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Data Sciences and Operations (DSO)
- D class assignments for undergraduates available in BRI; 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 | 19 of 36 | Francis Pereira | JFF LL103 |  | |
| 16214R | 001 | Lecture | 2:00-3:50pm | Wednesday | Canceled | Francis Pereira | | ||
| 16215R | 001 | Lecture | 4:00-5:50pm | Monday | 19 of 36 | 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 or BUAD 312.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16222R | 001 | Lecture | 8:00-9:50am | Mon, Wed | 12 of 48 | Alireza Kabirian | JFF LL103 | Word (61814 KB) | |
Implementing transformative digital technologies. Strategies to complete with ERP, blockchain, cloud, cryptocurrency, fintech, insurtech, API economy, digital platforms/ecosystems, open data, AI and ML.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16225R | 001 | Lecture | 6:00-7:50pm | Mon, Wed | 17 of 32 | Rik Reppe, Rik Reppe | ONLINE | PDF (1593420 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 | 2:00-3:50pm | Tue, Thu | 40 of 43 | Arsames Qajar, Douglas Shook | JFF LL103 | |
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 46 | Kathy Takayama | ACC303 | PDF (367736 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 | 29 of 34 | Richard Selby | BRI202A | |
Issues in supply chain management. Supply chain performance and dynamics. Tools for planning, control and coordination. Supply chain design and strategy. Prerequisite: BUAD 311 or BUAD 315x.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16243R | 001 | Lecture | 10:00-11:50am | Mon, Wed | 8 of 36 | Alireza Kabirian | JFF322 | Word (60340 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 |
|---|---|---|---|---|---|---|---|---|---|---|
| Statistical Computing and Data Visualization in R and Tableau | ||||||||||
| 16244R | 001 | 4.0 | Lecture | 4:00-5:50pm | Tue, Thu | 10 of 40 | Lorena Martin | JFF316 | PDF (617685 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 16299 is for MBA and other graduate students. Section 16297 is for MS Global Supply Chain Management students only. Please be mindful of registering for the correct section for your program.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16297D | 277 | Lecture | 6:30-9:30pm | Wednesday | 56 of 62 | Alireza Kabirian | ONLINE | | |
| 16299R | 415 | Lecture | 2:00-4:50pm | Wednesday | 28 of 40 | Alireza Kabirian | BRI202 | |
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 16324 and 16325 are for MBAs and other graduate students. Sections 16315, 16322 and 16323 are core courses for students admitted to the MS Business Analytics program only. Please be mindful of registering for the correct section for your program.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16315D | 415 | 1.5 | Lecture | 6:30-9:30pm | Monday | 62 of 60 | Mohammed Alyakoob | JKP212 | | |
| 16322D | 415 | 1.5 | Lecture | 12:30-3:20pm | Monday | 62 of 62 | Mohammed Alyakoob | JKP212 | | |
| 16323D | 415 | 1.5 | Lecture | 6:30-9:30pm | Tuesday | 64 of 60 | Mohammed Alyakoob | JKP110 | | |
| 16324R | 415 | 1.5 | Lecture | 12:30-3:20pm | Tuesday | 39 of 41 | Mohammed Alyakoob | BRI202 | | |
| 16325R | 372 | 3.0 | Lecture | 9:00-12:00pm | Saturday | 58 of 60 (20 on waitlist) | Tathagata Dasgupta | ONLINE | |
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 16241 is for MSBA students only. MBA and other graduate student should choose section 16240.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16240R | 033 | 3.0 | Lecture | 2:00-3:20pm | Tue, Thu | 15 of 15 (2 on waitlist) | Robertas Gabrys | JFF322 | | |
| 16241D | 033 | 3.0 | Lecture | 2:00-3:20pm | Tue, Thu | 32 of 33 (3 on waitlist) | Robertas Gabrys | JFF322 | |
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/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, 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, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Business Research, Public Health/Social Entrepreneurship, Finance
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Sections 16227 is for MBA and other graduate students. Section 16228 is for IBEAR MBA students only. Sections 16269 and 16271 taught by Prof. Coggeshall are intended for students admitted to the MS in Business Analytics program. Nevertheless, students meeting the following requirements can register via USC Web Registration: prior statistics course including regression analysis, medium level proficiency in Python coding, and a knowledge of basic concepts of machine learning. If the class is full, students can request a Wait List form from registration@marshall.usc.edu
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16227R | 033 | 3.0 | Lecture | 11:00-12:20pm | Tue, Thu | 25 of 27 | Arif Ansari | JKP204 | | |
| 16228D | 033 | 3.0 | Lecture | 11:00-12:20pm | Tue, Thu | 27 of 30 | Arif Ansari | JKP204 | | |
| 16269R | 372 | 3.0 | Lecture | 3:30-6:20pm | Monday | 40 of 65 | Stephen Coggeshall | ONLINE | | |
| 16271R | 372 | 3.0 | Lecture | 6:30-9:30pm | Monday | 52 of 65 | Stephen Coggeshall | ONLINE | |
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 |
|---|---|---|---|---|---|---|---|---|---|
| 16305R | 033 | Lecture | 11:00-12:20pm | Mon, Wed | 54 of 56 (3 on waitlist) | Inga Maslova | JKP204 | |
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. Please be mindful of registering for the correct section for your program.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16279R | 415 | Lecture | 6:30-9:30pm | Monday | 37 of 45 | Inge Lindholm | JFF241 | | |
| 16282D | 415 | Lecture | 6:30-9:30pm | Monday | 2 of 2 | Inge Lindholm | JFF241 | |
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 for Masters of Business Taxation Students only. Section 16277 is for Master of Accounting Students only. 16234, 16235 and 16275 for the MS Business Analytics students only. Please be mindful of registering for the correct section for your program.
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16187D | 001 | 1.5 | Lecture | 2:00-3:20pm | Tuesday | 31 of 31 | Lorena Martin | JKP202 | | |
| 16234D | 033 | 3.0 | Lecture | 2:00-4:50pm | Tuesday | 55 of 55 | Abbass Sharif | JKP212 |  | |
| 16235D | 033 | 3.0 | Lecture | 2:00-4:50pm | Thursday | 69 of 70 | Abbass Sharif | JKP212 | | |
| 16275D | 033 | 3.0 | Lecture | 6:30-9:30pm | Wednesday | 61 of 60 | Abbass Sharif | JKP110 | | |
| 16277D | 001 | 3.0 | Lecture | 12:30-3:20pm | Thursday | 37 of 37 | Lorena Martin | JKP202 | |
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
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16192, 16276, 16304 are for MBA and other graduate students. Sections 16190 and 16306 are for MS Business Analytics Students only. Section 16191 is for IBEAR MBA students only. Sections 16280 and 16307 are for MS Global Supply Chain Management students only. Please be mindful of registering for the correct section for your program.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16190D | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 10 of 10 (3 on waitlist) | Hiroshi Ochiumi | JKP112 | | |
| 16191D | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 40 of 40 (2 on waitlist) | Hiroshi Ochiumi | JKP112 | | |
| 16192R | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 13 of 10 (5 on waitlist) | Hiroshi Ochiumi | JKP112 | | |
| 16267D | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 35 of 36 (5 on waitlist) | Hiroshi Ochiumi | JFF417 | | |
| 16276R | 033 | Lecture | 11:00-12:20pm | Tue, Thu | 52 of 54 (7 on waitlist) | Hiroshi Ochiumi | JKP102 | | |
| 16280D | 033 | Lecture | 6:30-9:30pm | Tuesday | 40 of 42 | Hiroshi Ochiumi | JKP104 | | |
| 16281D | 372 | Lecture | 6:30-9:30pm | Tuesday | Canceled | | |||
| 16304R | 372 | Lecture | 6:30-9:30pm | Monday | 46 of 48 (1 on waitlist) | Bala Subramanian | ONLINE | | |
| 16306D | 372 | Lecture | 6:30-9:30pm | Monday | 14 of 14 (2 on waitlist) | Bala Subramanian | ONLINE | | |
| 16307D | 372 | Lecture | 6:30-9:30pm | Monday | 1 of 1 | Bala Subramanian | 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 16278 is for MBA and other graduate students. Section 16223 is for MS Business Analytics Students. Please be mindful of registering for the correct section for your program.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16223D | 033 | Lecture | 11:00-12:20pm | Mon, Wed | 10 of 13 (1 on waitlist) | Ann Majchrzak | ONLINE | Word (171153 KB) | |
| 16278D | 033 | Lecture | 11:00-12:20pm | Mon, Wed | 25 of 34 | Ann Majchrzak | ONLINE | Word (171153 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 and 16295 are for MSBA students only. Please be mindful of registering for the correct section for your program.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16186D | 411 | Lecture | 3:30-6:20pm | Monday | 61 of 58 | Dawn Porter | JKP212 | | |
| 16292D | 411 | Lecture | 6:30-9:30pm | Monday | 63 of 58 | Dawn Porter | JKP212 | | |
| 16295D | 411 | Lecture | 6:30-9:30pm | Tuesday | 58 of 58 | Dawn Porter | JKP110 | |
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: 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 | 14 of 14 | Omar El Sawy | ONLINE | Word (70745 KB) | |
| 16231D | 033 | Lecture | 3:30-6:20pm | Thursday | 25 of 26 (11 on waitlist) | Omar El Sawy | ONLINE | Word (70745 KB) | |
| 16301D | 033 | Lecture | 6:30-9:30pm | Wednesday | 25 of 26 (6 on waitlist) | Omar El Sawy | ONLINE | Word (72238 KB) | |
| 16302R | 033 | Lecture | 6:30-9:30pm | Wednesday | 14 of 14 (3 on waitlist) | Omar El Sawy | ONLINE | Word (72238 KB) | |
| 16330R | 033 | Lecture | 6:30-9:30pm | Thursday | 24 of 25 (1 on waitlist) | Omar El Sawy | ONLINE | Word (70800 KB) | |
| 16331D | 033 | Lecture | 6:30-9:30pm | Thursday | 13 of 15 | Omar El Sawy | ONLINE | Word (70800 KB) | |
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: DSO 557B is an MS Global Supply Chain Management core course, and is for students admitted to the MS GSCM program only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16289D | 372 | Lecture | 8:00-9:20pm | Monday | Canceled | Nick Vyas | | ||
| 16290D | 033 | Lecture | 5:00-6:20pm | Monday | 37 of 37 | Nick Vyas | BRI202 | | |
| 16298D | 372 | Lecture | 6:30-7:50pm | Tuesday | 47 of 47 | Nick Vyas | ONLINE | | |
| 16300D | 033 | Lecture | 6:30-7:50pm | Monday | 33 of 37 | Nick Vyas | BRI202 | |
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: DSO 560, Section 16285 is for MS Business Analytics students only.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16285D | 277 | Lecture | 6:30-9:30pm | Thursday | 41 of 60 | Yu Chen | ONLINE | |
Applications and models of marketing-related data analyses to the development of data-driven marketing strategies and making data-driven marketing decisions. Duplicates credit in the former DSO 566.
- 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
- Crosslist: This course is offered by the MKT department but may qualify for major credit in DSO. To register, enroll in MKT 566.
- Note: Sections 16546, 16547 and 16550 are for MBAs and other graduate students. Sections 16562 and 16563 are for MS Business Analytics students only. Please be mindful of registering for the correct section for your program. Duplicates credit in the former DSO 566.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16546R | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 27 of 27 (10 on waitlist) | Dennis Schorr | JKP104 | | |
| 16547R | 033 | Lecture | 3:30-4:50pm | Mon, Wed | 24 of 27 (7 on waitlist) | Dennis Schorr | JKP104 | | |
| 16550R | 033 | Lecture | 12:30-3:20pm | Saturday | 55 of 70 | Dennis Schorr | JKP212 | | |
| 16562D | 033 | Lecture | 2:00-3:20pm | Mon, Wed | 26 of 27 | Dennis Schorr | JKP104 | | |
| 16563D | 033 | Lecture | 3:30-4:50pm | Mon, Wed | 25 of 26 | Dennis Schorr | JKP104 | |
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: Sections 16291, 16293 and 16294 are for MSBA students only. Please be mindful of registering for the correct section for your program.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16291D | 033 | Lecture | 9:30-10:50am | Tue, Thu | 51 of 51 | Peng Shi | JFF414 | PDF (404900 KB) | |
| 16293D | 033 | Lecture | 11:00-12:20pm | Tue, Thu | 75 of 60 | Peng Shi | JKP110 | PDF (404900 KB) | |
| 16294D | 033 | Lecture | 6:00-9:00pm | Thursday | 60 of 60 | Hiroshi Ochiumi | JFF LL125 | |
Foundation in digital analytics in tandem with digital strategy and solutions through a design thinking approach to working with digital and web data.
- 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/Systems Architecting and Engineering, 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, Public Health/Social Entrepreneurship, Social Entrepreneurship, Global Supply Chain Management, Business Administration/Urban Planning
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: Section 16313 is for MBAs and other graduate students. Section 16320 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 |
|---|---|---|---|---|---|---|---|---|---|
| 16313D | 411 | Lecture | 6:30-9:30pm | Thursday | 16 of 30 | Kathleen Davis | ONLINE | | |
| 16320D | 411 | Lecture | 6:30-9:30pm | Thursday | 16 of 30 | Kathleen Davis | ONLINE | |
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/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 | 23 of 30 | Saeed Mohasseb | JFF236 | | |
| 16309D | 033 | Lecture | 6:30-9:30pm | Tuesday | 25 of 30 | 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.
- 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 | 12:30-1:50pm | Tue, Thu | 52 of 50 (21 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.
- 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
- Note: Section 16288 is for MBA and other graduate students. Sections 16321 and 16329 are for MS Global Supply Chain Management students only. Please be mindful of registering for the correct section for your program.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16288R | 372 | Lecture | 6:30-9:30pm | Wednesday | 55 of 58 | Bala Subramanian | ONLINE | | |
| 16321D | 372 | Lecture | 6:30-9:30pm | Tuesday | 49 of 50 | Bala Subramanian | ONLINE | | |
| 16329D | 033 | Lecture | 2:00-4:50pm | Wednesday | 70 of 70 | Ardavan Asef-Vaziri | JKP112 | |
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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16327R | 372 | Lecture | 6:30-9:30pm | Thursday | 58 of 60 | 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 | 2 of 18 | Francis Pereira | 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 | 5 of 20 | Dawn Porter,Nick Vyas | OFFICE | | |
| 16314D | 033 | Lecture | TBA | TBA | 31 of 40 | Nick Vyas, Dawn Porter | 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 | | ||
| 16317D | 415 | Lecture | TBA | TBA | 0 of 20 | 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 | 0 of 15 | 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 |
|---|---|---|---|---|---|---|---|---|---|---|
| HR and People Analytics | ||||||||||
| 16229R | 415 | 1.5 | Lecture | 6:30-9:30pm | Wednesday | 10 of 30 | Jeff Higgins | JKP202 | PDF (306640 KB) | |
| HR and People Analytics | ||||||||||
| 16232D | 415 | 1.5 | Lecture | 6:30-9:30pm | Wednesday | 24 of 30 | Jeff Higgins | JKP202 | PDF (306640 KB) | |
| Sports Performance Analytics | ||||||||||
| 16311D | 411 | 1.5 | Lecture | 12:30-3:20pm | Monday | 27 of 30 | Lorena Martin | JKP212 | PDF (400655 KB) | |
| Sports Performance Analytics | ||||||||||
| 16319R | 411 | 1.5 | Lecture | 12:30-3:20pm | Monday | 20 of 30 | Lorena Martin | JKP212 | PDF (400655 KB) | |
Introduction to Decision Analysis; MDP model formulation and examples; Finite horizon models; Infinite-horizon models: Discounted MDPs; Average reward criteria; Continuous-time models. Open only to doctoral students. Duplicates credit in former IOM-677.
- Restriction: Registration open to the following class level(s): Doctoral Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16328R | 033 | Lecture | 11:00-1:50pm | Tuesday | 4 of 15 | Paat Rusmevichientong | HOH506 | |
Exploration of emerging topics, literature and research techniques in contemporary data sciences, operations management, supply chain management, and/or decision support systems.
- Restriction: Registration open to the following class level(s): Doctoral Student
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| Statistics Theory | ||||||||||
| 16333R | 033 | 3.0 | Lecture | 11:00-1:50pm | Monday | 13 of 18 | Adel Javanmard | BRI8 | | |