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

First-Year Foundations
BEPP 1000Introductory Economics for Business Students 11
MATH 1400Calculus, Part I1
or MATH 1070 Calculus: Mathematics of change, Part I
Critical Writing Seminar1
WRIT 0020, 0021, 0100, 0110, or 0120-0990
Business Fundamentals
Leadership Journey
WH 1010Business and You0.5
WH 2010Business Communication for Impact0.5
or WH 2011 Global Business Communication for Impact
MGMT 3010Teamwork and Interpersonal Influence0.5
Senior CapstoneOne course with attribute WUCP required 20.5
Fundamentals 3
ACCT 1010Accounting and Financial Reporting1
ACCT 1020Strategic Cost Analysis1
BEPP 2500Managerial Economics (or Honors)1
FNCE 1000Corporate Finance (or Honors)1
FNCE 1010Monetary Economics and the Global Economy (or Honors)1
LGST 1000Ethics and Social Responsibility (or Honors)1
or LGST 1010 Law and Social Values
MGMT 1010Introduction To Management1
MKTG 1010Introduction to Marketing (or Honors)1
OIDD 1010An Introduction to Operations, Information and Decisions1
STAT 1010Introductory Business Statistics (or Honors) 41
or STAT 4300 Probability
or ESE 3010 Engineering Probability
STAT 1020Introductory 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 required1
Technology, Innovation & Analytics
One course unit with attribute WUTI required1
Liberal Arts & Sciences7
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 75
Total Course Units33
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.

Foundational Methods Pillar (F)
Required Course
STAT 4230Applied Machine Learning in Business1
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 2420Big Data, Big Responsibilities: Toward Accountable Artificial Intelligence0.5
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 Requirements33
Total Course Units37
Plan of Study Grid
First Year
FallCourse 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 Units4.50
Spring
Math or Statistics Course 1
Two Business Fundamentals Courses 2
1-2 Other Courses 2
 Course Units5.00
Second Year
Fall
WH 2010 Business Communication for Impact 0.5
2-3 Business Fundamentals 2
1-2 Other Courses 2
 Course Units4.50
Spring
2-3 Business Fundamentals 3
1-2 Other Courses 2
 Course Units5.00
Third Year
Fall
MGMT 3010 Teamwork and Interpersonal Influence 0.5
Courses towards Concentration and other Remaining Requirements 4
 Course Units4.50
Spring
Courses towards Concentration and other Remaining Requirements 4.5
 Course Units4.50
Fourth Year
Fall
Leadership Journey Capstone and Courses towards other Remaining Requirements 4.5
 Course Units4.50
Spring
Courses towards Remaining Requirements 4.5
 Course Units4.50
 Total Course Units37.00