah_bs_cs | institution:uah | University of Alabama in Huntsville | United States | Computer Science, BS | US | uah_bs_cs:later | later | 2026-27 | ["2026-2027", "2026-2027"] | null | 2026-2027 current catalog; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | yes | Artificial Intelligence and Data Science | yes | Entertainment Computing | 0 | null | zero_by_strict_named_title_rule | null | The optional Entertainment Computing concentration requires a named AI course beyond the common core. The programme also names an optional ML/AI specialization. The earlier route rule remains unresolved. | complete | ["https://uah.kualibuild.com/api/v1/catalog/program/6a04f85b884787e88db1953c/6770a20b059ef76598b777ab", "https://www.uah.edu/images/colleges/science/science-advising/cs.pdf"] | ["University of Alabama in Huntsville — Computer Science, BS — saved programme requirements", "University of Alabama in Huntsville — Computer Science BS checksheet, 2026-2027 Catalog"] | ["BS Computer Science programme description and Major Requirements", "Checksheet, General concentration"] |
ucsd_bs_cs | institution:ucsd | University of California San Diego | United States | BS in Computer Science | US | ucsd_bs_cs:earlier | earlier | 2021-22 | [null,null] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.ucsd.edu/archive/2021-22/curric/CSE-ug.html","https://catalog.ucsd.edu/archive/2021-22/courses/CSE.html"] | ["Computer Science and Engineering","Computer Science and Engineering"] | [null,null] |
ucsd_bs_cs | institution:ucsd | University of California San Diego | United States | BS in Computer Science | US | ucsd_bs_cs:later | later | 2026-27 | ["2026-2027", "2026-2027"] | null | 2026-2027 current catalog; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.ucsd.edu/curric/CSE-ug.html","https://catalog.ucsd.edu/courses/CSE.html"] | ["Computer Science and Engineering","Computer Science and Engineering"] | [null,null] |
uiuc_bs_cs | institution:uiuc | University of Illinois Urbana-Champaign | United States | Computer Science, BS | US | uiuc_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.illinois.edu/archivedacademiccatalogs/2021-2022/undergraduate/engineering/computer-science-bs/"] | ["Computer Science, BS < University of Illinois"] | ["Degree requirements / major requirements"] |
uiuc_bs_cs | institution:uiuc | University of Illinois Urbana-Champaign | United States | Computer Science, BS | US | uiuc_bs_cs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.illinois.edu/undergraduate/engineering/computer-science-bs/"] | ["Computer Science, BS | 2026-2027 Course Catalog | University of Illinois Urbana-Champaign"] | ["Degree requirements / major requirements"] |
unc_greensboro_bs_cs | institution:unc_greensboro | University of North Carolina Greensboro | United States | Computer Science, B.S. | US | unc_greensboro_bs_cs:earlier | earlier | 2021-22 | ["2021-2022"] | null | 2021-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | yes | Data Science and Big Data Concentration | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.uncg.edu/Archive/2021-2022.pdf"] | ["University of North Carolina Greensboro — Computer Science, B.S. — saved programme requirements"] | ["Degree requirements / major requirements; Data Science and Big Data Concentration Requirements, printed p.328"] |
unc_greensboro_bs_cs | institution:unc_greensboro | University of North Carolina Greensboro | United States | Computer Science, B.S. | US | unc_greensboro_bs_cs:later | later | 2026-27 | ["2026-2027"] | null | 2026-2027 (current catalog at retrieval; PDF has no printed year); Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | yes | Data Science and Big Data Concentration | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.uncg.edu/arts-sciences/computer-science/computer-science-bs/computer-science-bs.pdf"] | ["University of North Carolina Greensboro — Computer Science, B.S. — saved programme requirements"] | ["Degree requirements / major requirements; Data Science and Big Data Concentration Requirements, PDF p.2"] |
utaustin_bs_cs | institution:ut_austin | University of Texas at Austin | United States | Bachelor of Science in Computer Science | US | utaustin_bs_cs:earlier | earlier | 2021-22 | [null,null] | null | 2020-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.utexas.edu/archive/2020-21/undergraduate/natural-sciences/degrees-and-programs/bs-computer-science/","https://catalog.utexas.edu/archive/2020-21/general-information/coursesatoz/c-s/"] | ["Bachelor of Science in Computer Science < The University of Texas at Austin","Computer Science Courses < The University of Texas at Austin"] | [null,null] |
utaustin_bs_cs | institution:ut_austin | University of Texas at Austin | United States | Bachelor of Science in Computer Science | US | utaustin_bs_cs:later | later | 2026-27 | ["2026-27","2026-27"] | null | 2026-2028; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.utexas.edu/undergraduate/programs/computer-science-computer-science-option-bscompsci/","https://catalog.utexas.edu/general-information/coursesatoz/c-s/"] | ["Computer Science, Computer Science (BSCompSci) < The University of Texas at Austin","C S - Computer Science < The University of Texas at Austin"] | [null,null] |
utaustin_bsa_cs | institution:ut_austin | University of Texas at Austin | United States | Bachelor of Science and Arts in Computer Science | US | utaustin_bsa_cs:earlier | earlier | 2021-22 | [null,null] | null | 2020-2022; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.utexas.edu/archive/2020-21/undergraduate/natural-sciences/degrees-and-programs/bachelor-of-science-and-arts/computer-science/","https://catalog.utexas.edu/archive/2020-21/general-information/coursesatoz/c-s/"] | ["Computer Science < The University of Texas at Austin","Computer Science Courses < The University of Texas at Austin"] | [null,null] |
utaustin_bsa_cs | institution:ut_austin | University of Texas at Austin | United States | Bachelor of Science and Arts in Computer Science | US | utaustin_bsa_cs:later | later | 2026-27 | ["2026-27","2026-27"] | null | 2026-2028; Not specified in retained degree source; edition rules only. | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | null | complete | ["https://catalog.utexas.edu/undergraduate/programs/computer-science-bsa/","https://catalog.utexas.edu/general-information/coursesatoz/c-s/"] | ["Computer Science (BSA) < The University of Texas at Austin","C S - Computer Science < The University of Texas at Austin"] | [null,null] |
berlin | institution:berlin | TU Berlin | Germany | BSc Informatik | Europe | berlin:earlier | earlier | 2021-22 | [null,null,null] | null | entrant_rule_carry_forward | no | no | none | yes | yes | no | null | unresolved | null | 0 | null | zero_by_strict_named_title_rule | null | Core complete; exact early elective menu incomplete without 2019 annex. Old required statistics and new probability/AI are documented; substantive overlap and actual teaching remain unverified. | partial | ["https://www.static.tu.berlin/fileadmin/www/10000000/Studiengaenge/StuPOs/Fakultaet_IV/Informatik_B.Sc._2014.pdf","https://www.static.tu.berlin/fileadmin/www/10000040/1_Studium_Lehre/1_Studienangebot/1_Bachelorstudiengaenge/2_B_Inf/Lesefassung_BSc_Informatik.pdf","https://www.tu.berlin/eecs/studium-lehre/studienorgani... | ["TU Berlin — 2014 BSc Informatik study and examination regulations","TU Berlin — BSc Informatik regulations, reading version","Informationen zum StuPO-Wechsel 2025 - TU Berlin"] | [null,null,null] |
berlin | institution:berlin | TU Berlin | Germany | BSc Informatik | Europe | berlin:later | later | 2026-27 | [null,null] | October_2026 | entrant_rule_new_effective_2026_10_01 | yes | yes | single_required | yes | no | no | null | no | null | 6 | LP | verified_future_rule | Wahrscheinlichkeiten und Künstliche Intelligenz | The new rule applies from October 2026; first teaching is scheduled for winter 2027-28, not observed. The earlier required statistics and later probability/AI titles are documented, but substantive overlap and delivered teaching are unverified. | full | ["https://www.static.tu.berlin/fileadmin/www/10000000/Studiengaenge/StuPOs/Fakultaet_IV/Informatik_B.Sc._2025.pdf","https://www.tu.berlin/eecs/studium-lehre/studienorganisation/waehrend-des-studiums/bsc-informatik/informationen-zum-stupo-wechsel-2025"] | ["TU Berlin — 2025 BSc Informatik study and examination regulations","Informationen zum StuPO-Wechsel 2025 - TU Berlin"] | ["2025 StuPO compulsory module table",null] |
bologna | institution:bologna | University of Bologna | Italy | Laurea Computer Science | Europe | bologna:earlier | earlier | 2021-22 | [null] | 2021-22 | dated_entrant_plan_retrieved_retrospectively | yes | yes | single_required | unresolved | no | no | null | no | null | 6 | CFU | qualified_retrospective | INTRODUZIONE ALL'APPRENDIMENTO AUTOMATICO | The 2021-22 entrant plan was retrieved retrospectively in 2026. Its third-year ML row says unavailable in 2021-22 without stating a reason. Historical publication state and first teaching date are unresolved. | full | ["https://corsi.unibo.it/1cycle/ComputerScience/course-structure-diagram/piano/2021/8009/000/000/2021"] | ["Course Structure Diagram - A.Y. 2021/2022 — Computer Science - Laurea - Bologna"] | ["2021 entrant plan Third Year Attività formative obbligatorie row 93319"] |
bologna | institution:bologna | University of Bologna | Italy | Laurea Computer Science | Europe | bologna:later | later | 2026-27 | [null] | 2026-27 | dated_entrant_plan_retrieved_retrospectively | yes | yes | single_required | unresolved | no | no | null | no | null | 6 | CFU | verified_future_plan | INTRODUZIONE ALL'APPRENDIMENTO AUTOMATICO | The 2026-27 entrant plan uses programme code 6640, replacing 8009. Its compulsory third-year ML row is a published plan, not observed third-year delivery in 2026-27; first teaching is unverified. | full | ["https://corsi.unibo.it/1cycle/ComputerScience/course-structure-diagram/piano/2026/6640/000/000/2026"] | ["Course Structure Diagram - A.Y. 2026/2027 — Computer Science - Laurea - Bologna"] | ["2026 entrant plan Third Year Attività formative obbligatorie row 93319"] |
cambridge | institution:cambridge | University of Cambridge | United Kingdom | BA Computer Science Tripos Parts IA-IB-II | Europe | cambridge:earlier | earlier | 2021-22 | [null,null,null,null,null,null,null] | null | academic_year_statutes_and_courses | yes | unresolved | required_exam_section | yes | no | no | null | no | null | null | null | exam_only_course_credit_not_established | Machine Learning Section D of required 2022 Paper 3 | This is an unavoidable named ML exam section, not proof that the separate Part IB AI lecture was obligatory. Required assessment does not establish a compulsory standalone AI/ML course or credit value. | full | ["https://www.admin.cam.ac.uk/univ/so/pdfs/2021/ordinance04.pdf","https://www.cl.cam.ac.uk/teaching/2122/","https://www.cl.cam.ac.uk/teaching/2122/part1a.html","https://www.cl.cam.ac.uk/teaching/2122/part1b.html","https://www.cl.cam.ac.uk/teaching/2122/part2-75.html","https://www.cl.cam.ac.uk/teaching/2122/part2-50.htm... | ["University of Cambridge — 2021 Statutes and Ordinances, Computer Science Tripos, Chapter IV","Department of Computer Science and Technology – Course pages 2021–22: Courses 2021–22","Department of Computer Science and Technology – Course pages 2021–22: Part IA CST","Department of Computer Science and Technology – Cour... | ["Computer Science Tripos, Part IA regulation 12, printed pp.307-308",null,null,null,null,null,"2022 Paper 3, instructions on p.1; Machine Learning and Real-world Data questions 7-9, pp.8-10"] |
cambridge | institution:cambridge | University of Cambridge | United Kingdom | BA Computer Science Tripos Parts IA-IB-II | Europe | cambridge:later | later | 2026-27 | [null,null,null,null,null] | null | academic_year_courses_rule_update_unverified | unresolved | unresolved | unresolved | yes | unresolved | unresolved | null | unresolved | null | null | null | unresolved_compulsory_rule | null | Selectable AI/ML courses are documented, but the saved exam-structure source does not establish the universal requirement for 2026-27. A lecture listing alone does not settle compulsory assessment or course credits. | partial | ["https://www.cl.cam.ac.uk/teaching/2627/","https://www.cl.cam.ac.uk/teaching/2627/part1a.html","https://www.cl.cam.ac.uk/teaching/2627/part1b.html","https://www.cl.cam.ac.uk/teaching/2627/part2.html","https://www.cl.cam.ac.uk/teaching/exams/exam-structure.pdf"] | ["Department of Computer Science and Technology – Course pages 2026–27: Courses 2026–27","Department of Computer Science and Technology – Course pages 2026–27: Part IA CST","Department of Computer Science and Technology – Course pages 2026–27: Part IB CST","Department of Computer Science and Technology – Course pages 2... | [null,null,null,null,null] |
copenhagen | institution:copenhagen | University of Copenhagen | Denmark | BSc Computer Science (Datalogi) | Europe | copenhagen:earlier | earlier | 2021-22 | [null] | 2021-22 | entrant_cohort_retrospective_rule | no | no | none | yes | yes | no | null | yes | Data Science | 0 | null | zero_by_strict_named_title_rule | null | The 2026 regulation retrospectively specifies transition rules for 2021-22 entrants. Data Science requires ML; other permitted profiles avoid it. This does not establish the 2021 publication state or continuous delivery. | full | ["https://www.ku.dk/fileadmin/site-2596/Studieordninger/Science/datalogi/BA_Datalogi.pdf"] | ["University of Copenhagen — BSc Datalogi regulations, 2026 revision"] | ["Appendix 2, section 2: students admitted in 2022/23 and 2021/22; General and Data Science profiles"] |
copenhagen | institution:copenhagen | University of Copenhagen | Denmark | BSc Computer Science (Datalogi) | Europe | copenhagen:later | later | 2026-27 | [null] | All enrolled students; Appendix 2 transitions apply | current_rule_with_cohort_transition_appendix | no | no | none | yes | yes | no | null | yes | Data Science | 0 | null | zero_by_strict_named_title_rule | null | The 2026 regulation applies generally, subject to Appendix 2 cohort transitions. Data Science requires ML; General and other permitted profiles allow a path without named ML. Published rules do not establish actual delivery. | full | ["https://www.ku.dk/fileadmin/site-2596/Studieordninger/Science/datalogi/BA_Datalogi.pdf"] | ["University of Copenhagen — BSc Datalogi regulations, 2026 revision"] | ["Sections 2 and 6; Appendix 2 cohort transitions"] |
delft | institution:delft | TU Delft | Netherlands | BSc Computer Science and Engineering | Europe | delft:earlier | earlier | 2021-22 | [null] | null | academic_year_guide | yes | yes | single_required | unresolved | no | no | null | no | null | 5 | EC | qualified_informative_guide | CSE2510 Machine Learning | CSE2510 Machine Learning is outside all three second-year variant sets and is a regular five-EC course in the guide. Binding regulations take precedence. The selectable status of Collaborative Artificial Intelligence remains unresolved. | full | ["https://filelist.tudelft.nl/Websections/Studyguides/2021_2022/EWI/BSc_TI_B-TI_2021_en.pdf"] | ["TU Delft — BSc Computer Science and Engineering programme overview, 2021–22"] | ["2021-22 guide, PDF pp.1, 3 and 24: regular courses and second-year variant sets; p.41: CSE2510 Machine Learning, 5 EC"] |
delft | institution:delft | TU Delft | Netherlands | BSc Computer Science and Engineering | Europe | delft:later | later | 2026-27 | [null] | null | academic_year_guide | unresolved | unresolved | unresolved | unresolved | unresolved | unresolved | null | unresolved | null | null | null | unresolved_compulsory_rule | null | The AI learning outcome does not establish a named universal course requirement; the later course menu is missing. | partial | ["https://studiegids.tudelft.nl/"] | ["TU Delft — BSc Computer Science and Engineering programme record, 2026–27"] | [null] |
edinburgh | institution:edinburgh | University of Edinburgh | United Kingdom | BSc Computer Science (Hons) | Europe | edinburgh:earlier | earlier | 2021-22 | [null] | null | academic_year | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Required Foundations of Data Science is not a named AI/ML course under the strict title rule. | full | ["https://www.drps.ed.ac.uk/21-22/dpt/utcmpsi.htm"] | ["DPT: Computer Science (BSc Hons) (UTCMPSI)"] | [null] |
edinburgh | institution:edinburgh | University of Edinburgh | United Kingdom | BSc Computer Science (Hons) | Europe | edinburgh:later | later | 2026-27 | ["2026-27"] | null | academic_year | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Academic-year tables mix different continuing-student cohorts. | full | ["https://www.drps.ed.ac.uk/26-27/dpt/utcmpsi.htm"] | ["DPT: Computer Science (BSc Hons) (UTCMPSI)"] | [null] |
epfl | institution:epfl | EPFL | Switzerland | Bachelor in Computer Science | Europe | epfl:earlier | earlier | 2021-22 | [null] | null | academic_year_plan | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Master-cycle AI/ML courses in the same long PDF are excluded. | full | ["https://www.epfl.ch/schools/ic/wp-content/uploads/2022/02/LC-SIN-2021-2022.pdf"] | ["EPFL — Computer Science study plan, 2021–22"] | [null] |
epfl | institution:epfl | EPFL | Switzerland | Bachelor in Computer Science | Europe | epfl:later | later | 2026-27 | [null,null,null] | null | academic_year_plan_with_rulebook | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | First-year propedeutic and upper-year Bachelor plans were read together. | full | ["https://edu.epfl.ch/studyplan/en/propedeutics/computer-science/","https://edu.epfl.ch/studyplan/en/bachelor/computer-science/","https://docs.google.com/document/d/e/2PACX-1vTRCwrb3dBLr3RcR1KzhuEgIP6HUrp_nNJQD63P69VtsjU2ez9YvM9M6LEGPMuOVVLPzkckArFxHeb1/pub"] | ["Propedeutics & MAN - Computer Science - EPFL","Bachelor Cycle - Computer Science - EPFL","IN-Reglement-2026-2027"] | [null,null,null] |
eth | institution:eth | ETH Zürich | Switzerland | BSc Computer Science | Europe | eth:earlier | earlier | 2021-22 | [null,null] | null | entrant_cohort_rule_and_course_menu | unresolved | unresolved | unresolved | unresolved | unresolved | unresolved | null | unresolved | null | null | null | unresolved_compulsory_rule | null | A 2021 ML offering does not establish its BSc rule status. | partial | ["https://ethz.ch/content/dam/ethz/special-interest/infk/department/Images%20and%20Content/Studies/Bachelor/080422_Reglement_16.pdf","https://ethz.ch/content/dam/ethz/special-interest/infk/department/Images%20and%20Content/Studies/Forms%20and%20Documents/Study_Guide_BSc_Informatik_2016.pdf"] | ["ETH Zürich — 2016 BSc Informatik study regulations, retained 2022 version","ETH Zürich — BSc Informatik study guide under the 2016 regulations"] | [null,null] |
eth | institution:eth | ETH Zürich | Switzerland | BSc Computer Science | Europe | eth:later | later | 2026-27 | [null,null,null] | null | entrant_cohort_rule_and_course_menu | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | A non-ML path exists; the guide is a later revision of the rule-linked course menu. | full | ["https://ethz.ch/content/dam/ethz/special-interest/infk/department/Images%20and%20Content/Studies/Bachelor/080422_Reglement_16.pdf","https://ethz.ch/content/dam/ethz/main/eth-zurich/organisation/rechtssammlung/323.1.1600.12.pdf","https://ethz.ch/content/dam/ethz/special-interest/infk/department/Images%20and%20Content/... | ["ETH Zürich — 2016 BSc Informatik study regulations, retained 2022 version","ETH Zürich — 2016 BSc Informatik study regulations, retained 2024 version","ETH Zürich — BSc Informatik study guide under the 2016 regulations"] | [null,null,null] |
graz | institution:graz | Graz University of Technology (TU Graz) | Austria | BSc Informatik | Europe | graz:earlier | earlier | 2021-22 | [null,null] | null | 2020_curriculum_carry_forward_verified_by_2024_successor | yes | yes | single_required | no | no | no | null | no | null | 10.5 | ECTS | verified_component_sum | Machine Learning 1 lecture/exercise plus Introduction to Data Science and AI plus AI and Logic | Named compulsory components total 10.5 ECTS: two AI components at 3 each and ML at 4.5. The 2.5-ECTS Computer Vision component is excluded; the whole seven-ECTS ML module is not counted again. Credit totals do not establish content equivalence or delivered teaching. | full | ["https://www.tugraz.at/fileadmin/user_upload/tugrazExternal/02bfe6da-df31-4c20-9e9f-819251ecfd4b/2019_2020/Stk_17a/Curriculum_BA_Informatik_2020.pdf","https://www.tugraz.at/fileadmin/user_upload/tugrazExternal/02bfe6da-df31-4c20-9e9f-819251ecfd4b/2023_2024/Stk_16a/Curriculum_BA_Informatik_Beschluss_Senat_27052024.pdf"... | ["Graz University of Technology (TU Graz) — Study and examination regulations","Graz University of Technology (TU Graz) — Study and examination regulations"] | ["2020 curriculum sections 3 and 7; three compulsory components 4.5+3+3",null] |
graz | institution:graz | Graz University of Technology (TU Graz) | Austria | BSc Informatik | Europe | graz:later | later | 2026-27 | [null,null] | null | 2025_curriculum_shown_in_2026-27_official_plan | yes | yes | single_required | no | no | no | null | no | null | 10.5 | ECTS | verified_component_sum | Artificial Intelligence 1 plus Artificial Intelligence 2 plus Machine Learning 1 | Named compulsory components total 10.5 ECTS: AI 1 and AI 2 at 3 each, plus ML at 4.5. The equivalence table maps the earlier components to the new grouping; equal credits do not establish unchanged content or delivered teaching. | full | ["https://www.tugraz.at/fileadmin/user_upload/tugrazExternal/02bfe6da-df31-4c20-9e9f-819251ecfd4b/2024_2025/Stk_18a/Curriculum_BA_Informatik_Beschluss_Senat_23062025.pdf","https://online.tugraz.at/tug_online/wbstpcs.showSpoTree?pFilterType=20&pPageNr=&pSjNr=1687&pStStudiumNr=&pStartSemester=W&pStpKnotenNr=&pStpSTypNr=4... | ["Graz University of Technology (TU Graz) — Study and examination regulations","Studienplan - TUGRAZonline - Technische Universität Graz"] | ["2025 curriculum section 7 compulsory module I; 3+3+4.5",null] |
hamburg | institution:hamburg | University of Hamburg | Germany | BSc Informatik | Europe | hamburg:earlier | earlier | 2021-22 | [null,null,null] | null | entrant_rule_2019_22_cohort_applicability | no | no | none | unresolved | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | No explicitly AI/ML-named elective is verified in the earlier handbook. A named elective is documented by April 2023; that does not establish first ML teaching or entrant applicability. | full | ["https://www.inf.uni-hamburg.de/studies/-po-fsb/fsb-bsc-informatik-2019.pdf","https://www.inf.uni-hamburg.de/studies/orga/mhb/mhb-2019-04-03-bsc-inf.pdf","https://www.inf.uni-hamburg.de/en/studies/bachelor/inf.html"] | ["University of Hamburg — Study and examination regulations","University of Hamburg — Module or programme handbook","BSc Informatics : Department of Informatics : University of Hamburg"] | [null,null,null] |
hamburg | institution:hamburg | University of Hamburg | Germany | BSc Informatik | Europe | hamburg:later | later | 2026-27 | [null,null,null,null] | null | entrant_rule_2023_onward_cohort_applicability | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | A named ML elective is documented by April 2023. The dated handbook does not establish first ML teaching. | full | ["https://www.inf.uni-hamburg.de/studies/-po-fsb/fsb-bsc-informatik-2023.pdf","https://www.inf.uni-hamburg.de/studies/orga/mhb/mhb2023-04-26-bsc-inf.pdf","https://www.inf.uni-hamburg.de/en/studies/bachelor/inf.html","https://www.inf.uni-hamburg.de/studies/bachelor/inf/inf-required-electives.html"] | ["University of Hamburg — Study and examination regulations","University of Hamburg — Module or programme handbook","BSc Informatics : Department of Informatics : University of Hamburg","Informatik Wahlpflichtbereich : Fachbereich Informatik : Universität Hamburg"] | [null,null,null,null] |
innsbruck | institution:innsbruck | University of Innsbruck | Austria | BSc Informatik | Europe | innsbruck:earlier | earlier | 2021-22 | [null,null] | null | 2019_entrant_rule_carry_forward_confirmed_by_2026_transition | yes | yes | single_required | unresolved | no | no | null | no | null | 7.5 | ECTS | verified_component_sum | Pflichtmodul Maschinelles Lernen | The 2019 entrant curriculum applies to the earlier endpoint. Equal listed ML credits across endpoints do not establish unchanged course content. Compulsory module 20 allows 15 ECTS from the faculty's course offering, which the curriculum does not list, so other selectable AI/ML-named courses are unresolved. | full | ["https://www.uibk.ac.at/archive/universitaet/mitteilungsblatt/2018-2019/19/mitteil.pdf","https://www.uibk.ac.at/media/filer_public/83/c8/83c8834a-3941-4dbf-9190-f7d49ca53c2b/77.pdf"] | ["University of Innsbruck — Study and examination regulations","University of Innsbruck — Study and examination regulations"] | ["2019 curriculum section 8 compulsory module 17; lecture 4.5 plus practical 3",null] |
innsbruck | institution:innsbruck | University of Innsbruck | Austria | BSc Informatik | Europe | innsbruck:later | later | 2026-27 | [null] | null | 2026_entrant_rule_effective_2026_10_01 | yes | yes | single_required | unresolved | no | no | null | no | null | 7.5 | ECTS | verified | Pflichtmodul Maschinelles Lernen | The required ML module retains 7.5 ECTS across endpoints; equal credits do not establish unchanged content or actual teaching. Compulsory module 20 allows 15 ECTS from the faculty's course offering, which the curriculum does not list, so other selectable AI/ML-named courses are unresolved. | full | ["https://www.uibk.ac.at/media/filer_public/83/c8/83c8834a-3941-4dbf-9190-f7d49ca53c2b/77.pdf"] | ["University of Innsbruck — Study and examination regulations"] | ["2026 curriculum section 8 compulsory module 17"] |
kit | institution:kit | Karlsruhe Institute of Technology | Germany | BSc Informatik | Europe | kit:earlier | earlier | 2021-22 | [null] | null | dated_winter_handbook_spo2015 | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | The named ML practicum is eligible in the formal Elektro- und Informationstechnik complementary-subject area. This is broader than a CS-department elective menu and is not an AI/ML-named route. | full | ["https://www.informatik.kit.edu/downloads/stud/BA_Informatik_MHB_fu%CC%88rWEB_WS21_22_de-5.pdf"] | ["Karlsruhe Institute of Technology — Module or programme handbook"] | ["2021 handbook, PDF pp.20 and 113: complementary-subject area and module M-ETIT-104823"] |
kit | institution:kit | Karlsruhe Institute of Technology | Germany | BSc Informatik | Europe | kit:later | later | 2026-27 | [null,null] | null | entrant_rule_plus_preview_handbook_spo2026 | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Handbook is explicitly a preview; recheck final edition. | provisional | ["https://www.sle.kit.edu/downloads/AmtlicheBekanntmachungen/2026-AB-056.pdf","https://www.informatik.kit.edu/downloads/stud/82-079-H-2026_v1_2026-08-18_de.pdf"] | ["Karlsruhe Institute of Technology — Study and examination regulations","Karlsruhe Institute of Technology — Module or programme handbook"] | [null,null] |
lisbon | institution:lisbon | University of Lisbon Faculty of Sciences | Portugal | Licenciatura em Engenharia Informática (bachelor cycle) | Europe | lisbon:earlier | earlier | 2021-22 | [null] | null | academic_year_plan | yes | yes | single_required | no | no | no | null | no | null | 6 | Lisbon_plan_credits | verified | Introdução à Inteligência Artificial | The published plan requires six named AI/ML plan credits. Units are labelled Créd./Créditos; ECTS equivalence is unverified. Academic-year plans do not establish individual participation or an introduction date. | full | ["https://fenix.ciencias.ulisboa.pt/degrees/engenharia-informatica-564500436615278/curriculo?year=2256004586668033"] | ["Plano de Estudos · Licenciatura em Engenharia Informática"] | ["2021-22 Year 3 compulsory subject at 6.0 credits"] |
lisbon | institution:lisbon | University of Lisbon Faculty of Sciences | Portugal | Licenciatura em Engenharia Informática (bachelor cycle) | Europe | lisbon:later | later | 2026-27 | [null] | null | academic_year_plan | yes | yes | single_required | yes | no | no | null | no | null | 12 | Lisbon_plan_credits | verified | Introdução à Inteligência Artificial plus Introdução à Aprendizagem Automática | Named AI/ML allocation rises from six to 12 plan credits; total degree credits remain unchanged. Créd./Créditos are not verified as ECTS. Changed course IDs and title continuity do not establish unchanged content, an introduction date or individual participation. | full | ["https://fenix.ciencias.ulisboa.pt/degrees/engenharia-informatica-564500436615278/curriculo"] | ["Plano de Estudos · Licenciatura em Engenharia Informática"] | ["2026-27 Year 3 compulsory subjects at 6.0 credits each"] |
oxford | institution:oxford | University of Oxford | United Kingdom | BA Computer Science | Europe | oxford:earlier | earlier | 2021-22 | [null,null] | null | dated_academic_year_handbooks_or_course_pages | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Parts A/B handbook addresses students already in second year in 2021. | full | ["https://www.cs.ox.ac.uk/files/12951/Handbook%202021%20Prelims.pdf","https://www.cs.ox.ac.uk/files/12950/Handbook%202021%20Parts%20A%20%26%20B.pdf"] | ["University of Oxford — Computer Science Prelims handbook","University of Oxford — Computer Science Parts A and B handbook"] | [null,null] |
oxford | institution:oxford | University of Oxford | United Kingdom | BA Computer Science | Europe | oxford:later | later | 2026-27 | [null,null,null] | null | dated_academic_year_handbooks_or_course_pages | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Academic-year course map is not one entrant's future degree path. | full | ["https://www.cs.ox.ac.uk/teaching/bacompsci/PreliminaryExaminations/","https://www.cs.ox.ac.uk/teaching/bacompsci/PartA/","https://www.cs.ox.ac.uk/teaching/bacompsci/PartB/"] | ["Preliminary Examinations, Computer Science, Department of Computer Science","Part A, Computer Science, Department of Computer Science","Part B, Computer Science, Department of Computer Science"] | [null,null,null] |
rwth | institution:rwth | RWTH Aachen University | Germany | BSc Informatics | Europe | rwth:earlier | earlier | 2021-22 | [null,null,null] | null | entrant_cohort_original_rule_later_consolidation_plus_dated_semester_handbook | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | The 2018 rule applies to students enrolling from WS2018-19. Its compulsory modules have no AI/ML title in the original rule, the WS2021-22 handbook or the 2025 consolidated study plan; Künstliche Intelligenz and Statistische Klassifikation und Maschinelles Lernen are electives. | partial | ["https://www.rwth-aachen.de/global/show_document.asp?id=aaaaaaaaabcejid","https://www.rwth-aachen.de/global/show_document.asp?id=aaaaaaaadfeeqkd","https://online.rwth-aachen.de/RWTHonline/pl/ui/$ctx;design=pl;header=max;lang=de/wbModhbReport.downloadPublicMHBVersion?pDocNr=7387409&pOrgNr=14194&pStpStpNr=1768"] | ["RWTH Aachen University — Study and examination regulations","RWTH Aachen University — Study and examination regulations","RWTH Aachen University — Informatik module handbook"] | ["2018 rule §18(2), PDF p.8; Appendix 3 compulsory areas, p.14; Appendix 4 elective catalogue, pp.15-16","2025 consolidated 2018 rule §5(2) and §18(2), PDF pp.4 and 8; Appendix 1 study plan, p.10","WS2021-22 handbook, revision 04.02.2022: Pflichtfach modules pp.9-46 and 274; Wahlpflichtfach Statistische Klassifikation ... |
rwth | institution:rwth | RWTH Aachen University | Germany | BSc Informatics | Europe | rwth:later | later | 2026-27 | [null,null] | null | current_rule_and_latest_official_semester_handbook | yes | yes | single_required | yes | no | no | null | no | null | 6 | CP | verified_late_rule | Elements of Machine Learning and Data Science | 2022 rule applies to entrants from WS2022-23 and, after summer semester 2026, to earlier entrants still enrolled; the 2026 handbook corroborates. The consolidated text does not show when the ML module was first adopted. | full | ["https://www.rwth-aachen.de/global/show_document.asp?id=aaaaaaaacufcyum","https://online.rwth-aachen.de/RWTHonline/pl/ui/$ctx;design=pl;header=max;lang=de/wbModhbReport.downloadPublicMHBVersion?pDocNr=15831334&pOrgNr=14194&pStpStpNr=1970"] | ["RWTH Aachen University — Study and examination regulations","RWTH Aachen University — Informatik module handbook"] | ["2025 consolidated rule Appendix 3 compulsory Informatics table",null] |
saarland | institution:saarland | Saarland University | Germany | BSc Informatik | Europe | saarland:earlier | earlier | 2021-22 | [null,null,null] | null | dated_entrant_rule_and_annex | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Students can choose first two and avoid named ML. | full | ["https://www.uni-saarland.de/fileadmin/upload/verwaltung/fundstellen/Ausbildungs_Pruefungs_Studienordn/StudO_PO_2020_2021/DB21_268.pdf","https://www.uni-saarland.de/fileadmin/upload/studium/angebot/studplan/2021/Mod_Pr%C3%BCfLeist_BA_Infor.pdf","https://www.uni-saarland.de/fileadmin/upload/studium/angebot/mhb_ba/MHB20... | ["Saarland University — Study and examination regulations","Saarland University — BSc Computer Science module and assessment annex","Saarland University — Module or programme handbook"] | [null,null,null] |
saarland | institution:saarland | Saarland University | Germany | BSc Informatik | Europe | saarland:later | later | 2026-27 | [null,null,null] | null | current_governing_rule_with_2025_handbook | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | No separately printed 2026 handbook; current official page links governing documents. | full | ["https://www.uni-saarland.de/fileadmin/upload/verwaltung/fundstellen/Ausbildungs_Pruefungs_Studienordn/StudO_PO_2020_2021/DB21_268.pdf","https://www.uni-saarland.de/fileadmin/upload/studium/angebot/mhb_ba/2025/MHB_BA_Inform.pdf","https://www.uni-saarland.de/studium/angebot/bachelor/informatik.html"] | ["Saarland University — Study and examination regulations","Saarland University — Module or programme handbook","Informatik (B.Sc.) | Universität des Saarlandes"] | [null,null,null] |
sapienza | institution:sapienza | Sapienza University of Rome | Italy | BSc Informatics (Informatica) | Europe | sapienza:earlier | earlier | 2021-22 | [null] | null | academic_year | unresolved | unresolved | unresolved | yes | unresolved | no | null | unresolved | null | null | null | unresolved_compulsory_rule | null | In both curricula, the choice group that includes Intelligenza Artificiale lists only 36 CFU of courses against a 48-CFU (Metodologico) or 42-CFU (Tecnologico) requirement. Whether AI is avoidable remains unresolved. | full | ["https://corsidilaurea.uniroma1.it/it/archive/2021/29923/study-plan"] | ["Informatica | Course catalogue"] | [null] |
sapienza | institution:sapienza | Sapienza University of Rome | Italy | BSc Informatics (Informatica) | Europe | sapienza:later | later | 2026-27 | [null] | null | academic_year | yes | yes | ai_only_choice | yes | no | no | null | no | null | 6 | CFU | qualified_provisional | AI or ML choice group | The catalogue is under revision. Its six-CFU AI/ML choice is in the third year of the published plan; first teaching is not established. Earlier choice logic remains unresolved. | provisional | ["https://www.corsidilaurea.uniroma1.it/it/course/33503/study-plan"] | ["Informatica | Course catalogue"] | ["2026-27 provisional plan code 33503 group Intelligenza Artificiale e Machine Learning"] |
southampton | institution:southampton | University of Southampton | United Kingdom | BSc Computer Science | Europe | southampton:earlier | earlier | 2021-22 | [null] | null | dated_academic_year_programme_specification | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | The strict named-title finding is no. AI content is described in an undated official legacy page, which does not establish a dated 2021 syllabus or exact content-change date. | full | ["https://www.southampton.ac.uk/~assets/doc/specs/2122-bsc-computer-science-4431.pdf"] | ["University of Southampton — BSc Computer Science programme specification"] | [null] |
southampton | institution:southampton | University of Southampton | United Kingdom | BSc Computer Science | Europe | southampton:later | later | 2026-27 | [null,null] | null | dated_academic_year_programme_specification | yes | yes | single_required | yes | no | no | null | no | null | 7.5 | ECTS | verified | COMP2321 Artificial Intelligence | The later module overlaps with topics in the earlier Intelligent Systems description, but that legacy page is undated. Neither first teaching nor an exact content-change date is established. | full | ["https://www.southampton.ac.uk/~assets/doc/specs/2627-4431-bsc-computer-science.odt","https://www.southampton.ac.uk/courses/computer-science-degree-bsc"] | ["University of Southampton — BSc Computer Science programme specification","Computer Science (Hons) | BSc | University of Southampton"] | ["2026-27 BSc specification compulsory COMP2321 row",null] |
tum | institution:tum | Technical University of Munich | Germany | BSc Informatics | Europe | tum:earlier | earlier | 2021-22 | [null] | null | entrant_cohort | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | AI is selectable; no AI-only compulsory choice identified in rule. | full | ["https://www.tum.de/studium/im-studium/das-studium-organisieren/satzungen-ordnungen?tx_in2tumstatutedatabase_pi1%5Baction%5D=download&tx_in2tumstatutedatabase_pi1%5Bcontroller%5D=Statute&tx_in2tumstatutedatabase_pi1%5BfileId%5D=P005961382&cHash=0c006b5ed226ee90e8c6c85705d3570f"] | ["Technical University of Munich — Study and examination regulations"] | ["§45(2)"] |
tum | institution:tum | Technical University of Munich | Germany | BSc Informatics | Europe | tum:later | later | 2026-27 | [null] | null | entrant_cohort | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | New entrant rule; AI elective does not become universal. | full | ["https://www.tum.de/fileadmin/w00bfo/www/Studium/Studienangebot/Lesbare_Fassung/Lesb._F_BA_IN_mit_AES_vom_11.02.2026.PDF"] | ["Technical University of Munich — Study and examination regulations"] | ["§45(2)"] |
ucl | institution:ucl | University College London | United Kingdom | BSc Computer Science | Europe | ucl:earlier | earlier | 2021-22 | [] | null | unverified | unresolved | unresolved | unresolved | unresolved | unresolved | unresolved | null | unresolved | null | null | null | unresolved_compulsory_rule | null | No source was saved for this endpoint; the blank and unresolved values do not indicate absence. | missing | [] | [] | [] |
ucl | institution:ucl | University College London | United Kingdom | BSc Computer Science | Europe | ucl:later | later | 2026-27 | [null,null] | null | 2026_entry_applicant_page_archive | unresolved | unresolved | unresolved | yes | unresolved | unresolved | null | unresolved | null | null | null | unresolved_compulsory_rule | null | UCL says displayed modules may vary; applicant list is not the governing diet. | partial | ["https://www.ucl.ac.uk/prospective-students/undergraduate/degrees/computer-science-bsc","https://www.ucl.ac.uk/prospective-students/undergraduate/degrees/computer-science-bsc"] | ["Computer Science BSc | Prospective Students Undergraduate - UCL – University College London","Computer Science BSc | Prospective Students Undergraduate - UCL – University College London"] | [null,null] |
warwick | institution:warwick | University of Warwick | United Kingdom | BSc Computer Science | Europe | warwick:earlier | earlier | 2021-22 | [null,null,null] | null | dated_academic_year_three_year_course_maps | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Three year-labelled maps represent different current year groups. | full | ["https://warwick.ac.uk/fac/sci/dcs/teaching/courses/common1-2122/","https://warwick.ac.uk/fac/sci/dcs/teaching/courses/cs2-2122/","https://warwick.ac.uk/fac/sci/dcs/teaching/courses/cs3bsc-2122/"] | ["Common First Year for Computer Science Degrees 2021/22","Second Year Computer Science BSc/MEng 2021/22","Third Year Computer Science BSc 2021/22"] | [null,null,null] |
warwick | institution:warwick | University of Warwick | United Kingdom | BSc Computer Science | Europe | warwick:later | later | 2026-27 | [null,null,null] | null | dated_academic_year_three_year_course_maps | no | no | none | yes | yes | no | null | no | null | 0 | null | zero_by_strict_named_title_rule | null | Three year-labelled maps represent different current year groups. | full | ["https://warwick.ac.uk/fac/sci/dcs/teaching/courses/common1-2627/","https://warwick.ac.uk/fac/sci/dcs/teaching/courses/cs2-2627/","https://warwick.ac.uk/fac/sci/dcs/teaching/courses/cs3bsc-2627/"] | ["First Year for Computer Science Degrees 2026/27","Second Year Computer Science BSc/MEng 2026/27","Third Year Computer Science BSc 2026/27"] | [null,null,null] |
Selected CS degree AI and ML requirements
Research by Global Software Companies. Version 2026-10-12b.
Documentation, downloads and citation: www.globalsoftwarecompanies.com/research-data/#cs-degree-ai-requirements-dataset.
Also available on Zenodo, GitHub and Kaggle.
Published AI/ML requirements, selectable courses, optional routes, credit allocations and source qualifications for selected computer-science degree programs in the United States and Europe.
universities.csv contains 92 observations, covering 46 program/track pairs at 42 institutions, with 30 columns. Each row describes one program at an earlier or later comparison endpoint, nominally 2021–22 and 2026–27. Source editions and entrant applicability can differ from those reference periods.
Method and use
The study examines named AI/ML subjects in published university degree rules and relevant assessments. A requirement is unavoidable only when every permitted program path requires qualifying named study or assessment. Selectable courses must count within the major or a formal route; unrestricted electives are outside that measure. Optional routes and course credits are recorded separately.
Match observations using programme_id and distinguish comparison_endpoint. For before-and-after counts, use the same programs with both endpoints resolved on the chosen measure; report the denominator and excluded unresolved pairs. Tracks are separate programs; institution_id links programs at the same institution. Read requirement_basis, credit status, timing and notes before comparing endpoints. Keep local credit systems separate; compare credits only where units and scope are established as comparable.
The data records source URLs, titles, editions and available page/section locators. Multiple references are stored as aligned JSON arrays. Null locators or editions mean they were not established. Classifications are research interpretations. Review checked integration of prior source reviews, requirement/credit consistency and selected saved-source clauses. Every positive credit value was re-derived independently from the saved sources (22 of 22 matched), and flagged timing, edition and selectability cells were re-checked; these checks used AI. Every US 2026–27 row was checked against the university's live catalog on 12 October 2026. A GSC researcher checked about 1 in 5 of the AI classifications by hand and reviewed the edge cases those checks identified; this is a spot check, not a measured accuracy rate.
Interpretation
The programs form a selected case study, not a national census or representative sample. Selection was purposive and partly driven by document availability, particularly in Europe. Findings concern published rules, not all course content, actual teaching, student participation, competence or graduate readiness. A strict named-title zero does not establish that AI is never taught. Blank numeric values are unknown, not zero; unresolved rules remain explicit.
Reference periods, document editions, entrant cohorts and delivery dates are different. Some later rules are future or provisional, some earlier evidence is retrospective, and source coverage is incomplete. Read the row's timing and credit qualifications rather than treating every nominal endpoint as observed teaching. Assessment requirements do not necessarily establish compulsory course credits.
Exam schemes were not searched equally deeply across the US and European panels. The broader unavoidable_named_ai_ml measure includes required exam sections and supports source-bound case descriptions, not regional adoption comparisons. Use unavoidable_named_ai_ml_course for course-only comparisons; an exam-only positive does not establish either a compulsory course or its absence.
The field guide defines every column and the important status values. The CSV uses UTF-8; some cells contain JSON. manifest.json records file hashes and row/column counts. Linked source documents retain their own rights and are not bundled. Column names use British spelling (for example programme_id).
License and citation
The GSC contribution is licensed under CC BY 4.0, allowing reuse, adaptation and redistribution, including commercially, with attribution. See LICENSE.md.
Global Software Companies (2026). Selected CS degree AI and ML requirements. Version 2026-10-12b. https://doi.org/10.5281/zenodo.23917045. Documentation: https://www.globalsoftwarecompanies.com/research-data/#cs-degree-ai-requirements-dataset. CC BY 4.0.
Credit Global Software Companies, preferably linking the dataset's page; retain the license notice and identify modifications.
- Downloads last month
- 36