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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
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 | 4:00-5:50pm | Tue, Thu | 26 of 36 | Inge Lindholm | DMC201 | PDF (1205622 MB) |  |
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 | 12:00-1:50pm | Mon, Wed | 44 of 46 | Yola Katsargyri | JFFLL103 | PDF (1435475 MB) | |
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 | 10:00-11:50am | Tue, Thu | 31 of 41 | Kathy Takayama | BRI202 | PDF (327146 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 | 38 of 46 | Richard Selby | JFFLL103 | PDF (251593 KB) | |
Basics of deep learning technologies for AI and utilizing current technologies in deep learning that are reshaping and driving the modern business with Big Data.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16325R | 001 | Lecture | 12:00-1:50pm | Mon, Wed | 30 of 46 | Austin Pollok | ACC205 | PDF (307649 KB) | |
Selected topics reflecting current trends and recent developments in data sciences, information systems, operations management, and statistics. May be repeated only if topic is different.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| Healthcare Analytics and Artificial Intelligence | ||||||||||
| 16338R | 001 | 4.0 | Lecture | 10:00-11:50am | Mon, Wed | 9 of 36 | Cosimo Arnesano | BRI8 | PDF (295153 KB) | |
| Frontiers of Digital Business Platforms | ||||||||||
| 16345R | 001 | 4.0 | Lecture | 2:00-3:50pm | Mon, Wed | 22 of 30 | Grace Gu | HOH114 | PDF (445460 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 16284 is for 1st year MSGSCM students only. Section 16283 is for all other graduate students.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16283R | 175 | Lecture | 6:30-9:30pm | Thursday | 44 of 44 (1 on waitlist) | Christopher Gopal | ONLINE | PDF (308013 KB) |  |
| 16284D | 175 | Lecture | 6:30-9:30pm | Thursday | 12 of 12 | Christopher Gopal | ONLINE | |
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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16282D | 277 | Lecture | 6:30-9:20pm | Thursday | 6 of 8 | Alireza Kabirian | ONLINE | | |
| 16297R | 277 | Lecture | 6:30-9:20pm | Thursday | 43 of 52 | Alireza Kabirian | ONLINE | PDF (348086 KB) | |
| 16299R | 033 | Lecture | 3:30-4:50pm | Tuesday | 19 of 23 | Alireza Kabirian | BRI202 | PDF (348086 KB) | |
| 16309D | 033 | Lecture | 3:30-4:50pm | Tuesday | 15 of 18 | Alireza Kabirian | BRI202 | |
Application of modern smart city technologies, data tools and digital strategy to solve real-world urban challenges, such as public safety, transportation, health and environmental sustainability.
- 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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16244R | 033 | Lecture | 6:30-9:30pm | Monday | 45 of 54 | Ted Ross | JKP212 | PDF (464296 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
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16240R | 033 | 3.0 | Lecture | 11:00-12:20pm | Tue, Thu | 53 of 54 (6 on waitlist) | Inga Maslova | JKP204 | PDF (262545 KB) | |
| 16241R | 033 | 3.0 | Lecture | 12:30-1:50pm | Tue, Thu | 46 of 48 (1 on waitlist) | Inga Maslova | JFF239 | PDF (262545 KB) | |
| 16249R | 033 | 3.0 | Lecture | 6:30-9:30pm | Tuesday | 8 of 54 | Matteo Sesia | JKP212 | PDF (186624 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 16228 and 16270 are for 1st year MS MKT and 1st year MS GSCM students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16221R | 033 | Lecture | 12:30-1:50pm | Mon, Wed | 35 of 37 | Feng Chen | BRI5 | PDF (255241 KB) | |
| 16227R | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 32 of 36 | Feng Chen | BRI5 | PDF (255241 KB) | |
| 16228D | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 5 of 4 | Feng Chen | BRI5 | | |
| 16269R | 033 | Lecture | 6:40-9:30pm | Wednesday | 38 of 43 | Cosimo Arnesano | JKP210 | PDF (392355 KB) | |
| 16270D | 033 | Lecture | 6:40-9:30pm | Wednesday | 13 of 15 | Cosimo Arnesano | JKP210 | |
Computer-assisted analysis of business data; advanced multiple regression analysis, survey analysis, ANOVA testing for Marketing-type applications and Times Series Analysis methods will be covered.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16248R | 033 | Lecture | 9:30-10:50am | Mon, Wed | 38 of 49 | Dawn Porter | JFF233 | PDF (384255 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, 16250, and 16275 are core classes for 1st year MS Business Analytics students only. Section 16278 is for MBAs and other graduate students.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16234D | 033 | 3.0 | Lecture | 5:00-6:20pm | Tue, Thu | 59 of 60 | Francis Pereira | JKP212 |  | |
| 16235D | 033 | 3.0 | Lecture | 3:30-4:50pm | Tue, Thu | 62 of 63 | Francis Pereira | JKP212 | | |
| 16250D | 033 | 3.0 | Lecture | 3:30-4:50pm | Mon, Wed | 60 of 60 | Austin Pollok | JKP212 | | |
| 16275D | 033 | 3.0 | Lecture | 2:00-3:20pm | Mon, Wed | 58 of 60 | Austin Pollok | JKP212 | | |
| 16278D | 411 | 1.5 | Lecture | 3:30-4:50pm | Mon, Wed | Canceled | Ash Pahwa | |
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 16280 and 16304 are for MBAs and other graduate students. Sections 16267 and 16276 are core classes for MS Global Supply Chain students only. Sections 16317 and 16281 are for 1st year MS MKT and IBEAR students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16267D | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 54 of 54 (4 on waitlist) | Hiroshi Ochiumi | JKP104 | PDF (247800 KB) | |
| 16276D | 033 | Lecture | 3:30-4:50pm | Tue, Thu | 42 of 54 | Hiroshi Ochiumi | JKP102 | PDF (247800 KB) | |
| 16280R | 033 | Lecture | 6:30-9:30pm | Thursday | 48 of 46 (34 on waitlist) | Murat Bayiz | JKP102 | PDF (257683 KB) | |
| 16281D | 033 | Lecture | 6:30-9:30pm | Thursday | 5 of 5 (2 on waitlist) | Murat Bayiz | JKP102 | | |
| 16304R | 372 | Lecture | 5:00-6:20pm | Tue, Thu | 43 of 48 | Hiroshi Ochiumi | ONLINE | PDF (247800 KB) | |
| 16317D | 372 | Lecture | 5:00-6:20pm | Tue, Thu | 3 of 3 | Hiroshi Ochiumi | ONLINE | |
Human capital measurement and metrics, predictive analytics tools and methods, reporting standards and core analytic study methods with advanced visualization and storytelling.
- 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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16243R | 415 | Lecture | 6:30-9:30pm | Wednesday | 39 of 53 | Jeff Higgins | JKP112 | PDF (288281 KB) | |
SQL; relational database systems; data storage; data manipulation; data aggregation.
- 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), Social Entrepreneurship, Global Supply Chain Management, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Public Health/Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16296 is for MBAs and other graduate students. Sections 16186, 16292, 16295, and 16302 are for 1st year MS Business Analytics students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16186D | 033 | Lecture | 11:00-12:20pm | Tuesday | 59 of 59 | Yola Katsargyri | JFFLL105 | | |
| 16292D | 033 | Lecture | 11:00-12:20pm | Thursday | 53 of 54 | Yola Katsargyri | JFFLL105 | | |
| 16295D | 033 | Lecture | 12:30-1:50pm | Tuesday | 52 of 54 | Yola Katsargyri | JKP210 | | |
| 16296R | 415 | Lecture | 9:00-11:50am | Saturday | 28 of 50 | Joydeep Banerjee | JKP204 | PDF (249861 KB) | |
| 16302D | 033 | Lecture | 12:30-1:50pm | Thursday | 53 of 53 | Yola Katsargyri | JKP210 | |
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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16328R | 033 | Lecture | 9:30-10:50am | Tue, Thu | 37 of 41 | Inge Lindholm | JKP102 | PDF (311889 KB) | |
| 16330R | 033 | Lecture | 12:30-1:50pm | Mon, Wed | 40 of 41 (1 on waitlist) | Grace Gu | BRI202 | PDF (310602 KB) | |
| 16331R | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 41 of 41 | Inge Lindholm | ACC303 | PDF (311889 KB) | |
| 16333R | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 34 of 41 | Grace Gu | BRI5 | PDF (310602 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: Sections 16306, 16307, and 16311 are core classes for 1st year MS Global Supply Chain students only. This course travels to Vietnam during Fall break 10/5-10/12/24.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16306D | 411 | Lecture | 3:30-4:50pm | Wednesday | 55 of 55 (2 on waitlist) | Nick Vyas | JKP202 | | |
| 16307D | 411 | Lecture | 5:00-6:20pm | Wednesday | 46 of 55 | Nick Vyas | JKP202 | | |
| 16311D | 175 | Lecture | 8:00-9:30pm | Wednesday | 30 of 40 | 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, 16298, and 16300 are for 1st year MS Global Supply Chain students only. This course has a one week in-person LA Experiental trip 12/2-12/6/24.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16290R | 033 | Lecture | 2:00-3:20pm | Monday | 40 of 50 | Nick Vyas | OFFICE & ONLINE | | |
| 16298R | 033 | Lecture | 3:30-4:50pm | Monday | 50 of 50 | Nick Vyas | OFFICE & ONLINE | | |
| 16300D | 372 | Lecture | 5:00-6:20pm | Monday | 35 of 50 | Nick Vyas | ONLINE | |
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 |
|---|---|---|---|---|---|---|---|---|---|
| 16285R | 415 | Lecture | 3:30-4:50pm | Mon, Wed | 33 of 41 | Ash Pahwa,Dawn Porter | BRI202 | PDF (314526 KB) | |
Fraud detection model systems; identify normal vs. outlying behavior; malicious adversaries; complex datasets; supervised and unsupervised fraud statistical models; measures of model efficacy.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16289R | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 29 of 41 | Ash Pahwa,Dawn Porter | BRI202 | PDF (316587 KB) | |
| 16294R | 372 | Lecture | 2:00-4:50pm | Thursday | 51 of 54 (10 on waitlist) | Stephen Coggeshall | ONLINE | PDF (301740 KB) | |
Analytics for supply chain planning. Data-driven decision making, solving real-world problems, utilizing scalable technology, current industry best practices and inventory/network optimization.
- 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, Optimization and Supply Chain Management, Business Analytics
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16341 is for 1st year MS GSCM students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16340R | 372 | Lecture | 9:00-11:50am | Saturday | 26 of 38 | Tathagata Dasgupta | ONLINE | PDF (326239 KB) | |
| 16341D | 372 | Lecture | 9:00-11:50am | Saturday | 15 of 18 | Tathagata Dasgupta | ONLINE | |
Healthcare analytics challenges, opportunities, real vs. speculation vs. hype. Hands-on analysis of healthcare data. Presentation of actionable business strategy insights and recommendations.
- 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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16271R | 033 | Lecture | 12:30-1:50pm | Monday | 53 of 54 | Cosimo Arnesano | JKP102 | PDF (303269 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, and 16293 are core classes for 1st year MS Business Analytics students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16273D | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 59 of 61 | Mike Nguyen | JKP212 | | |
| 16274D | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 61 of 61 | Mike Nguyen | JKP210 | | |
| 16291D | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 62 of 62 | Peng Shi | JKP212 | PDF (409259 KB) | |
| 16293D | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 66 of 67 | Peng Shi | JKP212 | PDF (409259 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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16303R | 033 | Lecture | 6:30-9:30pm | Tuesday | 20 of 20 | Saeed Mohasseb | HOH114 | PDF (359456 KB) | |
Modernize cloud and big data platforms. Build and Implement long-term GenAI/ML strategies for business transformations using LLMs in the Cloud.
- 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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16305R | 372 | Lecture | 9:00-11:50am | Saturday | 58 of 60 | Xin Tong | ONLINE | PDF (328893 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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16288R | 411 | Lecture | 11:00-12:20pm | Tue, Thu | 35 of 54 | Lorena Martin | JKP102 | PDF (363856 KB) | |
Implement supervised and unsupervised machine learning models to a specific sports performance analytics scenario. Help assess and predict performance.
- Prerequisite: 1 from (DSO 545 or DSO 559 or DSO 578)
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16301R | 415 | Lecture | 11:00-12:20pm | Tue, Thu | 18 of 54 | Lorena Martin | JKP102 | PDF (355785 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 | 5:00-6:20pm | Tue, Thu | 54 of 52 (9 on waitlist) | Murat Bayiz | JKP102 | PDF (264378 KB) | |
| 16287R | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 52 of 52 (3 on waitlist) | Murat Bayiz | JKP204 | PDF (264378 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 | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 39 of 41 | Alireza Kabirian | BRI202 | PDF (235442 KB) | |
Exposure to issues crucial to the globalization of operations and their successful/unsuccessful operations management approaches in several countries and industries.
- 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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16245R | 415 | Lecture | 3:30-6:20pm | Thursday | 29 of 41 | K. Kumar, Rebeca Gonzalez | BRI202 | |
Hands-on application of descriptive, predictive and prescriptive analytics to a unique business problem. Use business intelligence, programming and available tools to implement analytics-based solutions.
- Prerequisite: DSO 530 and DSO 545 and DSO 570
- Note: Section 16251 is for MSBA Students only. Students enrolled must clear all pre-requisites. Topic: Quantitative Trading
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16251R | 033 | Lecture | 6:30-7:50pm | Monday | 23 of 30 | Austin Pollok | BRI202 | PDF (287875 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 16343 is for 1st year MS GSCM students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16326R | 372 | Lecture | 6:30-9:30pm | Tuesday | 28 of 51 | Christopher Gopal | ONLINE | PDF (313743 KB) | |
| 16343D | 372 | Lecture | 6:30-9:30pm | Tuesday | 6 of 9 | Christopher Gopal | ONLINE | |
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 | 0 of 18 | OFFICE | | ||
| 16320D | 415 | Lecture | TBA | TBA | 1 of 5 | Dawn Porter | 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 |
|---|---|---|---|---|---|---|---|---|---|
| 16314D | 033 | Lecture | TBA | TBA | 44 of 100 | Dawn Porter,Nick Vyas | OFFICE | | |
| 16319D | 415 | Lecture | TBA | TBA | 44 of 60 | Dawn Porter,Nick Vyas | 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 | 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 | 2 of 35 | Nick Vyas | OFFICE | | |
| 16321D | 415 | Lecture | TBA | TBA | 0 of 5 | OFFICE | |
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
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| Generative AI and Automation: Business and Societal Implications | ||||||||||
| 16313R | 033 | 3.0 | Lecture | 3:30-4:50pm | Mon, Wed | 52 of 54 | Georgios Petropoulos | JKP210 | PDF (389281 KB) | |
| Generative AI and Automation: Business and Societal Implications | ||||||||||
| 16315R | 033 | 3.0 | Lecture | 5:00-6:20pm | Mon, Wed | 32 of 54 | Georgios Petropoulos | JKP210 | PDF (389281 KB) | |
A comprehensive introduction to advanced machine-learning tools specifically designed for causal inference.
- Restriction: Registration open to the following class level(s): Doctoral Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16334D | 033 | Lecture | 9:00-11:50am | Tuesday | Canceled | Yingying Fan | |
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 | 7 of 15 | Vishal Gupta | HOH506 | |
Critique of the current research-based literature in operations management to include scheduling, forecasting, MRP, technology planning, inventory management, and facilities location and layout. Duplicates credit in former IOM 670.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16229R | 033 | 3.0 | Lecture | 1:00-3:50pm | Friday | 2 of 15 | Somya Singhvi | HOH506 | PDF (275389 KB) | |
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 |
|---|---|---|---|---|---|---|---|---|---|---|
| Fundamentals of Probability for Data Science and Operations | ||||||||||
| 16335R | 033 | 3.0 | Lecture | 12:00-1:20pm | Mon, Wed | 4 of 15 | Paat Rusmevichientong | ACC312 | PDF (318505 KB) | |