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Data Sciences and Operations (DSO)
- D class assignments for undergraduates available in BRI104; phone (213) 740-0690.
- D class assignments for graduate students available in HOH103; phone (213) 740-5424.
- 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 in HOH103,(213) 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 |
|---|---|---|---|---|---|---|---|---|---|
| 16214R | 001 | Lecture | 2:00-3:50pm | Monday | 30 of 32 | Francis Pereira | BRI202A |  | |
| 16215R | 001 | Lecture | 4:00-5:50pm | Monday | 29 of 32 | Francis Pereira | BRI202A | | |
| 16218R | 001 | Lecture | 4:00-5:50pm | Wednesday | 30 of 32 | Francis Pereira | BRI202A | | |
| 16219R | 001 | Lecture | 6:00-7:50pm | Wednesday | 27 of 32 | Francis Pereira | BRI202A | |
Applied understanding of how work group databases are used to analyze business information. Create real world software applications used in accounting, finance, marketing and operations. Duplicates credit in former IOM 402.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16220R | 001 | Lecture | 6:00-7:50pm | Tuesday | 21 of 32 | Wayne Wilmeth | BRI202A | |
Application of decision analysis, simulation, and optimization techniques to managerial problems. Learn how to create and present useful spreadsheet models to analyze practical business problems. Recommended preparation: BUAD 310. Duplicates credit in former IOM 427.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16222R | 001 | Lecture | 4:00-5:50pm | Tue, Thu | 28 of 32 | Omeed Selbe | BRI202A | |
Foundational frameworks for understanding the planning and execution of digitally-enabled strategic initiatives. Duplicates credit in former IOM 431.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16225R | 001 | Lecture | 10:00-11:50am | Mon, Wed | 25 of 30 | Ann Majchrzak | BRI202A | Word (275902 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 |
|---|---|---|---|---|---|---|---|---|---|
| 16228R | 001 | Lecture | 2:00-3:50pm | Mon, Wed | 46 of 46 | Douglas Shook | JKP102 | PDF (470212 KB) | |
Understanding the entertainment and media industries, the effects of the internet, mobile and new information-communication technologies on the business models and management of these industries. Duplicates credit in former IOM 443.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16234R | 001 | Lecture | 2:00-3:50pm | Tue, Thu | 15 of 30 | Francis Pereira | ACC205 | |
Topics related to project management in a variety of industries such as real estate projects, new product launch, plant location, etc. Duplicates credit in former IOM 455.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16236R | 001 | Lecture | 10:00-11:50am | Tue, Thu | 31 of 32 | Murat Bayiz | BRI202A | |
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.
- Note: Note: This course is scheduled from 6:30-8:20 PM
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16244R | 001 | Lecture | 6:30-8:20pm | Tuesday | 33 of 35 | Richard Selby | ACC205 |  | |
| 16245R | 001 | Lecture | 6:30-8:20pm | Thursday | 26 of 35 | Richard Selby | ACC205 | |
Sustainability concepts and frameworks, design for environment, closed-loop supply chains, sustainability in sourcing, green facilities, renewable energy, facility location and transportation decisions, strategic sustainability implementation. Web registration open only to graduate business and accounting students. Duplicates credit in the former IOM 505.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Gerontology/Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Sustainability and Business
- Restriction: Registration open to the following class level(s): Master Student, Professional Year 1, Doctoral Student
- Note: This Section is for MSGSCM Students Only
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16298D | 411 | Lecture | 5:00-8:00pm | Wednesday | 34 of 40 | Greys Sosic | BRI202 | PDF (201189 KB) | |
Factors to consider when making sourcing decisions (costs, prices, ethics, globalization); Impact of sourcing on other activities such as product design or inventory management. Open only to graduate business students. Duplicates credit in former IOM 506.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Digital Supply Chain Management, Gerontology/Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Sustainability and Business
- Restriction: Registration open to the following class level(s): Master Student, Professional Year 1, Doctoral Student
- Note: This Section is for MSGSCM Students Only
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16299D | 415 | Lecture | 5:00-8:00pm | Wednesday | 32 of 40 | Greys Sosic | BRI202 | PDF (209026 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. Online registration open to graduate business and accounting students.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Analytics, Business Research, Business Taxation, Gerontology/Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management
- Note: Section 16301 - Business Analytics Students Only - NO EXCEPTIONS 16305 - See registration restriction above.
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16301D | 033 | Lecture | 5:00-6:20pm | Tue, Thu | 52 of 55 | Richard Selby | JKP112 | | |
| 16305R | 033 | Lecture | 6:30-9:30pm | Monday | 39 of 40 (14 on waitlist) | Richard Selby | HOH305 | |
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. Recommended preparation: GSBA 506ab or GSBA 524 or (GSBA 516 and GSBA 545). Web registration open only to graduate business and accounting students. Duplicates credit in former IOM 522.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Analytics, Business Research, Business Taxation, Gerontology/Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management
- Restriction: Registration open to the following class level(s): Master Student, Doctoral Student
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16270R | 033 | 3.0 | Lecture | 6:30-9:30pm | Wednesday | 37 of 39 | Robertas Gabrys | ACC236 | |
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. Web registration open only to graduate business students. Duplicates credit in former IOM 528.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Analytics, Business Research, Business Taxation, Gerontology/Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Marketing, Medicine/Business Administration
- Restriction: Registration open to the following class level(s): Master Student, Doctoral Student
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16271R | 033 | 3.0 | Lecture | 6:30-9:30pm | Thursday | 39 of 50 | Arif Ansari | JKP210 | |
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. Web registration open only to graduate business students. Duplicates credit in former IOM 530.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Analytics, Business Research, Business Taxation, Gerontology/Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16272R | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 44 of 50 | Abbass Sharif | JKP112 | |
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. Recommended preparation: completion of first-year M.B.A. courses. Online registration open only to graduate business and accounting majors. Duplicates credit in the former IOM 547.
- Restriction: Registration open to the following major(s): Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Analytics, Business Research, Business Taxation, Entrepreneurship and Innovation, Gerontology/Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Accounting
- Restriction: Registration open to the following class level(s): Master Student, Doctoral Student
- Note: Section 16276 is for MSBUAN and MSGSCM Students Only
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16276D | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 37 of 45 | Omeed Selbe | JKP112 | | |
| 16278D | 372 | Lecture | 9:00-12:00pm | Saturday | 31 of 45 | Tathagata Dasgupta | ONLINE | | |
| 16280R | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 42 of 45 | Omeed Selbe | JKP212 | | |
| 16282R | 033 | Lecture | 6:30-9:30pm | Tuesday | 44 of 46 (3 on waitlist) | Omeed Selbe | JKP102 | |
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
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16283D | 033 | Lecture | 5:00-6:20pm | Tuesday | 33 of 40 | Nick Vyas | BRI202 |  | |
| 16284D | 372 | Lecture | 5:00-6:20pm | Tuesday | 38 of 45 | Nick Vyas | 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. Online registration open only to graduate business and accounting students.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Analytics, Business Research, Business Taxation, Gerontology/Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration
- Note: This Section for Business Analytics Students Only
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16307D | 033 | Lecture | 6:30-9:30pm | Monday | 34 of 39 | Saeed Mohasseb | ACC236 | |
Applications of systems theory and concepts, matrix organizational structures, PERT/CPM project modeling, and management information systems to the management of complex and critical projects. Recommended preparation: GSBA 504b or GSBA 534. Open only to business majors. Duplicates credit in former IOM 580.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/Dental Surgery, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Fundamentals for Non-Business Professionals, Business Research, Business Taxation, Gerontology/Business Administration, Global Supply Chain Management, Medicine/Business Administration, Optimization and Supply Chain Management
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16286R | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 51 of 51 (30 on waitlist) | Murat Bayiz | JKP102 | |
Issues in supply chain management. Supply chain performance and dynamics. Tools for planning, control and coordination. Supply chain design and strategy. Recommended preparation: GSBA 504b or GSBA 534. Duplicates credit in former IOM 581. Open only to business majors.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/Dental Surgery, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Fundamentals for Non-Business Professionals, Business Research, Business Taxation, Digital Supply Chain Management, Gerontology/Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16288R | 033 | Lecture | 6:30-9:30pm | Thursday | 43 of 48 | Greys Sosic | JKP212 | PDF (811939 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 | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16296D | 108 | 1.0 | Lecture | TBA | TBA | 1 of 1 | Nick Vyas | OFFICE | | |
| 16308D | 033 | 1.0-5.0 | Lecture | TBA | TBA | 2 of 15 | Yehuda Bassok, Robertas Gabrys | 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 | Yehuda Bassok | OFFICE | | |
| 16311D | 415 | Lecture | TBA | TBA | 1 of 10 | Yehuda Bassok, Sampath Rajagopalan | OFFICE | |
Independent research beyond normal course offerings. Proposal, research and written report/paper required. Graded CR/NC. Recommended preparation: completion of required M.B.A, M.Acc., or M.B.T. courses. Open only to graduate students. Duplicates credit in former IOM 593.
- Restriction: Registration open to the following class level(s): Master Student, Doctoral Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16312D | 033 | Lecture | TBA | TBA | 0 of 15 | Yehuda Bassok | OFFICE | |
Supervised on-the-job business experience in the student's area of interest. (Curricular Practical Training) Graded CR/NC. Recommended preparation: completion of required M.B.A, M.Acc., or M.B.T. courses. Open only to master's business students. Duplicates credit in former IOM 595.
- Restriction: Registration open to the following major(s): Business Administration/Social Work, Business Research, Business Taxation, Finance, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development
- Restriction: Registration open to the following class level(s): Master Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16314D | 033 | Lecture | TBA | TBA | 9 of 15 | Yehuda Bassok, Sampath Rajagopalan | 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 | Yehuda Bassok | OFFICE | |
Individual or team project solving real business problems for an existing business entity, domestic and/or international. Proposal, field research, analyses and oral and written presentations. Open only to graduate business students. Duplicates credit in former IOM 597.
- Restriction: Registration open to the following major(s): Accounting, Business Administration, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Planning, Business Administration/Real Estate Development, Business Administration/Social Work, Business Taxation, Finance, Gerontology/Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration
- Restriction: Registration open to the following class level(s): Master Student, Doctoral Student
| Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|---|
| 16318D | 033 | 0.5-5.0 | Lecture | TBA | TBA | 1 of 15 | Yehuda Bassok, Nick Vyas | OFFICE | | |
| 16319D | 415 | 0.5-3.0 | Lecture | TBA | TBA | 1 of 10 | Robertas Gabrys | OFFICE | |
Seminar. Review and discuss current research in Data Sciences and Operations. Presentations by faculty, visiting researchers, and advanced students. Open to Marshall Ph.D. students only. Graded CR/NC.
- Restriction: Registration open to the following major(s): Business Administration
- Restriction: Registration open to the following class level(s): Doctoral Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16321R | 036 | Lecture | 2:00-4:50pm | Friday | 12 of 15 | Greys Sosic | HOH506 | |
Single product, single location inventory models; multi-echelon inventory models; assembly systems; inventory and pricing; value of information; incentives and coordination in supply chains. Open only to doctoral students. Duplicates credit in former IOM 671.
- Restriction: Registration open to the following class level(s): Doctoral Student
| Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
|---|---|---|---|---|---|---|---|---|---|
| 16335R | 036 | Lecture | 9:30-10:50am | Tue, Thu | 4 of 15 | Leon Zhu | TBA | |