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Program checklist · B.S.

Data Science Major

University of North Carolina at Chapel Hill · Chapel Hill, NC

A checklist is the list of requirements to complete this program and receive the award, as the college publishes it in its catalog. It is the same for everyone. It does not say what you have completed; that comes from applying your own record.

Program
Award
B.S.
Credential class
ceterms:BachelorDegree
Total credits (published)
12
Catalog edition
2026-2027 Academic Catalog
Checklist type
degree-program
Identifiers
IPEDS UNITID
199120
CourseShelf checklist
CK_199120_5f98b0d4
CollegeTransfer.Net
Institution Transfer Profile
Source
CourseShelf publish 61

Requirements to complete

Every course or condition the catalog lists, in the catalog's order.

Preparing for the Bachelor of Science in Data Science

1 item
  1. DATA 110
    Introduction to Data Science
    As published: “Introduction to Data Science H”
    3

One of the following:

11 items
  1. STOR 120
    Foundations of Statistics and Data Science
    As published: “Foundations of Statistics and Data Science H, F”
    4
  2. COMP 110
    Introduction to Programming
    As published: “Introduction to Programming H”
    3
  3. COMP 116
    3
  4. MATH 231
    Calculus of Functions of One Variable I
    As published: “Calculus of Functions of One Variable I H, F”
    4
  5. MATH 232
    Calculus of Functions of One Variable II
    As published: “Calculus of Functions of One Variable II H, F”
    4
  6. MATH 233
    Calculus of Functions of Several Variables
    As published: “Calculus of Functions of Several Variables H”
    or: MATH 235 Mathematics for Data Science
    4
  7. MATH 347
    Linear Algebra for Applications
    As published: “Linear Algebra for Applications F”
    3
  8. One of the following:
    Not resolved to a course
    3
  9. STOR 315
    3
  10. COMP 283
    Discrete Structures
    As published: “Discrete Structures H”
    3
  11. MATH 381
    Discrete Mathematics
    As published: “Discrete Mathematics H”
    3

Requirements

0 items

    Core Requirements

    major core · 6 items
    1. DATA 110
      Introduction to Data Science
      As published: “Introduction to Data Science †, H”
      3
    2. DATA 120
      Ethics of AI and Societal Decision Making
      As published: “Ethics of AI and Societal Decision Making H”
      3
    3. Communications:
      Not resolved to a course
      3
    4. DATA 150
      3
    5. Mathematical and Statistical Foundations (2 courses):
      Not resolved to a course
      6
    6. DATA 441
      3

    And select one from the following:

    18 items
    1. BIOS 650
      3
    2. STOR 435/MATH 535
      Introduction to Probability H
      Not resolved to a course
    3. STOR 535
      3
    4. STOR 634
      3
    5. Optimization (select one):
      Not resolved to a course
      3
    6. MATH 560
      3
    7. STOR 415
      Introduction to Optimization
      As published: “Introduction to Optimization H”
      3
    8. STOR 612
      3
    9. Machine Learning and AI (select one):
      Not resolved to a course
      3
    10. BIOS 635
      3
    11. COMP 560
      3
    12. COMP 562
      Introduction to Machine Learning
      As published: “Introduction to Machine Learning H”
      3
    13. DATA 521
      3
    14. DATA 522
      3
    15. STOR 565
      3
    16. STOR 566
      3
    17. Computational Thinking (2 courses):
      Not resolved to a course
      6
    18. DATA 215
      3

    And select one of the following

    6 items
    1. BIOS 511
      4
    2. DATA 440
      3
    3. MATH 566
      3
    4. STOR 520
      4
    5. STOR 572
      3
    6. Choose four upper-division electives (see list below) OR a four-course concentration. 1
      Not resolved to a course
      12

    Additional Requirements

    6 items
    1. MATH 231
      Calculus of Functions of One Variable I
      As published: “Calculus of Functions of One Variable I †, H, F”
      4
    2. MATH 232
      Calculus of Functions of One Variable II
      As published: “Calculus of Functions of One Variable II †, H, F”
      4
    3. MATH 233
      Calculus of Functions of Several Variables
      As published: “Calculus of Functions of Several Variables †, H”
      or: MATH 235 Mathematics for Data Science
      4
    4. MATH 347
      Linear Algebra for Applications
      As published: “Linear Algebra for Applications †, F”
      3
    5. MATH 381
      Discrete Mathematics
      As published: “Discrete Mathematics †, H”
      or: STOR 315 Discrete Mathematics for Data Science
      or: COMP 283 Discrete Structures
      3
    6. STOR 120
      Foundations of Statistics and Data Science
      As published: “Foundations of Statistics and Data Science †, H, F”
      or: COMP 110 Introduction to Programming
      or: COMP 116 Introduction to Scientific Programming
      3-4

    Upper-Division Electives

    electives · 65 items
    1. BIOS 645
      3
    2. BIOS 664
      4
    3. COMP 421
      3
    4. COMP 488
      3
    5. COMP 550
      3
    6. COMP 560
      3
    7. COMP 562
      Introduction to Machine Learning
      As published: “Introduction to Machine Learning H”
      3
    8. COMP 586
      3
    9. COMP 664
      3
    10. COMP 683
      3
    11. DATA 440
      3
    12. DATA 441
      3
    13. DATA 442
      3
    14. DATA 481
      3
    15. DATA 493
      3
    16. DATA 495
      3
    17. DATA 496
      3
    18. DATA 510
      3
    19. DATA 543
      3
    20. DATA 520
      3
    21. DATA 521
      3
    22. DATA 522
      3
    23. DATA 523
      3
    24. DATA 590
      3
    25. DATA 593
      12
    26. DATA 693H
      3
    27. DATA 694H
      3
    28. DATA 890
      Special Topics in Data Science
      As published: “Special Topics in Data Science (one time only, with permission)”
      3
    29. ENGL 411
      3
    30. GEOG 415
      3
    31. INLS 541
      3
    32. MATH 521
      Advanced Calculus I
      As published: “Advanced Calculus I H”
      3
    33. MATH 522
      Advanced Calculus II
      As published: “Advanced Calculus II H”
      3
    34. MATH 524
      3
    35. MATH 528
      3
    36. MATH 529
      3
    37. MATH 550
      3
    38. MATH 560
      3
    39. MATH 566
      3
    40. MATH 577
      3
    41. MATH 590
      Topics in Mathematics
      As published: “Topics in Mathematics (approval based on topic)”
      3
    42. MATH 594
      3
    43. MATH 661
      3
    44. MATH 662
      3
    45. STOR 415
      Introduction to Optimization
      As published: “Introduction to Optimization H”
      3
    46. STOR 435/MATH 535
      Introduction to Probability H
      Not resolved to a course
      3
    47. STOR 445
      3
    48. STOR 455
      Methods of Data Analysis
      As published: “Methods of Data Analysis H”
      3
    49. STOR 512
      3
    50. STOR 520
      4
    51. STOR 535
      3
    52. STOR 538
      3
    53. STOR 543
      3
    54. STOR 545
      3
    55. STOR 555
      3
    56. STOR 556
      3
    57. STOR 557
      3
    58. STOR 565
      3
    59. STOR 566
      3
    60. STOR 572
      3
    61. STOR 590
      Special Topics in Statistics and Operations Research
      As published: “Special Topics in Statistics and Operations Research (approval based on topic)”
      3
    62. STOR 612
      3
    63. STOR 634
      3
    64. STOR 712
      3
    65. STOR 893
      Special Topics
      As published: “Special Topics (approval based on topic)”
      1-3

    Economic Analysis Concentration

    concentration · 14 items
    1. ECON 400
      Introduction to Data Science and Econometrics
      As published: “Introduction to Data Science and Econometrics 1, H”
      4
    2. ECON 470
      Econometrics
      As published: “Econometrics 1, H”
      3
    3. Select one of the following options:
      Not resolved to a course
      3
    4. ECON 571
      Advanced Econometrics
      As published: “Advanced Econometrics 1”
      3
    5. ECON 573I
      Machine Learning and Econometrics
      As published: “Machine Learning and Econometrics 1”
      3
    6. ECON 575
      Applied Time Series Analysis and Forecasting
      As published: “Applied Time Series Analysis and Forecasting 1”
      3
    7. Select one of the following options:
      Not resolved to a course
      3
    8. ECON 522
      Macroeconomic Analysis of the Labor Market
      As published: “Macroeconomic Analysis of the Labor Market 1”
      3
    9. ECON 525
      Advanced Financial Economics
      As published: “Advanced Financial Economics 1”
      3
    10. ECON 545
      Advanced Industrial Organization
      As published: “Advanced Industrial Organization 1”
      3
    11. ECON 550
      Advanced Health Econometrics
      As published: “Advanced Health Econometrics 1”
      3
    12. ECON 551
      Economics of Education
      As published: “Economics of Education 1”
      3
    13. ECON 552
      The Economics of Health Care Markets and Policy
      As published: “The Economics of Health Care Markets and Policy 1”
      3
    14. ECON 580
      Advanced Labor Economics
      As published: “Advanced Labor Economics 1”
      3

    Data Science in Politics Concentration

    concentration · 10 items
    1. POLI 381
      Data in Politics II: Frontiers and Applications
      As published: “Data in Politics II: Frontiers and Applications 1”
      3
    2. POLI 480
      Survey Experiments
      As published: “Survey Experiments H”
      3
    3. Select one of the following options:
      Not resolved to a course
      3
    4. POLI 209
      Analyzing Public Opinion
      As published: “Analyzing Public Opinion H”
      3
    5. POLI 350
      Peace Science Research
      As published: “Peace Science Research 1”
      3
    6. POLI 487
      3
    7. POLI 488
      Game Theory
      As published: “Game Theory 1”
      3
    8. Select one of the following options:
      Not resolved to a course
      3
    9. POLI 193
      Internship in Political Science
      As published: “Internship in Political Science 1”
      3
    10. POLI 395
      Mentored Research in Political Science
      As published: “Mentored Research in Political Science (for 3 credits)”
      1-3

    Urban Analytics Concentration

    concentration · 19 items
    1. Select one of the following:
      Not resolved to a course
      3
    2. PLAN 246
      3
    3. PLAN 247
      3
    4. PLAN 256
      3
    5. PLAN 257
      3
    6. PLAN 714
      Urban Spatial Structure
      As published: “Urban Spatial Structure 1”
      3
    7. Select one of the following:
      Not resolved to a course
      3
    8. PLAN 562
      3
    9. Select one of the following:
      Not resolved to a course
      3
    10. PLAN 672
      3
    11. Select one of the following:
      Not resolved to a course
      3
    12. PLAN 591
      3
    13. PLAN 635
      3
    14. PLAN 636
      3
    15. PLAN 637
      3
    16. PLAN 671
      3
    17. PLAN 720
      Planning Methods
      As published: “Planning Methods 1”
      3
    18. PLAN 745
      Development Impact Assessment
      As published: “Development Impact Assessment 1”
      3
    19. PLAN 739
      Transportation Planning Models
      As published: “Transportation Planning Models 1”
      3

    Sports Analytics Concentration

    concentration · 14 items
    1. STOR 538
      3
    2. STOR 590
      Special Topics in Statistics and Operations Research
      As published: “Special Topics in Statistics and Operations Research (For 24-25 Sports Data Analysis Lab)”
      3
    3. Select two of the following:
      Not resolved to a course
      6
    4. EXSS 221
      3
    5. EXSS 324
      3
    6. EXSS 327
      Predictive Analytics in Sport
      As published: “Predictive Analytics in Sport H”
      3
    7. STOR 455
      Methods of Data Analysis
      As published: “Methods of Data Analysis H”
      3
    8. STOR 475
      3
    9. STOR 543
      3
    10. STOR 555
      3
    11. STOR 556
      3
    12. STOR 557
      3
    13. STOR 565
      3
    14. STOR 572
      3

    Quantitative Language Science Concentration

    concentration · 4 items
    1. COMP 586
      Natural Language Processing
      As published: “Natural Language Processing 1”
      3
    2. LING 401
      Introduction to Computational Linguistics
      As published: “Introduction to Computational Linguistics 1”
      3
    3. LING 460
      3
    4. LING 540
      Mathematical Linguistics
      As published: “Mathematical Linguistics 1”
      3

    Operations Research Concentration

    concentration · 9 items
    1. STOR 415
      Introduction to Optimization
      As published: “Introduction to Optimization H”
      3
    2. STOR 445
      3
    3. Choose two of the following:
      Not resolved to a course
      6
    4. STOR 512
      3
    5. STOR 543
      3
    6. STOR 545
      3
    7. STOR 572
      3
    8. STOR 641
      3
    9. STOR 642
      3

    Mathematical Foundations Concentration

    concentration · 20 items
    1. Analytical Methods. Choose one of the following:
      Not resolved to a course
      3
    2. MATH 524
      3
    3. MATH 528
      3
    4. MATH 560
      3
    5. STOR 512
      3
    6. Algebraic and Computational Techniques. Choose one of the following:
      Not resolved to a course
      3
    7. MATH 533
      3
    8. MATH 577
      3
    9. MATH 661
      3
    10. MATH 662
      3
    11. Statistical Methods. Choose one of the following:
      Not resolved to a course
      3
    12. STOR 555
      3
    13. STOR 556
      3
    14. STOR 557
      3
    15. STOR 654
      3
    16. Computational and Stochastic Modeling. Choose one of the following:
      Not resolved to a course
      3
    17. MATH 564
      3
    18. STOR 445
      3
    19. STOR 543
      3
    20. STOR 545
      3

    Decision Analytics Concentration

    concentration · 11 items
    1. STOR 445
      3
    2. STOR 572
      3
    3. Choose two of the following:
      Not resolved to a course
      6
    4. COMP 562
      Introduction to Machine Learning
      As published: “Introduction to Machine Learning H”
      3
    5. STOR 455
      Methods of Data Analysis
      As published: “Methods of Data Analysis H”
      3
    6. STOR 475
      3
    7. STOR 512
      3
    8. STOR 543
      3
    9. STOR 545
      3
    10. STOR 555
      3
    11. STOR 565
      3

    Statistical Learning and Data Analysis Concentration

    concentration · 11 items
    1. STOR 555
      3
    2. STOR 565
      3
    3. Choose two of the following:
      Not resolved to a course
      6
    4. STOR 512
      3
    5. STOR 556
      3
    6. STOR 557
      3
    7. STOR 566
      3
    8. STOR 654
      3
    9. STOR 655
      3
    10. STOR 664
      3
    11. STOR 665
      3

    Advanced Artificial Intelligence and Machine Learning Concentration

    concentration · 12 items
    1. DATA 520
      3
    2. Selection one of the following:
      Not resolved to a course
      3
    3. DATA 521
      3
    4. COMP 560
      3
    5. Selection two of the following courses:
      Not resolved to a course
      6
    6. DATA 522
      3
    7. DATA 523
      3
    8. BIOS 635
      3
    9. COMP 562
      Introduction to Machine Learning
      As published: “Introduction to Machine Learning H”
      3
    10. MATH 560
      3
    11. STOR 565
      3
    12. STOR 566
      3

    Health Informatics Concentration

    concentration · 10 items
    1. CHIP 708
      3
    2. CHIP 710
      Systems Analysis in Healthcare
      As published: “Systems Analysis in Healthcare 1”
      3
    3. CHIP 725
      Electronic Health Records
      As published: “Electronic Health Records 1”
      3
    4. Select one of the following elective courses:
      Not resolved to a course
      3
    5. CHIP 690
      Intermediate Selected Topics
      As published: “Intermediate Selected Topics (Section 295) 2”
      1-3
    6. CHIP 721
      Healthcare Systems in the US
      As published: “Healthcare Systems in the US 1”
      3
    7. CHIP 732
      Database Systems in Healthcare
      As published: “Database Systems in Healthcare 1”
      3
    8. CHIP 793
      Health Informatics Internship
      As published: “Health Informatics Internship (for 3 credits) 1”
      1-3
    9. DATA 510
      3
    10. STOR 475
      3

    Computational Sociology and Data Science

    11 items
    1. SOCI 251
      Research Methods
      As published: “Research Methods (take first)”
      3
    2. SOCI 318
      3
    3. Take two of the following, with one being at the 400-level:
      Not resolved to a course
      6
    4. SOCI 121
      3
    5. SOCI 172
      3
    6. SOCI 180
      3
    7. SOCI 277
      Societies and Genomics
      As published: “Societies and Genomics H”
      3
    8. SOCI 412
      3
    9. SOCI 421
      3
    10. SOCI 468
      3
    11. SOCI 469
      3
    Source. University of North Carolina at Chapel Hill, catalog 2026-2027 Academic Catalog — https://catalog.unc.edu/undergraduate/programs-study/data-science-major-bs/. Captured page pages/0480.html.gz. Assembled from the institution's published catalog as captured; every record names its captured page and source URL. Assembled, not asserted.