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Data Sciences and Operations (DSO)
- D class assignments for undergraduates available in BRI401; 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 www.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. Duplicates credit in former IOM-401.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16212R | 001 | Lecture | 2:00-3:50pm | Monday | 25 of 32 | Francis Pereira | JFF LL103 |  | |
| 16214R | 001 | Lecture | 2:00-3:50pm | Wednesday | 15 of 42 | Francis Pereira | JFF LL103 | | |
| 16215R | 001 | Lecture | 4:00-5:50pm | Monday | 25 of 42 | Francis Pereira | JFF LL103 | | |
| 16218R | 001 | Lecture | 4:00-5:50pm | Wednesday | 34 of 42 | Francis Pereira | JFF LL103 | | |
| 16219R | 001 | Lecture | 6:00-7:50pm | Wednesday | 19 of 42 | Francis Pereira | JFF LL103 | |
Application of decision analysis, simulation, and optimization techniques to managerial problems. Learn how to create and present useful spreadsheet models to analyze practical business problems. Recommended preparation: BUAD-310. Duplicates credit in former IOM-427.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16222R | 001 | Lecture | 4:00-5:50pm | Tue, Thu | 20 of 32 | Bala Subramanian, Ashok Srinivasan | BRI202A | |
An overview of key concepts of big data and related digital technologies and their applications to different business problems. Hands-on experience at introductory level.
- Note: The course will offer an overview of key concepts of big data and related digital technologies and provide hands-on experiences at introductory level so students from different backgrounds WITH NO PRIOR EXPERIENCE ON DATA AND TECHNOLOGIES would know how to work with big data in a real firm using state-of-the-art digital tools (Google Analytics, Tableau, Hadoop, Data Miner). The course will also prepare students for a range of data related jobs (marketing, finance, entrepreneurship, management).
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16224R | 001 | Lecture | 4:00-5:50pm | Tue, Thu | 46 of 48 | Tianshu Sun | JFF LL103 |  | |
| 16226R | 001 | Lecture | 6:00-7:50pm | Tue, Thu | 37 of 48 | Tianshu Sun | JFF LL103 | |
Foundational frameworks for understanding the planning and execution of digitally-enabled strategic initiatives. Duplicates credit in former IOM-431.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16225R | 001 | Lecture | 10:00-11:50am | Mon, Wed | 19 of 48 | Ann Majchrzak | JFF LL103 | PDF (912255 KB) | |
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 | 35 of 37 | Douglas Shook | JFF LL103 | PDF (813971 KB) | |
Topics related to project management in a variety of industries such as real estate projects, new product launch, plant location, etc. Duplicates credit in former IOM-455.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16236R | 001 | Lecture | 10:00-11:50am | Tue, Thu | 43 of 46 | Murat Bayiz | JFF236 | |
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 | 6:00-7:50pm | Wednesday | 32 of 32 | Richard Selby | BRI202A | |
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. Web registration open only to graduate business and accounting students. Duplicates credit in the former IOM 505.
- 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 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, Sustainability and Business
- Restriction: Registration open to the following class level(s): Master Student, Professional Year 1, Doctoral Student
- Note: Restricted to MSGSCM Students Only
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16296D | 175 | Lecture | 5:00-8:00pm | Wednesday | 39 of 40 | Greys Sosic | ONLINE | PDF (234952 KB) | |
| 16298R | 411 | Lecture | 5:00-8:00pm | Wednesday | 26 of 40 | Greys Sosic | BRI202 | PDF (234952 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. Open only to graduate business students. Duplicates credit in former IOM 506.
- 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 Research, Business Taxation, Digital Supply Chain Management, Gerontology/Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Sustainability and Business
- Restriction: Registration open to the following class level(s): Master Student, Professional Year 1, Doctoral Student
- Note: Restricted to MSGSCM Students Only
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16297D | 277 | Lecture | 5:00-8:00pm | Wednesday | 40 of 40 (9 on waitlist) | Greys Sosic | ONLINE | PDF (221838 KB) | |
| 16299R | 415 | Lecture | 5:00-8:00pm | Wednesday | 40 of 40 | Greys Sosic | BRI202 | PDF (221838 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/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Administration/Planning, 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, Social Entrepreneurship, Accounting (Data and Analytics)
- Restriction: Registration open to the following class level(s): Doctoral Student, Graduate Visitor, Master Student
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16306R | 033 | 3.0 | Lecture | 6:30-9:30pm | Tuesday | 47 of 48 (15 on waitlist) | Richard Selby | JFF240 | | |
| 16315D | 415 | 1.5 | Lecture | 8:30-11:20am | Friday | 53 of 54 | Stephen Coggeshall | JKP202 | | |
| 16322D | 415 | 1.5 | Lecture | 6:30-9:30pm | Thursday | 55 of 55 | Stephen Coggeshall | JKP110 | |
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 506ab 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/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Administration/Planning, 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)
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16238R | 411 | 1.5 | Lecture | 9:30-12:20pm | Wednesday | 38 of 40 | Robertas Gabrys | BRI202 | | |
| 16240D | 415 | 1.5 | Lecture | 9:30-12:20pm | Wednesday | 39 of 40 (2 on waitlist) | Robertas Gabrys | BRI202 | |
Introduction to data-warehousing, multidimensional database, on-line analytical processing, and survey of business intelligence applications that extract useful information from data warehouses. Business applications emphasized.
- 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 Administration/Planning, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Accounting (Data and Analytics), 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 |
|---|---|---|---|---|---|---|---|---|---|---|
| 16271R | 033 | 3.0 | Lecture | 6:30-9:30pm | Thursday | 66 of 78 | Arif Ansari | JKP212 | |
Overview of highly computational modern statistical learning methods; applications of logistic regression, neural networks, LASSO, trees, boosting and GAM, etc., to finance and marketing data.
- 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 Administration/Planning, 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, Optimization and Supply Chain Management, Social Entrepreneurship, Accounting (Data and Analytics)
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16272R | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 36 of 40 | Robertas Gabrys | BRI202 | PDF (278165 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/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Administration/Planning, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, 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 |
|---|---|---|---|---|---|---|---|---|---|
| 16317R | 411 | Lecture | 6:30-9:30pm | Thursday | 40 of 50 | Vivek Sharma | JKP110 | |
Data cleaning and reshaping; good vs. bad graphics; univariate, bivariate, trivariate, hypervariate, and time series graphics; interactive graphics; web-related computing. Extensive computer applications using R.
- 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 Administration/Planning, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Social Entrepreneurship, Accounting (Data and Analytics), Global Supply Chain Management
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16234D | 033 | Lecture | 11:00-1:50pm | Tuesday | 50 of 50 (2 on waitlist) | Abbass Sharif | JKP202 | | |
| 16235D | 033 | Lecture | 11:00-1:50pm | Thursday | 44 of 44 (1 on waitlist) | Abbass Sharif | JKP202 | | |
| 16275R | 033 | Lecture | 6:30-9:30pm | Wednesday | 16 of 16 (11 on waitlist) | Abbass Sharif | JKP110 | | |
| 16277D | 001 | Lecture | 6:30-9:30pm | Wednesday | 38 of 38 | Abbass Sharif | JKP110 | |
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. Online registration open only to graduate business and accounting majors.
- 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 Administration/Planning, 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, Optimization and Supply Chain Management, Social Entrepreneurship, Accounting (Data and Analytics), Entrepreneurship and Innovation
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Sections 16278 and 16190 for MS Business Analytics students only. No exceptions.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16190D | 033 | Lecture | 6:30-9:30pm | Tuesday | 9 of 9 | Hiroshi Ochiumi | JKP110 | | |
| 16276R | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 53 of 54 | Philip Rogers | JKP212 | | |
| 16278D | 372 | Lecture | 9:00-12:00pm | Saturday | 29 of 32 | Tathagata Dasgupta | ONLINE | | |
| 16280D | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 47 of 48 | Ashok Srinivasan | JKP212 | | |
| 16282R | 033 | Lecture | 6:30-9:30pm | Tuesday | 45 of 45 (7 on waitlist) | Hiroshi Ochiumi | JKP110 | |
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/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Administration/Planning, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: DSO 552 is a required course for first-semester students in the MS in Business Analytics program. Sections 16186 and 16292 are reserved for Business Analytics students. No exceptions.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16186D | 411 | Lecture | 3:30-6:20pm | Monday | 50 of 51 | Abbass Sharif | JKP212 | | |
| 16292D | 411 | Lecture | 6:30-9:30pm | Monday | 45 of 45 | Abbass Sharif | JKP110 | |
NoSQL; semi-structured and unstructured databases; data storage; data manipulation; distributed databases.
- Prerequisite: DSO 552
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), 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 Administration/Planning, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: DSO 553 is a required course for first-semester students in the MS in Business Analytics program. Sections 16188 and 16279 are reserved for Business Analytics students. No exceptions.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16188D | 411 | Lecture | 6:30-9:30pm | Thursday | 30 of 48 | Arsames Qajar | JFF236 | |
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/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Administration/Planning, Business Fundamentals, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Graduate Visitor, Master Student
- Note: If your program is not listed in the Restriction section, please contact your advisor to register for this course.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16185R | 033 | Lecture | 3:30-6:20pm | Thursday | 37 of 40 | Milan Miric | BRI202 | PDF (201025 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: DSO 557A is restricted to MSGSCM students only. No exceptions.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16283D | 033 | Lecture | 5:00-6:20pm | Monday | 48 of 49 | Nick Vyas | JKP204 |  | |
| 16284D | 372 | Lecture | 6:30-8:00pm | Monday | 39 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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16289D | 372 | Lecture | 6:30-8:00pm | Monday | 42 of 42 | Nick Vyas | ONLINE | | |
| 16290D | 033 | Lecture | 5:00-6:20pm | Monday | 35 of 45 | Nick Vyas | JKP204 | |
Applications and models of marketing-related data analyses to the development of data-driven marketing strategies and making data-driven marketing decisions.
- 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 Administration/Planning, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Crosslist: This course is offered by the MKT department but may qualify for major credit in DSO. To register, enroll in MKT 566.
- Note: Duplicates credit in the former DSO 566. Sections 16562 and 16563 are for MS Business Analytics students only. Sections 16546 and 16547 are for all other Marshall graduate students. Please be careful to register for the section assigned to your program.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16546R | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 28 of 28 (6 on waitlist) | Lan Luo | JKP104 | | |
| 16547R | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 29 of 29 (7 on waitlist) | Lan Luo | JKP110 | | |
| 16562D | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 28 of 28 | Lan Luo | JKP104 | | |
| 16563D | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 27 of 27 | Lan Luo | JKP110 | |
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, 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 Administration/Planning, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Accounting (Data and Analytics), Social Entrepreneurship, Optimization and Supply Chain Management
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16285D | 033 | Lecture | 12:30-1:50pm | Mon, Wed | 55 of 56 | Paat Rusmevichientong | JKP104 | | |
| 16287D | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 38 of 52 | Paat Rusmevichientong | JKP102 | |
Advanced applications of data analytics in dynamic strategy formulation and execution; analytics and business methods for data connected enterprises to continuously enhance their competitive advantage.
- 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 Administration/Planning, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Sections 16307 and 16309 are reserved for Business Analytics students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16300R | 033 | Lecture | 6:30-9:30pm | Monday | 12 of 14 | Saeed Mohasseb | JKP202 | | |
| 16303R | 033 | Lecture | 6:30-9:30pm | Tuesday | 15 of 25 | Saeed Mohasseb | JFF236 | | |
| 16307D | 033 | Lecture | 6:30-9:30pm | Monday | 39 of 40 | Saeed Mohasseb | JKP202 | | |
| 16309D | 033 | Lecture | 6:30-9:30pm | Tuesday | 28 of 35 | Saeed Mohasseb | JFF236 | |
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. Recommended preparation: GSBA 504b or GSBA 534. Open only to business majors. Duplicates credit in former IOM 580.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/Dental Surgery, 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 Fundamentals, Business Research, Business Taxation, Gerontology/Business Administration, Global Supply Chain Management, Medicine/Business Administration, Optimization and Supply Chain Management
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16286R | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 52 of 52 (9 on waitlist) | Murat Bayiz | JKP102 | |
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. Duplicates credit in former IOM 581. Open only to business majors.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/Dental Surgery, 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 Fundamentals, Business Research, Business Taxation, Digital Supply Chain Management, Gerontology/Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16288R | 033 | Lecture | 6:30-9:30pm | Thursday | 32 of 78 | Greys Sosic | JKP210 | PDF (256541 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. 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-593.
- Restriction: Registration open to the following class level(s): Master Student, Doctoral Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16312D | 033 | Lecture | TBA | TBA | 18 of 18 | Abbass Sharif,Sriram Dasu, Milan Miric | OFFICE | | |
| 16325D | 415 | Lecture | TBA | TBA | 6 of 20 | Sriram Dasu, Abbass Sharif | OFFICE | | |
| 16328D | 415 | Lecture | TBA | TBA | 0 of 20 | 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 MSBUAN courses.
- 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 Administration/Planning, 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
- Restriction: Registration open to the following class level(s): Master Student
- Note: Recommended Preparation: completion of required MBA, MSGSCM, or MS-BUAN courses.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16314D | 033 | Lecture | TBA | TBA | 33 of 40 | Nick Vyas, Abbass Sharif | OFFICE | | |
| 16324D | 078 | Lecture | TBA | TBA | 3 of 20 | Abbass Sharif | OFFICE | | |
| 16326D | 415 | Lecture | TBA | TBA | 6 of 20 | Nick Vyas | OFFICE | | |
| 16329D | 415 | Lecture | TBA | TBA | 0 of 20 | 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. Duplicates credit in former IOM-597.
- 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 Taxation, Finance, Gerontology/Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration
- Restriction: Registration open to the following class level(s): Master Student, Doctoral Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16318D | 033 | Lecture | TBA | TBA | 1 of 15 | Sriram Dasu | 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 Administration/Planning, Business Taxation, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Business Research, Marketing, 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 |
|---|---|---|---|---|---|---|---|---|---|---|
| Game Data Analytics | ||||||||||
| 16302R | 415 | 1.5 | Lecture | 3:30-6:20pm | Wednesday | 18 of 48 | P Elizabeth Amini | JKP212 | | |
| Healthcare Analytics | ||||||||||
| 16319R | 411 | 1.5 | Lecture | 3:30-6:20pm | Wednesday | 13 of 48 | P Elizabeth Amini | JKP212 | | |
| Digital Analytics Strategy | ||||||||||
| 16320D | 411 | 1.5 | Lecture | 6:30-9:30pm | Wednesday | 24 of 48 | Wendy Hsu | JFF322 | PDF (203390 KB) | |
| Supply Chain Finance | ||||||||||
| 16327R | 372 | 3.0 | Lecture | 5:00-8:00pm | Thursday | 42 of 50 | Nick Vyas, Robert Wang | ONLINE | | |
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 |
|---|---|---|---|---|---|---|---|---|---|
| 16321R | 036 | Lecture | 2:00-4:50pm | Friday | 10 of 15 | Wen Sun | 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 |
|---|---|---|---|---|---|---|---|---|---|---|
| 16333R | 033 | 3.0 | Lecture | 2:00-4:50pm | Wednesday | 5 of 15 | Song-Hee Kim | HOH114 | |