Shanghai University of Finance and Economics School of Statistics and Data Science Data Science — Undergraduate Curriculum (2025 Cohort)

Publisher:严继臧Release time:2026-07-02Viewer:10


Program of Study — Course Requirements

(I) General Education Module (46 credits)

The General Education Module comprises General Education Core Courses and Specialized Education Courses.

1. General Education Core Courses (23 credits)

Students are required to complete 23 credits, including 15 credits of Ideological and Political Theory Courses and 8 credits chosen from the Seven General Education Elective Modules (select any four of the seven modules). For detailed requirements, refer to the curriculum for the Seven General Education Elective Modules and the program-specific study guide.

2. Specialized Education Courses (23 credits)

Students are required to complete 23 credits. For detailed requirements, refer to the respective Specialized Education curriculum and the program-specific study guide.

(II) Major-Specific Module (60 credits)

The Major-Specific Module comprises Common Disciplinary Courses and Major Foundation Courses.

1. Common Disciplinary Courses (Required, 31 credits)

Course Code

Course Title

Credits

Semester

Remarks

100693

Mathematical Analysis I

6

1

Required

105308

Mathematical Analysis II

6

2

105309

Mathematical Analysis III

4

3

105494

Probability Theory

3

3

102480

Mathematical Statistics

3

4

101828

Computer Programming

3

2

103298

Advanced Algebra I

3

1

103299

Advanced Algebra II

3

2


2. Major Foundation Courses (Required, 29 credits)

Course Code

Course Title

Credits

Semester

Remarks

105508

Database Systems

3

4

Required

107479

Numerical Computation and Simulation

3

4

102689

Machine Learning

3

5

103275

Introduction to Data Science

3

5

103278

Distributed Computing

2

6

107476

Optimization Theory and Methods

3

6

103087

Data Analysis and Visualization

2

6

105503

Deep Learning

2

6

105510

Text Mining

2

7

101410

Linear Models

3

5

105506

Data Structures

3

3


(III) Personalized Development Module

The module consists of two tracks: the Excellence Track and the Entrepreneurship Track.

Track

Module

Credits Required

Notes

Excellence Track

Specialization Module

11

Select according to specialization

Interdisciplinary Electives

9


Innovation and Entrepreneurship Practicum

2

Counts toward Second Classroom credits

Total

22


Entrepreneurship Track

Entrepreneurship Course Cluster

11

Refer to the Entrepreneurship Track   curriculum for details

Entrepreneurship Practicum

2

Refer to the Entrepreneurship Track   curriculum for details

Specialization Module

5

Select according to specialization

Interdisciplinary Electives

4


Total

22



1. Excellence Track

(1) Specialization Module (11 credits)

Course Code

Course Title

Credits

Semester

Remarks

100982

Real Analysis

3

4

Elective

103300

Complex Analysis

2

3

100659

National Economic Accounting

3

6

101849

Business Statistical Modeling and Decision  Making

3

6

103322

Multivariate Statistical Analysis

3

6

105497

Econometrics

2

6

105498

Financial Risk Management

3

6

105500

Financial Modeling

2

6

106274

Causal Inference

2

6

100490

Financial Statistics

2

7

100937

Categorical Data Analysis

2

7

101592

Sampling Techniques

2

7

102039

Quantitative Finance

2

7

103431

Statistical Writing

1

7

105504

Survival Analysis

2

7

105509

Stochastic Processes

3

5

107480

Artificial Intelligence and Cognitive Science

2

7

107478

Computer Vision

2

7

103294

Nonparametric Statistics

2

6

106273

Functional Data Analysis: Methods, Theory,   and Applications

2

6

106275

Statistical Inference for High-Dimensional   Data

2

6

100189

Statistical Thinking

2

7

106276

Financial Optimization

2

7

100202

Bayesian Decision Theory

2

6

100255

Credit Evaluation and Big Data Risk   Management

3

6

105499

Financial Econometrics

3

6


(2) Interdisciplinary Elective Recommendations (9 credits, including 1 credit of International Coursework)

Course Code

Course Title

Credits

Semester

Remarks

103430

Microeconomics

2

2

Elective

100096

Macroeconomics

2

3

100656

E-Commerce

2

3

101271

Principles of Management

2

3

101314

Financial Accounting

3

3

101376

Principles of Accounting

3

3

101619

Political Economy

2

3

101110

Corporate Finance

3

3

100319

Information Systems Analysis and Design

4

4

101639

Marketing

2

4

107385

Money and Banking

2

4

100054

Investments

3

4

100481

Introduction to Economic Law

2

4

102826

Financial Management

3

4

101568

Managerial Accounting

3

4

100830

International Finance

2

5

100831

International Trade

2

5

102336

Big Data and Its Applications in Economics

2

5

100016

Social Security Systems

2

6

102041

Public Finance

2

6

101566

Financial Institutions and Markets

2

6

\

Summer International Program

1

\


(3) Innovation and Entrepreneurship Practicum Credit Requirements (2 credits)

In accordance with the credit requirements under the categories of “Academic Presentations and Lectures” and “Innovation, Entrepreneurship, and Research” as stipulated in the Provisions on Second Classroom (Practical Education) Credit Recognition and Implementation for Undergraduates at Shanghai University of Finance and Economics, students must complete 2 credits.

2. Entrepreneurship Track

(1) The Entrepreneurship Course Cluster follows the Entrepreneurship Track curriculum.

(2) The Specialization Module course list follows the corresponding list under the Excellence Track.

(3) The Interdisciplinary Electives course list follows the corresponding list under the Excellence Track.


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