Artificial Intelligence for Business, BS
The Artificial Intelligence for Business joint concentration between the OID and STAT departments is designed to address two broad topics: (1) the (more) technical understanding of methods and how they are being applied by firms to solve business problems and (2) the (more) conceptual understanding of how the technology impacts firms and society, including economic, social, and ethical issues that AI deployment introduces.
Reflecting this conceptualization, the concentration has two pillars, F&I:
1. Foundational Methods (or F)
2. Impact and Ethics (or I)
Courses from Pillar F cover foundational skills needed to understand, work with, and/or evaluate AI systems. Such courses can cover, but are not limited to, subjects such as data engineering, data science, statistics, machine learning, or neuroscience.
Courses from Pillar I cover the business, economic, legal, ethical, psychological, or societal impact of AI.
Courses taken on a pass/fail basis cannot be counted toward the concentration. A maximum of 1 CU of an Independent Study Project (ISP) can count toward the concentration with advisor approval. A maximum of 1 CU of UPenn courses outside of Wharton may be considered with faculty advisor approval.
Artificial Intelligence for Business Concentration Advisors: Giles Hooker for STAT (ghooker@wharton.upenn.edu) and Prasanna Tambe for OID (tambe@wharton.upenn.edu).
The degree and major requirements displayed are intended as a guide for students entering in the Fall of 2026 and later. Students should consult with their academic program regarding final certifications and requirements for graduation.
Other Wharton Requirements
| Code | Title | Course Units |
|---|---|---|
| First-Year Foundations | ||
| BEPP 1000 | Introductory Economics for Business Students 1 | 1 |
| MATH 1400 | Calculus, Part I | 1 |
| or MATH 1070 | Calculus: Mathematics of change, Part I | |
| Critical Writing Seminar | 1 | |
| Business Fundamentals | ||
| Leadership Journey | ||
| WH 1010 | Business and You | 0.5 |
| WH 2010 | Business Communication for Impact | 0.5 |
| or WH 2011 | Global Business Communication for Impact | |
| MGMT 3010 | Teamwork and Interpersonal Influence | 0.5 |
| Senior Capstone | One course with attribute WUCP required 2 | 0.5 |
Please visit https://undergrad-inside.wharton.upenn.edu/senior-capstone for more information. | ||
| Fundamentals 3 | ||
| ACCT 1010 | Accounting and Financial Reporting | 1 |
| ACCT 1020 | Strategic Cost Analysis | 1 |
| BEPP 2500 | Managerial Economics (or Honors) | 1 |
| FNCE 1000 | Corporate Finance (or Honors) | 1 |
| FNCE 1010 | Monetary Economics and the Global Economy (or Honors) | 1 |
| LGST 1000 | Ethics and Social Responsibility (or Honors) | 1 |
| or LGST 1010 | Law and Social Values | |
| MGMT 1010 | Introduction To Management | 1 |
| MKTG 1010 | Introduction to Marketing (or Honors) | 1 |
| OIDD 1010 | An Introduction to Operations, Information and Decisions | 1 |
| STAT 1010 | Introductory Business Statistics (or Honors) 4 | 1 |
| or STAT 4300 | Probability | |
| or ESE 3010 | Engineering Probability | |
| STAT 1020 | Introductory Business Statistics (or Honors) | 1 |
| or STAT 4310 | Statistical Inference | |
| or ESE 4020 | Statistics for Data Science | |
| Flex Fundamentals | ||
Global Economy, Business & Society | ||
| One course unit with attribute WUGE required | 1 | |
Technology, Innovation & Analytics | ||
| One course unit with attribute WUTI required | 1 | |
| Liberal Arts & Sciences | 7 | |
Foreign Language Requirement | ||
Two semesters at the beginner level of a language other than English or demonstration of equivalent proficiency required 5 | ||
Humanities | ||
Natural Science, Math & Engineering | ||
Social Science | ||
Flexible Gen Ed | ||
Three course units of approved undergraduate coursework taken outside of Wharton required | ||
Cross-Cultural Perspectives | ||
Three course units with substantial cross-cultural content required 6 | ||
| Business Breadth | ||
| Three upper-level course units from three different Wharton departments outside of the student's concentration required. Please visit https://undergrad-inside.wharton.upenn.edu/business-breadth/ for details. | 3 | |
| Unrestricted Electives | ||
| Five course units required 7 | 5 | |
| Total Course Units | 33 | |
- 1
For students who take ECON 0100 Introduction to Micro Economics and ECON 0200 Introductory Economics: Macro in place of BEPP 1000 Introductory Economics for Business Students: one of these courses can be used to satisfy BEPP 1000 on the degree audit. The second course may be used to fulfill a Liberal Arts & Sciences or Unrestricted Elective requirement.
- 2
Beginning with capstones offered in Fall 2027, all students must complete all business fundamentals as a prerequisite for the senior capstone, in addition to the Leadership Journey courses and any other required prerequisite course(s).
- 3
Course numbers for honors business fundamentals are: BEPP 2508 Managerial Economics, FNCE 1008 Corporate Finance (Honors), FNCE 1018 Monetary Economics and the Global Economy (Honors), LGST 1008 Ethics and Social Responsibility, LGST 1018 Law and Social Values, MKTG 1018 Introduction to Marketing, STAT 1018 Introductory Business Statistics, and STAT 1028 Introductory Business Statistics.
- 4
Dual-degree students majoring in SSE (Systems Science Engineering) and EE (Electrical Engineering) must take ESE 3010 Engineering Probability and ESE 4020 Statistics for Data Science.
- 5
Courses taken at Penn that satisfy the Foreign Language requirement may double-count as Humanities or Flexible Gen Ed.
- 6
Up to one course may be on U.S. cultural diversity. Please see course attribute WUCN for a list of non-U.S. courses and WUCU for a list of U.S. courses. Two CCP course units may double-count as Humanities; Natural Science, Math & Engineering; Social Science; or Flexible Gen Ed.
- 7
Students pursuing a second concentration may apply three course units of concentration courses to Unrestricted Electives.
Curriculum
Courses taken on a pass/fail basis cannot be counted toward the concentration. A maximum of one (1) CU of an Independent Study Project (ISP) can count toward the concentration with advisor approval. A maximum of 1 CU of UPenn courses outside of Wharton may be considered with faculty advisor approval.
| Code | Title | Course Units |
|---|---|---|
| Foundational Methods Pillar (F) | ||
| Required Course | ||
| STAT 4230 | Applied Machine Learning in Business | 1 |
| Complete one additional course unit from the Foundational Methods (F) Electives: | 1 | |
| Data Science for Finance | ||
| FinTech | ||
| Healthcare Data and Analytics | ||
| Applied Neuroscience for Business Decisions | ||
| Contagious: How Things Catch On | ||
| Optimization and Analytics | ||
| Enabling Technologies | ||
| Advanced Decision Systems: Evolutionary Computation | ||
| Computer Simulation Models | ||
| Information Strategy and Economics | ||
| Introduction to Python for Data Science | ||
| Text Analytics | ||
| Introduction to Bayesian Data Analysis | ||
| Modern Data Mining | ||
| Data Science Using ChatGPT | ||
| Convex Optimization for Statistics and Data Science | ||
| Foundations of Deep Learning with Applications | ||
| Impact and Ethics (I) Pillar | ||
| Required Course | ||
| LGST 2420 | Big Data, Big Responsibilities: Toward Accountable Artificial Intelligence | 0.5 |
| Complete one and a half additional course units from the Impact and Ethics (I) Electives: | 1.5 | |
| Seminar in Law and Society | ||
| Market Dynamics and Technical Change | ||
| Augmented Creativity | ||
| Analytics and AI in Digital Marketing and Social Media | ||
| Innovation, Change, and Entrepreneurship | ||
| Work and Technology: Choices and Outcomes | ||
| AI in Our Lives: The Behavioral Science of Autonomous Technology | ||
| Artificial Intelligence, Business, and Society | ||
| Other Wharton Requirements | 33 | |
| Total Course Units | 37 | |
| First Year | ||
|---|---|---|
| Fall | Course Units | |
| BEPP 1000 | Introductory Economics for Business Students | 1 |
| WH 1010 | Business and You | .5 |
| Math or Statistics Course | 1 | |
| 2-3 Other Courses | 2 | |
| Course Units | 4.50 | |
| Spring | ||
| Math or Statistics Course | 1 | |
| Two Business Fundamentals Courses | 2 | |
| 1-2 Other Courses | 2 | |
| Course Units | 5.00 | |
| Second Year | ||
| Fall | ||
| WH 2010 | Business Communication for Impact | 0.5 |
| 2-3 Business Fundamentals | 2 | |
| 1-2 Other Courses | 2 | |
| Course Units | 4.50 | |
| Spring | ||
| 2-3 Business Fundamentals | 3 | |
| 1-2 Other Courses | 2 | |
| Course Units | 5.00 | |
| Third Year | ||
| Fall | ||
| MGMT 3010 | Teamwork and Interpersonal Influence | 0.5 |
| Courses towards Concentration and other Remaining Requirements | 4 | |
| Course Units | 4.50 | |
| Spring | ||
| Courses towards Concentration and other Remaining Requirements | 4.5 | |
| Course Units | 4.50 | |
| Fourth Year | ||
| Fall | ||
| Leadership Journey Capstone and Courses towards other Remaining Requirements | 4.5 | |
| Course Units | 4.50 | |
| Spring | ||
| Courses towards Remaining Requirements | 4.5 | |
| Course Units | 4.50 | |
| Total Course Units | 37.00 | |