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Data Sciences and Operations (DSO)
- D class assignments for undergraduates available in BRI-308; Phone: (213) 740-0172.
- BUSINESS (GRADUATE) - Business students may register using USC Web Registration. - Non-business students may register for graduate business electives subject to the following restrictions: (1) proof of undergraduate degree; (2) minimum graduate GPA of 3.2; (3) maximum of 12 units of graduate business courses; and (4) prerequisites completed. All graduate applications and forms are available by calling 740-5424, email: registration@marshall.usc.edu. For complete list of Business registration policies, visit students.marshall.usc.edu/registrationpolicies
Applied understanding of how spreadsheets are used to analyze business information. Create real world software applications for use in accounting, finance, marketing and operations.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16212R | 001 | Lecture | 12:00-1:50pm | Thursday | 39 of 48 | Francis Pereira | JFFLL103 | PDF (682660 KB) |  |
A variety of forecasting techniques used by a variety of businesses. Emphasis on learning to apply these techniques to real data.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16219R | 001 | Lecture | 10:00-11:50am | Mon, Wed | 45 of 48 | Robertas Gabrys | JFFLL103 | PDF (306832 KB) | |
Implementing transformative digital technologies. Strategies to complete with ERP, blockchain, cloud, cryptocurrency, fintech, insurtech, API economy, digital platforms/ecosystems, open data, AI and ML.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16215R | 001 | Lecture | 12:00-1:50pm | Mon, Wed | 35 of 36 | Inge Lindholm | BRI5 | |
Management of enterprise data architecture including data structures, conceptual data modeling, logical data modeling, structured query language (SQL), and physical optimization of high performance data architecture. Duplicates credit in former IOM 435.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16230R | 001 | Lecture | 2:00-3:50pm | Tue, Thu | 42 of 46 | Douglas Shook | JFFLL103 | PDF (364337 KB) | |
How rapid changes in information-communication technologies blur the distinctions between "entertainment" and "productivity," giving rise to new business models, services and products that integrate both.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16231R | 001 | Lecture | 10:00-11:50am | Tue, Thu | 15 of 40 | Francis Pereira | ACC303 | PDF (512569 KB) | |
Topics related to project management in a variety of industries such as real estate projects, new product launch, plant location, etc.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16236R | 001 | Lecture | 4:00-5:50pm | Tue, Thu | 29 of 36 | Kathy Takayama | ACC205 | PDF (321448 KB) | |
Implement strategies and approaches for defining, performing and presenting business analytics. Analyze cases through the lens of descriptive, predictive and prescriptive tools. Uses Python programming.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16338R | 001 | Lecture-Lab | 8:00-9:50am | Mon, Wed | 33 of 46 | Austin Pollok | JFFLL103 | PDF (382177 KB) | |
Foundational knowledge for managing a small business on the internet including strategies, tools, and resources integrated with hands-on skills for developing a small business website. Duplicates credit in former IOM-462.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16242R | 001 | Lecture | 4:00-5:50pm | Tuesday | 33 of 34 | Richard Selby | JFFLL103 | PDF (251413 KB) | |
Sustainability concepts and frameworks, design for environment, closed-loop supply chains, sustainability in sourcing, green facilities, renewable energy, facility location and transportation decisions, strategic sustainability implementation.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Social Entrepreneurship, Sustainability and Business, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Business Analytics, Marketing, Public Health/Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16283 is for MBAs and other graduate students. Section 16296 is for MSGSCM students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16283R | 175 | Lecture | 6:30-9:30pm | Wednesday | 15 of 17 | Christopher Gopal | ONLINE | PDF (300451 KB) |  |
| 16296D | 175 | Lecture | 6:30-9:30pm | Wednesday | 43 of 45 | Christopher Gopal | ONLINE | PDF (300451 KB) | |
Factors to consider when making sourcing decisions (costs, prices, ethics, globalization); impact of sourcing on other activities such as product design or inventory management.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Social Entrepreneurship, Sustainability and Business, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Business Analytics, Marketing, Public Health/Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student, Professional Year 1
- Note: Section 16297 is for MS Global Supply Chain Management students. However, if there are still seats available MBAs and other graduate students may register via WebReg starting 5/01/23 at 9 am. Section 16299 is for MBAs and other graduate students.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16297R | 277 | Lecture | 6:30-9:30pm | Thursday | 35 of 60 | Alireza Kabirian | ONLINE | PDF (347239 KB) | |
| 16299R | 415 | Lecture | 12:30-3:20pm | Monday | 30 of 41 | Alireza Kabirian | BRI202 | PDF (347239 KB) | |
Foundational knowledge for business analytics, including strategies, methods, and tools integrated with hands-on skills for defining business analytics for data-driven decision making and innovation.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Social Entrepreneurship, Accounting (Data and Analytics), Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Public Health/Social Entrepreneurship, Finance
- Restriction: Registration open to the following class level(s): Doctoral Student, Graduate Visitor, Master Student
- Note: Sections 16315, 16319, 16322, 16323 are core classe for 1st year MS Business Analytics students only. Section 16324 is for MBAs and other graduate students. Section 16325 is for MSGSCM students only. Sections 16324 and 16325 require proficiency in Microsoft Excel (or R or Python). Use of a PC is preferred for Excel Add-on and Analytic Solver. Intermediate level of Statistics (Probability, Inference, Hypothesis Testing).
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16315D | 033 | 1.5 | Lecture | 12:30-1:50pm | Monday | 60 of 60 | Mohammed Alyakoob | JKP212 | | |
| 16319D | 033 | 1.5 | Lecture | 12:30-1:50pm | Wednesday | 58 of 59 | Mohammed Alyakoob | JKP212 | | |
| 16321D | 033 | 1.5 | Lecture | 12:30-1:50pm | Tuesday | 54 of 54 | Mohammed Alyakoob | JKP112 | | |
| 16322D | 033 | 1.5 | Lecture | 11:00-12:20pm | Monday | 57 of 58 | Mohammed Alyakoob | JKP204 | | |
| 16323D | 033 | 1.5 | Lecture | 11:00-12:20pm | Wednesday | 56 of 56 | Mohammed Alyakoob | JKP204 | | |
| 16324R | 372 | 3.0 | Lecture | 9:00-11:50am | Saturday | 38 of 44 | Tathagata Dasgupta | ONLINE | PDF (401243 KB) | |
| 16325D | 372 | 3.0 | Lecture | 9:00-11:50am | Saturday | 16 of 17 | Tathagata Dasgupta | ONLINE | PDF (401243 KB) | |
Survey of forecasting and time series methods. Models for stationary and nonstationary time series; ARIMA model identification, estimation, and forecast development. Seasonal and dynamic models. Web registration open only to graduate business and accounting students. Duplicates credit in former IOM 522. Recommended preparation: (GSBA 506a and GSBA 506b) or GSBA 524 or (GSBA 516 and GSBA 545).
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Accounting (Data and Analytics), Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16240, 16243, and 16249 are for MBAs and other graduate students. Sections 16241, 16244 are for MSBA students only.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16240R | 033 | 3.0 | Lecture | 11:00-12:20pm | Mon, Wed | 12 of 13 | Inga Maslova | JKP102 | PDF (268927 KB) | |
| 16241D | 033 | 3.0 | Lecture | 11:00-12:20pm | Mon, Wed | 41 of 41 (1 on waitlist) | Inga Maslova | JKP102 | PDF (268927 KB) | |
| 16243R | 033 | 3.0 | Lecture | 11:00-12:20pm | Tue, Thu | 11 of 26 | Inga Maslova | JKP102 | PDF (268927 KB) | |
| 16244D | 033 | 3.0 | Lecture | 11:00-12:20pm | Tue, Thu | 28 of 28 | Inga Maslova | JKP102 | PDF (268927 KB) | |
| 16249R | 033 | 3.0 | Lecture | 12:30-1:50pm | Tue, Thu | 19 of 54 | Inga Maslova | JKP102 | PDF (268927 KB) | |
Build Analytical Models for Classification, Clustering and Association Problems. Leverage third party "Big Data" for enriching and monetizing data. Develop data mining and business analysis.
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Urban Planning, Business Administration/Real Estate Development, Business Administration/Systems Architecting and Engineering, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Finance, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Sections 16221 and 16228 are for MBAs and other graduate students. Sections 16227 is for MSBA students only. Sections 16269 and 16271 are for MSBA and MAcc students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16221R | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 21 of 42 | Arif Ansari | BRI5 | PDF (320939 KB) | |
| 16227D | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 8 of 12 | Arif Ansari | JKP202 | PDF (320939 KB) | |
| 16228R | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 20 of 45 | Arif Ansari | JKP202 | PDF (320939 KB) | |
| 16269D | 033 | Lecture | 6:30-9:20pm | Tuesday | 53 of 54 (1 on waitlist) | Cosimo Arnesano | JKP102 | PDF (392044 KB) | |
Developing a strategic perspective on emerging digital innovations shaping consumer-oriented businesses. Topics include artificial intelligence, autonomous vehicles, augmented/virtual reality, post-screen usability and cybersecurity.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Social Entrepreneurship, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Global Supply Chain Management, Public Health/Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16277 and 16279 is for MBAs and other graduate students. Section 16282 is for MS Business Analytics students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16277R | 415 | Lecture | 2:00-4:50pm | Wednesday | 22 of 41 (1 on waitlist) | Vivek Sharma, Daniel Altobello | BRI202 | PDF (241766 KB) | |
| 16279R | 411 | Lecture | 2:00-4:50pm | Monday | 13 of 18 | Vivek Sharma, Daniel Altobello | BRI202 | PDF (240842 KB) | |
| 16282D | 411 | Lecture | 2:00-4:50pm | Monday | 17 of 23 | Vivek Sharma, Daniel Altobello | BRI202 | PDF (240842 KB) | |
Data cleaning and reshaping; good vs. bad graphics; univariate, bivariate, trivariate, hypervariate and time series graphics; interactive graphics; web-related computing.
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Social Entrepreneurship, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Public Health/Social Entrepreneurship, Finance
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Sections 16234, 16235, 16275, 16278, 16250 are core courses for 1st year MSBA students only.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16234D | 033 | 3.0 | Lecture | 3:30-4:50pm | Mon, Wed | 54 of 55 | Lorena Martin | JKP202 |  | |
| 16235D | 033 | 3.0 | Lecture | 5:00-6:20pm | Mon, Wed | 59 of 60 | Lorena Martin | JKP212 | | |
| 16250D | 033 | 3.0 | Lecture | 3:30-4:50pm | Tue, Thu | 54 of 54 | Ash Pahwa | JKP110 | | |
| 16275D | 033 | 3.0 | Lecture | 3:30-4:50pm | Tue, Thu | 56 of 56 | Francis Pereira | JKP212 | | |
| 16278D | 033 | 3.0 | Lecture | 5:00-6:20pm | Tue, Thu | 60 of 60 | Francis Pereira | JKP212 | |
Application of decision analysis, simulation and optimization techniques to managerial problems. Learn how to create and present useful spreadsheet models to analyze practical business models.
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Optimization and Supply Chain Management, Social Entrepreneurship, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Public Health/Social Entrepreneurship, Entrepreneurship and Innovation
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Sections 16267, 16276, and 16304 are for MS Global Supply Chain Students only. Sections 16280 and 16313 are for MBAs and other graduate students. Section 16281 si for MSBA students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16267D | 033 | Lecture | 11:00-12:20pm | Tue, Thu | 41 of 41 | Hiroshi Ochiumi | BRI202 | | |
| 16276D | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 45 of 46 | Hiroshi Ochiumi | ACC303 | | |
| 16280R | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 38 of 38 (6 on waitlist) | Murat Bayiz | JKP204 | PDF (257507 KB) | |
| 16281D | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 17 of 17 (5 on waitlist) | Murat Bayiz | JKP204 | PDF (257507 KB) | |
| 16304D | 372 | Lecture | 5:00-6:20pm | Tue, Thu | 3 of 3 | Hiroshi Ochiumi | ONLINE | PDF (304710 KB) | |
| 16313R | 372 | Lecture | 5:00-6:20pm | Tue, Thu | 48 of 51 | Hiroshi Ochiumi | ONLINE | PDF (304710 KB) | |
Leveraging large enterprise system applications for strategic value; managing organizational transformation of global enterprises through digital business platforms; coping with disruptive technologies.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Urban Planning, Business Administration/Real Estate Development, Business Administration/Systems Architecting and Engineering, Business Administration/Social Work, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship, Business Analytics
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16222 is for MBAs and other graduate students. Section 16223 is for MS Business Analytics students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16222R | 033 | Lecture | 6:30-9:30pm | Monday | 14 of 28 | Rik Reppe | JFFLL103 | Word (174066 KB) | |
| 16223D | 033 | Lecture | 6:30-9:30pm | Monday | 8 of 13 | Rik Reppe | JFFLL103 | Word (174066 KB) | |
Managing Business models in digital platform ecosystems; designing new products and services for digital platforms; establishing digital platform leadership; assessing emerging niches in digital spaces.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Fundamentals, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Social Entrepreneurship, Business Administration/Systems Architecting and Engineering, Business Analytics, Public Health/Social Entrepreneurship, Global Supply Chain Management, Business Administration/Urban Planning
- Restriction: Registration open to the following class level(s): Doctoral Student, Graduate Visitor, Master Student
- Note: Sections 16330 and 16336 are for MBAs and other graduate students. Sections 16331 and 16333 are for MSBA students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16330R | 033 | Lecture | 6:30-9:30pm | Wednesday | 15 of 10 (6 on waitlist) | Inge Lindholm | JKP102 | PDF (476069 KB) | |
| 16331D | 033 | Lecture | 6:30-9:30pm | Wednesday | 29 of 29 (31 on waitlist) | Inge Lindholm | JKP102 | PDF (476069 KB) | |
| 16333D | 033 | Lecture | 6:30-9:30pm | Monday | 23 of 24 (6 on waitlist) | Inge Lindholm | JKP212 | PDF (476069 KB) | |
| 16336R | 033 | Lecture | 6:30-9:30pm | Monday | 16 of 17 | Inge Lindholm | JKP212 | PDF (476069 KB) | |
Study of global logistics infrastructures - water, rail, road, and air - through readings, team research and presentation, international site visits, and final written report. Open only to Global Supply Chain Management majors. Duplicates credit in former IOM 557a.
- Restriction: Registration open to the following major(s): Global Supply Chain Management
- Note: Section 16306, 16307, 16311 are core classes for the MSGSCM program only. This course travels abroad for one week during Fall recess.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16306D | 411 | Lecture | 5:00-6:00pm | Monday | 46 of 47 | Nick Vyas | JFF316 | | |
| 16307D | 411 | Lecture | 6:15-7:15pm | Monday | 42 of 42 | Nick Vyas | JFF316 | | |
| 16311D | 175 | Lecture | 7:00-7:50pm | Mon, Wed | 41 of 50 | Nick Vyas | ONLINE | |
The influence of value-added services and regulatory issues on suppliers and supply chains. Readings, team research and presentation, site visits (LA), and final written report. Open only to Global Supply Chain Management majors. Duplicates credit in former IOM 557b.
- Prerequisite: 1 from (DSO 557a or IOM 557a)
- Restriction: Registration open to the following major(s): Global Supply Chain Management
- Note: Sections 16290, 16300, 16298 are core classes for the MSGSCM program only. This includes a one week LA experiential trip. Please see course syllabus for trip details.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16290D | 415 | Lecture | 5:00-5:50pm | Mon, Wed | 41 of 41 | Nick Vyas | BRI202 | | |
| 16298D | 277 | Lecture | 7:00-7:50pm | Mon, Wed | 31 of 50 | Nick Vyas | ONLINE | | |
| 16300D | 415 | Lecture | 6:00-6:50pm | Mon, Wed | 34 of 41 | Nick Vyas | BRI202 | |
Python programming for descriptive data analytics and technical tools for business applications. Solving business problems and formulating actionable business recommendations including their limitations.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Urban Planning, Business Administration/Real Estate Development, Business Administration/Systems Architecting and Engineering, Business Administration/Social Work, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship, Business Analytics
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Due to introductory nature of this course, MS Business Analytics students are restricted from taking this course.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16339R | 033 | Lecture | 6:30-9:30pm | Tuesday | 56 of 54 (1 on waitlist) | Richard Selby | JKP212 | PDF (307012 KB) | |
Acquire, analyze, visualize and perform natural language processing (NLP) on text data. Apply Python, machine learning packages, statistical methodology and computer code to business decision-making.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16284D | 033 | Lecture | 12:30-1:50pm | Monday | 18 of 54 | Lorena Martin | JKP102 | PDF (405551 KB) | |
| 16285D | 411 | Lecture | 6:30-9:30pm | Thursday | 37 of 54 | Ash Pahwa | JFF233 | PDF (312027 KB) | |
Fraud detection model systems; identify normal vs. outlying behavior; malicious adversaries; complex datasets; supervised and unsupervised fraud statistical models; measures of model efficacy.
- Prerequisite: DSO 545
- Corequisite: DSO 530
- Note: Section 16289 is for MS Business Analytics students. However, if there are still seats available MBAs and other graduate students may enroll via WebReg starting 8/16/23.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16289R | 033 | Lecture | 6:30-9:30pm | Tuesday | 16 of 41 | Ash Pahwa | BRI202 | PDF (305564 KB) | |
Decision making under uncertainty using real data applying the most advanced optimization, statistical and probability methods. Duplicates credit in former IOM 570.
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Optimization and Supply Chain Management, Social Entrepreneurship, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Global Supply Chain Management, Public Health/Social Entrepreneurship, Finance
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Sections 16273, 16274, 16291, 16293, 16294 are core classes for 1st year MS Business Analytics students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16273D | 033 | Lecture | 3:30-4:50pm | Mon, Wed | 62 of 63 | Austin Pollok | JKP212 | | |
| 16274D | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 54 of 54 | Austin Pollok | JKP210 | | |
| 16291D | 033 | Lecture | 12:30-1:50pm | Mon, Wed | 58 of 59 | Austin Pollok | HOH2 | | |
| 16293D | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 55 of 55 | Peng Shi | JKP212 | PDF (399985 KB) | |
| 16294D | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 64 of 64 | Peng Shi | JKP212 | PDF (399985 KB) | |
Achieving and enhancing competitive advantage through applications of data analytics, continuous insight discovery, strategy formulation and execution for the next generation of corporate leaders.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Global Supply Chain Management, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16303 is for MBAs and other graduate students. Section 16309 is for MS Business Analytics Students only. Please be mindful of registering for the correct section for your program.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16303R | 033 | Lecture | 6:30-9:30pm | Tuesday | 7 of 11 | Saeed Mohasseb | JKP110 | PDF (135050 KB) | |
| 16309D | 033 | Lecture | 6:30-9:30pm | Tuesday | 43 of 49 | Saeed Mohasseb | JKP110 | PDF (135050 KB) | |
Statistical models for pro sports industry business application. Effectively communicate findings for practical actionable results. Sports science data protocol.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Urban Planning, Business Administration/Real Estate Development, Business Administration/Systems Architecting and Engineering, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16288 is for MSBA Students. Section 16301 is for MBAs and other graduate students.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16288D | 033 | Lecture | 12:30-1:50pm | Wednesday | 15 of 19 | Lorena Martin | BRI202 | PDF (246364 KB) | |
| 16301R | 033 | Lecture | 12:30-1:50pm | Wednesday | 10 of 22 | Lorena Martin | BRI202 | PDF (246364 KB) | |
Applications of systems theory and concepts, matrix organizational structures, PERT/CPM project modeling, and management information systems to the management of complex and critical projects.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Fundamentals, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Medicine/Business Administration, Optimization and Supply Chain Management, Business Administration/Systems Architecting and Engineering, Business Analytics, Law/Business Taxation, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship, Business Administration/Urban Planning, Juris Doctor/Business Administration
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16286R | 033 | Lecture | 3:30-4:50pm | Tue, Thu | 54 of 52 (10 on waitlist) | Murat Bayiz | JKP102 | PDF (264171 KB) | |
| 16287R | 033 | Lecture | 5:00-6:20pm | Tue, Thu | 52 of 52 (7 on waitlist) | Murat Bayiz | JKP102 | PDF (264171 KB) | |
Issues in supply chain management. Supply chain performance and dynamics. Tools for planning, control and coordination. Supply chain design and strategy. Recommended preparation: GSBA 504b or GSBA 534.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Urban Planning, Business Administration/Real Estate Development, Business Administration/Systems Architecting and Engineering, Business Administration/Social Work, Business Fundamentals, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Optimization and Supply Chain Management, Public Health/Social Entrepreneurship, Social Entrepreneurship, Business Analytics
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16329R | 372 | Lecture | 6:30-9:30pm | Monday | 30 of 51 | Bala Subramanian | ONLINE | PDF (233532 KB) | |
Examination of the service industry from a managerial and entrepreneurial perspective; emphasis on the tactical decisions needed to design and deliver successful and profitable services. Recommended preparation: GSBA 504b or GSBA 534.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Fundamentals, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Optimization and Supply Chain Management, Social Entrepreneurship, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Global Supply Chain Management, Public Health/Social Entrepreneurship, Business Analytics
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16334R | 372 | Lecture | 3:30-6:20pm | Wednesday | 22 of 54 | Bala Subramanian | ONLINE | PDF (268905 KB) | |
Combines finance and supply chain management. Assess financial opportunities, finance fragmentation, challenges, optimizing working capital and managing risk in supply chain finance.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Urban Planning, Business Administration/Real Estate Development, Business Administration/Systems Architecting and Engineering, Business Administration/Social Work, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship, Business Analytics
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16326 is for MBAs and other graduate students. Section 16327 is for MSGSCM students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16326R | 372 | Lecture | 6:30-9:30pm | Tuesday | 18 of 23 | Christopher Gopal | ONLINE | PDF (323852 KB) | |
| 16327D | 372 | Lecture | 6:30-9:30pm | Tuesday | 29 of 36 | Christopher Gopal | ONLINE | PDF (323852 KB) | |
Research leading to the master's degree. Maximum units which may be applied to the degree to be determined by the department. Graded CR/NC. Open only to master's students. Duplicates credit in former IOM-590.
- Restriction: Registration open to the following class level(s): Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16308D | 033 | Lecture | TBA | TBA | 0 of 15 | OFFICE | |
Individual or team projects studying the practices of an industry, company, government agency, country, geographic region, etc. Proposal, data collection, analyses, and written report. Graded CR/NC. Recommended preparation: completion of required M.B.A, M.Acc., or M.B.T. courses. Open only to graduate students. Duplicates credit in former IOM-592.
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16310D | 033 | Lecture | TBA | TBA | 0 of 15 | OFFICE | |
Independent research beyond normal course offerings. Proposal, research and written report/paper required. Graded CR/NC.
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16312D | 033 | Lecture | TBA | TBA | 1 of 18 | Nick Vyas, Cosimo Arnesano | OFFICE | | |
| 16317D | 415 | Lecture | TBA | TBA | 1 of 2 | Sampath Rajagopalan | OFFICE | |
Supervised on-the-job business experience in the student's area of interest (Curricular Practical Training). Recommended preparation: completion of required MBA, MSGSCM, or MSBA courses.
- Restriction: Registration open to the following major(s): Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Accounting (Data and Analytics), Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering
- Restriction: Registration open to the following class level(s): Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16238D | 415 | Lecture | TBA | TBA | 9 of 9 | Nick Vyas, Dawn Porter | OFFICE | | |
| 16314D | 033 | Lecture | TBA | TBA | 56 of 100 | Nick Vyas, Dawn Porter,Murat Bayiz | OFFICE | |
Hands-on practical experience working with a Marshall faculty member in the Data Sciences and Operations Department on an ongoing research project. Graded CR/NC. Recommended preparation: completion of all required courses in the student's program. Open only to graduate students. Duplicates credit in the former IOM-596.
- Restriction: Registration open to the following class level(s): Master Student, Doctoral Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16316D | 033 | Lecture | TBA | TBA | 0 of 15 | Xin Tong | OFFICE | |
Individual or team project solving real business problems for an existing business entity, domestic and/or international. Proposal, field research, analyses and oral and written presentations. Open only to graduate business students.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Taxation, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Global Supply Chain Management, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16318D | 033 | Lecture | TBA | TBA | 8 of 35 | Nick Vyas | OFFICE | |
Selected topics reflecting current trends and recent developments in data sciences, operations management, supply chain management and/or decision support systems. Online registration open only to graduate business students. Graded CR/NC.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Analytics, Business Research, Business Taxation, Gerontology/Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management
- Restriction: Registration open to the following class level(s): Master Student, Doctoral Student
- Note: Section 16251 is for MSBA students only. Topic: Data Driven Consulting Project in Quantitative Trading
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| Data Driven Consulting | ||||||||||
| 16251R | 033 | 1.5 | Lecture | 5:00-6:20pm | Wednesday | 12 of 35 | Austin Pollok | JKP110 | Word (66728 KB) | |
Selected topics reflecting current trends and recent developments in data sciences, operations management, supply chain management and/or decision support systems.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Social Entrepreneurship, Business Administration/Urban Planning, Business Analytics, Global Supply Chain Management, Public Health/Social Entrepreneurship, Business Administration/Systems Architecting and Engineering
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Sections 16232, 16237, 16245, and 16248 are for MSBA students only. Sections 16233, 16239, 16246, and 16247 are for MBAs and other graduate students.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| Smart City Tactics, Technologies, and Operations | ||||||||||
| 16232D | 033 | 3.0 | Lecture | 6:30-9:30pm | Wednesday | 13 of 24 | Ted Ross | JKP212 | PDF (358580 KB) | |
| Smart City Tactics, Technologies, and Operations | ||||||||||
| 16233R | 033 | 3.0 | Lecture | 6:30-9:30pm | Wednesday | 9 of 29 | Ted Ross | JKP212 | PDF (358580 KB) | |
| Data Analytics for the Games Industry | ||||||||||
| 16237D | 415 | 1.5 | Lecture | 6:30-9:30pm | Monday | 29 of 42 (1 on waitlist) | Vic Bekarian, Hongxiaoxuan Meng | JKP210 | PDF (628715 KB) | |
| Data Analytics for the Games Industry | ||||||||||
| 16239R | 415 | 1.5 | Lecture | 6:30-9:30pm | Monday | 11 of 12 | Vic Bekarian, Hongxiaoxuan Meng | JKP210 | PDF (628715 KB) | |
| Healthcare Analytics | ||||||||||
| 16245D | 411 | 1.5 | Lecture | 6:40-9:40pm | Monday | 28 of 42 | Cosimo Arnesano | JKP210 | PDF (770082 KB) | |
| Healthcare Analytics | ||||||||||
| 16246R | 411 | 1.5 | Lecture | 6:40-9:40pm | Monday | 4 of 13 | Cosimo Arnesano | JKP210 | PDF (770082 KB) | |
| Hands-on Data Analytics and Machine Learning in AWS Cloud | ||||||||||
| 16247R | 372 | 3.0 | Lecture | 9:00-12:00pm | Saturday | 12 of 14 | Sudi Bhattacharya | ONLINE | PDF (404276 KB) | |
| Hands-on Data Analytics and Machine Learning in AWS Cloud | ||||||||||
| 16248D | 372 | 3.0 | Lecture | 9:00-12:00pm | Saturday | 41 of 46 (4 on waitlist) | Sudi Bhattacharya | ONLINE | Word (73405 KB) | |
Seminar. Review and discuss current research in Data Sciences and Operations. Presentations by faculty, visiting researchers, and advanced students. Open to Marshall Ph.D. students only. Graded CR/NC.
- Restriction: Registration open to the following major(s): Business Administration
- Restriction: Registration open to the following class level(s): Doctoral Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16332R | 033 | Lecture | 9:00-11:50am | Tuesday | 9 of 15 | Vishal Gupta | HOH506 | |
Exploration of emerging topics, literature and research techniques in contemporary data sciences, operations management, supply chain management, and/or decision support systems.
- Restriction: Registration open to the following class level(s): Doctoral Student
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| Modern Statistical Inference | ||||||||||
| 16225R | 033 | 3.0 | Lecture | 2:00-5:00pm | Friday | 7 of 15 | Adel Javanmard | ACC312 | PDF (217552 KB) | |
| Fundamentals of Probability for Data Science and Operations | ||||||||||
| 16226R | 033 | 3.0 | Lecture | 11:00-12:20pm | Mon, Wed | 6 of 15 | Paat Rusmevichientong | ACC312 | | |