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Data Sciences and Operations (DSO)
- D class assignments for undergraduates available in BRI-401; 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.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16212R | 001 | Lecture | 4:00-5:50pm | Monday | 36 of 48 | Francis Pereira | JFF LL103 | PDF (725747 KB) |  |
| 16215D | 001 | Lecture | 6:00-7:50pm | Monday | Canceled | PDF (725747 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 | 12:00-1:50pm | Mon, Wed | 46 of 48 | Robertas Gabrys | JFF LL103 | PDF (301170 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 | 45 of 46 | Douglas Shook | JFF LL103 | PDF (363947 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 | 12:00-1:50pm | Tue, Thu | 17 of 40 | Francis Pereira | ACC303 | PDF (458219 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 | 10:00-11:50am | Tue, Thu | 38 of 46 | Kathy Takayama | ACC303 | PDF (331586 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 | 2:00-3:50pm | Mon, Wed | 46 of 46 | Austin Pollok | JFF316 | PDF (387542 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 | Wednesday | 32 of 34 | Richard Selby | JFF LL103 | PDF (250182 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 16296 is for MS Global Supply Chain Management students. However, if there are still seats available MBAs and other graduate students may register starting 8/15/22. Section 16296 has 1hr of asynchronous (pre-recorded) material and 2 hrs of synchronous (live) classes.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16296R | 175 | Lecture | 6:30-8:30pm | Tuesday | 45 of 60 | Christopher Gopal | ONLINE | Word (68055 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 students enrolled in the MSGSCM program. However, if there are still seats available MBAs and other graduate students may register starting 8/15/22. 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 | Monday | 35 of 60 | Alireza Kabirian | ONLINE | | |
| 16299R | 415 | Lecture | 3:30-4:50pm | Mon, Wed | 46 of 54 | Alireza Kabirian | JKP102 | PDF (347125 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, 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, 16322, and 16323 are MS Business Analytics core courses and are for students admitted to the MSBA program only. Sections 16324 and 16325 are for MBAs and other graduate students.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16315D | 415 | 1.5 | Lecture | 2:00-3:20pm | Tue, Thu | 91 of 92 | Mohammed Alyakoob | JFF LL125 | | |
| 16322D | 415 | 1.5 | Lecture | 3:30-4:50pm | Tue, Thu | 75 of 77 | Mohammed Alyakoob | JFF LL125 | | |
| 16323D | 415 | 1.5 | Lecture | 6:30-9:30pm | Tuesday | 31 of 31 | Mohammed Alyakoob | JKP212 | | |
| 16324R | 415 | 1.5 | Lecture | 6:30-9:30pm | Thursday | 51 of 57 | Mohammed Alyakoob | JKP202 | PDF (275029 KB) | |
| 16325R | 372 | 3.0 | Lecture | 9:00-11:50am | Saturday | 58 of 61 | Tathagata Dasgupta | ONLINE | PDF (297406 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 and 16243 is for MBAs and other graduate students. Section 16241 is for MS Business Analytics students only. Section 16243 is open for all students on 5/3/22.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16240R | 033 | 3.0 | Lecture | 11:00-1:50pm | Tuesday | 9 of 10 (4 on waitlist) | Robertas Gabrys | JKP102 | PDF (349907 KB) | |
| 16241D | 033 | 3.0 | Lecture | 11:00-1:50pm | Tuesday | 44 of 44 | Robertas Gabrys | JKP102 | | |
| 16243R | 033 | 3.0 | Lecture | 11:00-12:20pm | Mon, Wed | 53 of 54 | Inga Maslova | JFF414 | PDF (315011 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, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Sections 16227, 16269, and 16271 are for MS Business Analytics students. However, if there are seats available students may register in section 16271 starting 5/23/22. Section 16228 is for IBEAR students. However, if there are still seats available students may register in section 16228 starting 8/9/22. Sections 16228 and 16271 will be taught at a fast pace and are intended for students entering the STEM fields.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16227D | 033 | Lecture | 11:00-1:50pm | Thursday | 7 of 10 | Arif Ansari | JKP102 | | |
| 16228R | 033 | Lecture | 11:00-1:50pm | Thursday | 26 of 42 | Arif Ansari | JKP102 | | |
| 16269D | 033 | Lecture | 6:30-9:20pm | Monday | 48 of 54 | Cosimo Arnesano | JKP212 | | |
| 16271R | 033 | Lecture | 6:30-9:20pm | Thursday | 56 of 54 | Cosimo Arnesano | 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/Jewish Nonprofit Management, 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, Accounting (Data and Analytics), Business Administration/Industrial & Systems Engineering, Business Analytics, Business Administration/Pharmacy
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16305D | 033 | Lecture | 11:00-12:20pm | Mon, Wed | Canceled | PDF (244394 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 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 |
|---|---|---|---|---|---|---|---|---|---|
| 16279R | 411 | Lecture | 11:00-1:50pm | Tuesday | 11 of 15 | Inge Lindholm | JKP204 | PDF (385431 KB) | |
| 16282D | 411 | Lecture | 11:00-1:50pm | Tuesday | 34 of 37 | Inge Lindholm | JKP204 | |
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, 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: Section 16187 is a core course for MS Business Taxation students and is for students admitted to the MBT program only. Sections 16234, 16235, and 16275 are core courses for the MS Business Analytics program and are for students admitted to the MSBA program only. Section 16277 is a core course for the MS Accounting Data and Analytics program and is for students admitted to the Macc D+A program only. Section 16278 is for MBAs and other graduate students.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16187D | 001 | 1.5 | Lecture | 12:30-1:50pm | Tuesday | 23 of 24 | Lorena Martin | JKP202 | | |
| 16234D | 033 | 3.0 | Lecture | 6:30-9:30pm | Tuesday | 83 of 84 | Lorena Martin, Grace Gu | JFF LL125 |  | |
| 16235D | 033 | 3.0 | Lecture | 5:00-6:20pm | Tue, Thu | 95 of 97 | Lorena Martin, Grace Gu | JFF LL125 | | |
| 16275D | 033 | 3.0 | Lecture | 6:30-9:30pm | Thursday | 30 of 31 | Lorena Martin, Grace Gu | JFF LL125 | | |
| 16277D | 001 | 3.0 | Lecture | 2:00-3:20pm | Tue, Thu | 5 of 5 | Lorena Martin | JKP202 | | |
| 16278R | 033 | 3.0 | Lecture | 2:00-3:20pm | Tue, Thu | 47 of 49 | Lorena Martin | JKP202 | PDF (552647 KB) | |
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, 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 16190 and 16280 are for MS Business Analytics students. Section 16191 is for IBEAR students. Sections 16267 and 16276 are for MS Global Supply Chain Students. Sections 16281 and 16304 are for MBAs and other graduate students. If there are seats available non-IBEAR students may start enrolling in section 16191 starting 8/18/22.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16190D | 033 | Lecture | 12:30-1:50pm | Mon, Wed | 4 of 10 | Bala Subramanian | JKP102 | | |
| 16191R | 033 | Lecture | 12:30-1:50pm | Mon, Wed | 17 of 36 | Bala Subramanian | JKP102 | | |
| 16267D | 033 | Lecture | 11:00-12:20pm | Mon, Wed | 36 of 37 | Bala Subramanian | JKP104 | | |
| 16276D | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 36 of 36 (4 on waitlist) | Hiroshi Ochiumi | JFF417 | | |
| 16280D | 033 | Lecture | 6:30-9:20pm | Tuesday | 13 of 17 | Hiroshi Ochiumi | JKP102 | | |
| 16281R | 033 | Lecture | 6:30-9:20pm | Tuesday | 25 of 25 (3 on waitlist) | Hiroshi Ochiumi | JKP102 | PDF (264219 KB) | |
| 16304R | 372 | Lecture | 5:00-6:20pm | Tue, Thu | 52 of 54 | Hiroshi Ochiumi | ONLINE | |
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 16223 is for MS Business Analytics students. However, if seats are available MBAs and other graduate students may start registering on 5/23/22.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16223R | 033 | Lecture | 6:30-9:30pm | Wednesday | 34 of 42 (1 on waitlist) | Rik Reppe | JKP212 | PDF (318862 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, 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: Sections 16186, 16292, 16295, and 16302 are core classes for MS Business Analytics students, and are for students admitted to the MSBA program only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16186D | 411 | Lecture | 2:00-4:50pm | Tuesday | 61 of 64 | Robertas Gabrys | JFF LL125 | | |
| 16292D | 411 | Lecture | 2:00-4:50pm | Thursday | 25 of 27 | Robertas Gabrys | JFF LL125 | | |
| 16295D | 411 | Lecture | 6:30-9:20pm | Tuesday | 23 of 25 | Robertas Gabrys | JKP212 | | |
| 16302D | 411 | Lecture | 9:30-12:20pm | Thursday | 41 of 42 | Robertas Gabrys | JKP204 | |
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: Section 16330 and 16336 are for MBAs and other graduate students. Section 16331 is for MS Business Analytics students.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16330R | 033 | Lecture | 6:30-9:30pm | Wednesday | 14 of 14 | Inge Lindholm | JKP102 | PDF (483855 KB) | |
| 16331D | 033 | Lecture | 6:30-9:30pm | Wednesday | 27 of 25 (15 on waitlist) | Inge Lindholm | JKP102 | | |
| 16336R | 033 | Lecture | 6:30-9:30pm | Monday | 41 of 43 | Inge Lindholm | JFF316 | |
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 MS Global Supply Chain Mangement core courses, and are for students admitted to the MS GSCM program only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16306D | 033 | Lecture | 11:00-12:20pm | Monday | 34 of 36 | Nick Vyas | BRI8 | | |
| 16307D | 033 | Lecture | 2:00-3:20pm | Monday | 41 of 42 | Nick Vyas | ACC303 | | |
| 16311D | 372 | Lecture | 5:00-6:20pm | Tuesday | 34 of 60 | 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 MS Global Supply Chain Management core courses, and are for students admitted to the MS GSCM program only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16290D | 033 | Lecture | 6:30-7:50pm | Monday | 36 of 36 | Nick Vyas | BRI8 | | |
| 16298D | 372 | Lecture | 8:00-9:20pm | Wednesday | 50 of 60 | Nick Vyas | ONLINE | | |
| 16300D | 033 | Lecture | 8:00-9:30pm | Monday | 35 of 36 | Nick Vyas | BRI8 | |
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 | Thursday | 44 of 48 | Richard Selby | JFF239 | |
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.
- Prerequisite: DSO 545
- Corequisite: DSO 530
- Note: Section 16285 is for MS Business Analytics students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16285D | 277 | Lecture | 6:30-9:20pm | Thursday | 52 of 60 (1 on waitlist) | Yu Chen | ONLINE | |
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, 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: Section 16273, 16291, 16293, and 16294 are core courses for the MS Business Analytics program and are for students admitted to the MSBA program only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16273D | 033 | Lecture | 9:30-12:20pm | Thursday | 28 of 28 | Austin Pollok | JKP104 | | |
| 16291D | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 63 of 63 | Austin Pollok | JKP212 | | |
| 16293D | 033 | Lecture | 6:30-9:20pm | Monday | 30 of 30 | Austin Pollok | HOH2 | | |
| 16294D | 033 | Lecture | 12:30-1:50pm | Mon, Wed | 73 of 75 | Austin Pollok | JKP212 | |
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 | 3 of 10 | Saeed Mohasseb | JFF236 | PDF (265406 KB) | |
| 16309D | 033 | Lecture | 6:30-9:30pm | Tuesday | 36 of 42 (3 on waitlist) | Saeed Mohasseb | JFF236 | |
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 | 415 | Lecture | 11:00-1:50pm | Thursday | 37 of 54 | Lorena Martin | ONLINE | PDF (466532 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 | 52 of 50 (3 on waitlist) | Murat Bayiz | JKP212 | PDF (179709 KB) | |
| 16287R | 033 | Lecture | 6:30-9:30pm | Thursday | 47 of 45 (3 on waitlist) | Murat Bayiz | JFF236 | PDF (179709 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 | Mon, Wed | 46 of 54 | Alireza Kabirian | JKP212 | PDF (247663 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 16327 is for students enrolled in the MS Global Supply Chain Management program. However, if there are still seats available MBAs and other graduate students may register starting 8/15/22.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16327R | 372 | Lecture | 6:30-9:30pm | Thursday | 59 of 64 | Christopher Gopal | ONLINE | Word (153758 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 | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16310D | 033 | 0.5-4.0 | Lecture | TBA | TBA | 0 of 15 | OFFICE | | ||
| 16321D | 415 | 0.5-3.0 | Lecture | TBA | TBA | 1 of 5 | Murat Bayiz | 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 | 6 of 18 | Dawn Porter,Robertas Gabrys | OFFICE | | |
| 16317D | 415 | Lecture | TBA | TBA | 2 of 18 | Dawn Porter,Mohammed Alyakoob | 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 | 8 of 20 | Dawn Porter,Nick Vyas | OFFICE | | |
| 16314D | 033 | Lecture | TBA | TBA | 74 of 100 | 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 | 32 of 35 | Robertas Gabrys,Dylan Fonseca | 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
- Note: Sections 16226 and 16233 are for MBAs and other graduate students. Sections 16229 and 16232 are for MS Business Analytics students only. Additional course information can be found at www.marshall.usc.edu/registrationpolicies
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| Accelerating Machine Learning Driven Business Transformation | ||||||||||
| 16226R | 372 | 3.0 | Lecture | 9:00-11:50am | Saturday | 9 of 10 | Sudi Bhattacharya | ONLINE | Word (88571 KB) | |
| Accelerating Machine Learning Driven Business Transformation | ||||||||||
| 16229D | 372 | 3.0 | Lecture | 9:00-11:50am | Saturday | 40 of 50 | Sudi Bhattacharya | ONLINE | Word (88571 KB) | |
| Smart City Tactics, Technologies, and Operations | ||||||||||
| 16232D | 033 | 3.0 | Lecture | 6:30-9:30pm | Wednesday | 5 of 18 | Ted Ross | HOH2 | PDF (356962 KB) | |
| Smart City Tactics, Technologies, and Operations | ||||||||||
| 16233R | 033 | 3.0 | Lecture | 6:30-9:30pm | Wednesday | 19 of 34 | Ted Ross | HOH2 | PDF (356962 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 | 10:00-12:50pm | Thursday | 7 of 15 | Gourab Mukherjee | ACC312 | |
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 |
|---|---|---|---|---|---|---|---|---|---|---|
| Causal Inference with Modern Machine Learning Methods | ||||||||||
| 16334R | 033 | 3.0 | Lecture | 1:30-4:20pm | Friday | 7 of 18 | Yingying Fan | JFF328 | PDF (175662 KB) | |