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Data Sciences and Operations (DSO)
- D class assignments for undergraduates available in BRI-308; Phone: (213) 740-0172.
- BUSINESS (GRADUATE) - Business students may register using USC Web Registration. - Non-business students may register for graduate business electives subject to the following restrictions: (1) proof of undergraduate degree; (2) minimum graduate GPA of 3.2; (3) maximum of 12 units of graduate business courses; and (4) prerequisites completed. All graduate applications and forms are available by calling 740-5424, email: registration@marshall.usc.edu. For complete list of Business registration policies, visit students.marshall.usc.edu/registrationpolicies
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 |
---|---|---|---|---|---|---|---|---|---|
16185R | 001 | Lecture | 2:00-3:50pm | Friday | 11 of 46 | Francis Pereira | JFFLL103 | PDF (684941 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 problems. Recommended preparation: BUAD 310g or BUAD 312g.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16186R | 001 | Lecture | 12:00-1:50pm | Tue, Thu | 23 of 46 | Cosimo Arnesano | JFF240 | PDF (271467 KB) |
Overview of key concepts of big data and related digital technologies and their applications to different business problems. Hands-on experience at introductory level.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16187R | 001 | Lecture | 2:00-3:50pm | Tue, Thu | 40 of 40 | Bowen Lou | JFF240 | PDF (1450442 MB) | |
16188R | 001 | Lecture | 4:00-5:50pm | Tue, Thu | 25 of 40 | Bowen Lou | JFF240 | PDF (1450442 MB) |
Develop skills in statistical computing, data visualization and programming using R, Python and Tableau. Hands-on projects, coding exercises and collaborative teamwork for business insights.
- Restriction: Registration open to the following class level(s): Freshmen, Sophomore, Junior, Senior, Senior (fifth year)
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16198R | 001 | Lecture | 6:00-7:50pm | Mon, Wed | 13 of 30 | Lorena Martin | BRI202 | PDF (474357 KB) |
Problem-solving and algorithmic thinking. R programming for business. Small programs that solve specific business analytics tasks. Assessing the validity of analytics-based recommendations.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16190R | 001 | Lecture | 10:00-11:50am | Mon, Wed | 7 of 46 | Inga Maslova | JFFLL103 | PDF (1064174 MB) |
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 |
---|---|---|---|---|---|---|---|---|---|
16191R | 001 | Lecture-Lab | 12:00-1:50pm | Mon, Wed | 30 of 36 | Jonathan Gomez Martinez | JFF331 | PDF (430609 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 |
---|---|---|---|---|---|---|---|---|---|
16192R | 001 | Lecture | 4:00-5:50pm | Tuesday | 27 of 36 | Richard Selby | ACC205 | PDF (337217 KB) |
Basics of deep learning technologies for AI and utilizing current technologies in deep learning that are reshaping and driving the modern business with Big Data.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16193R | 001 | Lecture | 4:00-5:50pm | Mon, Wed | 13 of 46 | Austin Pollok | JFFLL103 | PDF (307906 KB) |
Issues in supply chain management. Supply chain performance and dynamics. Tools for planning, control and coordination. Supply chain design and strategy.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16194R | 001 | Lecture | 2:00-3:50pm | Mon, Wed | 11 of 41 | Alireza Kabirian | BRI202 | PDF (441206 KB) |
Effective consulting to drive competitive advantage through operations. Application of AI/digital tools, strategy, and data analytics to improve company operations. Team projects for real-world clients.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16195R | 001 | Lecture | 12:00-1:50pm | Mon, Wed | 4 of 41 | Vitaly Glozman | BRI202 | PDF (308591 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 |
---|---|---|---|---|---|---|---|---|---|---|
Sports Data Science and Management | ||||||||||
16197R | 001 | 4.0 | Lecture | 4:00-5:50pm | Mon, Wed | 7 of 41 | Lorena Martin | BRI202 | PDF (304971 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, Marketing (Marketing Analytics), 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 16201, 16202, 16203, and 16204 are core classes for 1st year MS Business Analytics students only. Section 16205 is for MBAs and other graduate students.
Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|---|
16201D | 411 | 1.5 | Lecture | 9:30-10:50am | Tue, Thu | 56 of 62 | Mohammed Alyakoob | JKP110 | ||
16202D | 411 | 1.5 | Lecture | 11:00-12:20pm | Tue, Thu | 62 of 62 (16 on waitlist) | Mohammed Alyakoob | JKP110 | ||
16203D | 411 | 1.5 | Lecture | 2:00-3:20pm | Tue, Thu | 62 of 62 (1 on waitlist) | Mohammed Alyakoob | JKP212 | ||
16204D | 411 | 1.5 | Lecture | 3:30-4:50pm | Tue, Thu | 62 of 62 (3 on waitlist) | Mohammed Alyakoob | JKP212 | ||
16205D | 415 | 1.5 | Lecture | 6:30-9:30pm | Wednesday | 1 of 54 | JKP102 |
Principles of probability structures and models with uncertainty. Applications to business data with model-building and simulations in Excel.
- 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 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, Business Taxation, Marketing, Marketing (Marketing Analytics), 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, Graduate Visitor, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16206D | 411 | Lecture | 12:30-1:50pm | Mon, Wed | 0 of 54 | Arif Ansari | JKP212 |
Survey of forecasting and time series methods. Models for stationary and nonstationary time series; ARIMA model identification, estimation, and forecast development. Seasonal and dynamic models. Web registration open only to graduate business and accounting students. Duplicates credit in former IOM 522. Recommended preparation: (GSBA 506a and GSBA 506b) or GSBA 524 or (GSBA 516 and GSBA 545).
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Optimization and Supply Chain Management, Accounting (Data and Analytics), Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|---|
16207D | 033 | 3.0 | Lecture | 3:30-6:20pm | Thursday | 0 of 30 | Robertas Gabrys | BRI5 | PDF (344618 KB) | |
16208D | 033 | 3.0 | Lecture | 6:30-9:30pm | Tuesday | 0 of 54 | Richard Selby | JKP102 | PDF (248839 KB) |
Build Analytical Models for Classification, Clustering and Association Problems. Leverage third party "Big Data" for enriching and monetizing data. Develop data mining and business analysis.
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Urban Planning, Business Administration/Real Estate Development, Business Administration/Systems Architecting and Engineering, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Finance, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16211D | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 0 of 54 | Arif Ansari | JKP102 | PDF (260463 KB) |
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, Marketing (Marketing Analytics), 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
- Note: Sections 16219, 16220, 16221, and 16222 are core classes for 1st year MS Business Analytics students only.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16219D | 033 | Lecture | 11:00-12:20pm | Mon, Wed | 61 of 61 (8 on waitlist) | Mladen Kolar, Paromita Dubey | JKP112 | ||
16220D | 033 | Lecture | 12:30-1:50pm | Mon, Wed | 61 of 61 (5 on waitlist) | Mladen Kolar, Paromita Dubey | JKP112 | ||
16221D | 033 | Lecture | 3:30-4:50pm | Mon, Wed | 61 of 61 (4 on waitlist) | Mladen Kolar, Paromita Dubey | JKP212 | ||
16222D | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 55 of 61 | Mladen Kolar, Paromita Dubey | JKP212 |
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
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16226D | 415 | Lecture | 6:30-9:30pm | Wednesday | 0 of 54 | Vivek Sharma, Daniel Altobello | JKP212 | PDF (432513 KB) |
Application of Monte Carlo simulation to determine a range of outcomes for all possible courses of action. Application of Excel simulation.
- 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 |
---|---|---|---|---|---|---|---|---|---|
16227D | 411 | Lecture | 2:00-3:20pm | Tue, Thu | 0 of 54 | Cosimo Arnesano | JKP210 | PDF (334508 KB) |
Data cleaning and reshaping; good vs. bad graphics; univariate, bivariate, trivariate, hypervariate and time series graphics; interactive graphics; web-related computing.
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Social Entrepreneurship, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Public Health/Social Entrepreneurship, Finance
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|---|
16231D | 033 | 3.0 | Lecture | 2:00-3:20pm | Mon, Wed | 0 of 54 | Arif Ansari | JKP212 | PDF (359828 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, Marketing (Marketing Analytics), Optimization and Supply Chain Management, Social Entrepreneurship, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Public Health/Social Entrepreneurship, Entrepreneurship and Innovation
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16235D | 372 | Lecture | 6:30-9:30pm | Tuesday | 0 of 54 | Bala Subramanian | ONLINE | PDF (252136 KB) | |
16237D | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 0 of 54 | Murat Bayiz | JKP110 | PDF (258462 KB) |
Application of Six Sigma practices and techniques to improve operations in organizations. Duplicates credit in ISE 507.
- 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, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Business Analytics, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student, Professional Year 1
- Note: Sections 16242, 16243, and 16244 are core classes for 1st year MS Global Supply Chain Management students only.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16242D | 033 | Lecture | 9:00-11:50am | Friday | 49 of 54 | Amy Altomare | JFF414 | ||
16243D | 033 | Lecture | 1:30-4:20pm | Friday | 45 of 54 | Amy Altomare | JFF414 | ||
16244D | 372 | Lecture | 6:30-9:30pm | Thursday | 31 of 45 | Nick Vyas | ONLINE |
Human capital measurement and metrics, predictive analytics tools and methods, reporting standards and core analytic study methods with advanced visualization and storytelling.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Urban Planning, Business Administration/Real Estate Development, Business Administration/Systems Architecting and Engineering, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16248D | 411 | Lecture | 6:30-9:30pm | Wednesday | 0 of 54 | Jeff Higgins | JKP212 | PDF (455660 KB) |
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
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16249D | 033 | Lecture | 6:30-9:30pm | Monday | 0 of 41 | Rik Reppe | JKP212 | PDF (306724 KB) |
SQL; relational database systems; data storage; data manipulation; data aggregation.
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Social Entrepreneurship, Global Supply Chain Management, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Public Health/Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16252D | 415 | Lecture | 2:00-3:20pm | Mon, Wed | 0 of 54 | Yola Katsargyri | JKP102 | PDF (346041 KB) |
NoSQL; semi-structured and unstructured databases; data storage; data manipulation; distributed databases.
- Prerequisite: DSO 552
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), Business Administration/East Asian Area Studies, Business Administration/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
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16253D | 415 | Lecture | 12:30-1:50pm | Mon, Wed | 0 of 54 | Yola Katsargyri | JKP212 | PDF (324808 KB) |
Designing and executing business strategies for sustainability (environmental, economic, social/cultural) enabled by digital technologies. Global market contexts; team consulting project; international travel. (Duplicates credit in former GSBA 554.)
- 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, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship, Sustainability and Business, Global Supply Chain Management
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
- Note: This class requires a field trip to Copenhagen, Denmark. Additional fees apply - please check fee icon under "info." Course schedule for 7 select Saturdays in attached course guide. Course includes an international trip March 14-22 to Copenhagen, Denmark that includes 5 full days of company visits/briefings/activities. Travel costs for 2025 are $2,000 in additional expenditures, not including round-trip airfare to Denmark.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16255D | 033 | Lecture | 9:00-11:50am | Saturday | 0 of 35 | Omar El Sawy | JKP102 | PDF (584267 KB) |
Constructing complex queries and performing exploratory data analyses (EDAs) to produce actionable insights and recommendations. Experience in query optimization and data modeling.
- Prerequisite: DSO 552
- Restriction: Registration open to the following major(s): Business Analytics
- Restriction: Registration open to the following class level(s): Master Student
- Note: Sections 16256, 16257, 16258, and 16259 are core classes for 1st year MS Business Analytics students only.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16256D | 415 | Lecture | 9:30-10:50am | Tue, Thu | 42 of 61 | Yola Katsargyri | JKP110 | ||
16257D | 415 | Lecture | 11:00-12:20pm | Tue, Thu | 62 of 62 (7 on waitlist) | Yola Katsargyri | JKP110 | ||
16258D | 415 | Lecture | 2:00-3:20pm | Tue, Thu | 61 of 61 (4 on waitlist) | Yola Katsargyri | JKP212 | ||
16259D | 415 | Lecture | 3:30-4:50pm | Tue, Thu | 61 of 61 (2 on waitlist) | Yola Katsargyri | JKP212 |
Managing Business models in digital platform ecosystems; designing new products and services for digital platforms; establishing digital platform leadership; assessing emerging niches in digital spaces.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Fundamentals, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Social Entrepreneurship, Business Administration/Systems Architecting and Engineering, Business Analytics, Public Health/Social Entrepreneurship, Global Supply Chain Management, Business Administration/Urban Planning
- Restriction: Registration open to the following class level(s): Doctoral Student, Graduate Visitor, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16265D | 033 | Lecture | 2:00-3:20pm | Tue, Thu | 0 of 41 | Inge Lindholm | BRI202 | PDF (1716175 MB) | |
16266D | 033 | Lecture | 3:30-4:50pm | Tue, Thu | 0 of 41 | Inge Lindholm | BRI202 | PDF (1716175 MB) | |
16267D | 372 | Lecture | 6:30-9:30pm | Monday | 0 of 42 | Omar El Sawy | ONLINE | PDF (1716175 MB) |
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 the 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 |
---|---|---|---|---|---|---|---|---|---|
16271D | 033 | Lecture | 3:30-4:50pm | Mon, Wed | 0 of 54 | Jonathan Gomez Martinez | JKP102 | PDF (461625 KB) |
Acquire, analyze, visualize and perform natural language processing (NLP) on text data. Apply Python, machine learning packages, statistical methodology and computer code to business decision-making.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16272D | 411 | Lecture | 6:30-9:30pm | Wednesday | 0 of 54 | JKP102 |
Fraud detection model systems; identify normal vs. outlying behavior; malicious adversaries; complex datasets; supervised and unsupervised fraud statistical models; measures of model efficacy.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16275D | 033 | Lecture | 3:30-4:50pm | Mon, Wed | 0 of 41 | Ash Pahwa | JKP204 | PDF (429964 KB) |
Apply machine learning tools to business. Write code to solve complex pattern recognition. Build strategies, technical planning, research and analyze data. Present complex technical data.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16280D | 415 | Lecture | 11:00-12:20pm | Tue, Thu | 0 of 54 | Yingying Fan | JKP102 | PDF (468157 KB) | |
16281D | 415 | Lecture | 2:00-3:20pm | Tue, Thu | 0 of 54 | Yingying Fan | JKP210 | PDF (468157 KB) |
Decision making under uncertainty using real data applying the most advanced optimization, statistical and probability methods. Duplicates credit in former IOM 570.
- Restriction: Registration open to the following major(s): Accounting, Accounting (Data and Analytics), Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Optimization and Supply Chain Management, Social Entrepreneurship, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Global Supply Chain Management, Public Health/Social Entrepreneurship, Finance
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16283D | 033 | Lecture | 6:30-9:30pm | Thursday | 0 of 54 | Cosimo Arnesano | JKP212 | PDF (341707 KB) |
How companies can implement 'big data' initiatives to improve business activities. How leading companies have successfully implemented 'big data' initiatives and why some have failed.
- 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, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Marketing (Marketing Analytics), Public Health/Social Entrepreneurship, Social Entrepreneurship, Global Supply Chain Management
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16286D | 033 | Lecture | 11:00-12:20pm | Mon, Wed | 0 of 54 | Milan Miric | JKP102 | PDF (288501 KB) | |
16287D | 033 | Lecture | 12:30-1:50pm | Mon, Wed | 0 of 54 | Milan Miric | JFF233 | PDF (288501 KB) | |
16288D | 033 | Lecture | 5:00-6:20pm | Mon, Wed | 0 of 54 | Milan Miric | JKP210 | PDF (288501 KB) |
Statistical models for pro sports industry business application. Effectively communicate findings for practical actionable results. Sports science data protocol.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Urban Planning, Business Administration/Real Estate Development, Business Administration/Systems Architecting and Engineering, Business Administration/Social Work, Business Research, Business Taxation, Business Analytics, Gerontology/Business Administration, Business Administration, Global Supply Chain Management, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16290D | 411 | Lecture | 12:30-1:50pm | Tue, Thu | 0 of 54 | Lorena Martin | JKP212 | PDF (366056 KB) |
Implement supervised and unsupervised machine learning models to a specific sports performance analytics scenario. Help assess and predict performance.
- Prerequisite: 1 from (DSO 545 or DSO 559 or DSO 578)
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16291D | 415 | Lecture | 12:30-1:50pm | Tue, Thu | 0 of 54 | Lorena Martin | JKP212 | PDF (358121 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 |
---|---|---|---|---|---|---|---|---|---|
16294D | 033 | Lecture | 12:30-1:50pm | Tue, Thu | 0 of 54 | Murat Bayiz | JKP110 | PDF (298792 KB) | |
16295D | 033 | Lecture | 6:30-9:30pm | Thursday | 0 of 54 | Murat Bayiz | JKP204 | PDF (298792 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
- Note: Sections 16297, 16298, and 16299 are core classes for 1st year MS Global Supply Chain Management students only.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16297D | 033 | Lecture | 11:00-12:20pm | Mon, Wed | 55 of 54 | Alireza Kabirian | JFF233 | ||
16298D | 033 | Lecture | 9:30-10:50am | Mon, Wed | 39 of 54 | Alireza Kabirian | JFF233 | ||
16299D | 372 | Lecture | 6:30-9:30pm | Wednesday | 31 of 45 | Bala Subramanian | ONLINE |
Development of conceptual and analytic skills for improving operations. Analysis of business strategy, formulating and implementing operations strategy, process analysis and design, and project 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, Strategy and Management Consulting, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Business Analytics, 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 |
---|---|---|---|---|---|---|---|---|---|
16302D | 372 | Lecture | 9:00-12:00pm | Saturday | 0 of 54 | Tathagata Dasgupta | ONLINE | PDF (428675 KB) |
Hands-on application of descriptive, predictive and prescriptive analytics to a unique business problem. Use business intelligence, programming and available tools to implement analytics-based solutions.
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16306D | 033 | Lecture | 6:30-7:50pm | Monday | 0 of 35 | Austin Pollok | JFF417 | PDF (353200 KB) |
Application of operations management tools and techniques to improve the performance of healthcare delivery systems. May include international travel.
- Restriction: Registration open to the following major(s): Accounting, Business Administration/East Asian Area Studies, Business Administration/Education, Business Administration/Industrial & Systems Engineering, Business Administration/Jewish Nonprofit Management, Business Administration/Pharmacy, Business Administration/Real Estate Development, Business Administration/Social Work, Business Administration/Planning, Business Research, Business Taxation, Gerontology/Business Administration, Business Administration, Juris Doctor/Business Administration, Law/Business Taxation, Medicine/Business Administration, Marketing, Sustainability and Business, Global Supply Chain Management, Business Analytics, Business Administration/Urban Planning, Business Administration/Systems Architecting and Engineering, Public Health/Social Entrepreneurship, Social Entrepreneurship
- Restriction: Registration open to the following class level(s): Doctoral Student, Master Student
Section | Session | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|
16308D | 033 | Lecture | 5:00-6:20pm | Tue, Thu | 0 of 54 | Sriram Dasu, Cosimo Arnesano | JKP212 | PDF (276091 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 |
---|---|---|---|---|---|---|---|---|---|
16309D | 033 | Lecture | TBA | TBA | 0 of 1 | 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 | 0.5-3.0 | Lecture | TBA | TBA | 0 of 20 | 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 | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|---|
16311D | 033 | 0.5-4.0 | Lecture | TBA | TBA | 0 of 20 | OFFICE | |||
16313D | 033 | 0.5-3.5 | Lecture | TBA | TBA | 0 of 10 | 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 |
---|---|---|---|---|---|---|---|---|---|
16312D | 033 | Lecture | TBA | TBA | 0 of 34 | OFFICE | |||
16315D | 033 | Lecture | TBA | TBA | 0 of 30 | OFFICE | |||
16316D | 415 | Lecture | TBA | TBA | 0 of 2 | 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 |
---|---|---|---|---|---|---|---|---|---|
16314D | 033 | Lecture | TBA | TBA | 0 of 20 | OFFICE | |||
16317D | 415 | Lecture | TBA | TBA | 0 of 2 | 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 |
---|---|---|---|---|---|---|---|---|---|
16320D | 033 | Lecture | TBA | TBA | 0 of 1 | 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 |
---|---|---|---|---|---|---|---|---|---|---|
Applying Demography to Today's Business Dilemmas | ||||||||||
16323D | 033 | 3.0 | Lecture | 5:00-6:20pm | Tue, Thu | 0 of 54 | Keith Robinson | JKP102 | PDF (305722 KB) | |
Battles for Our Digital Ecosystems (Lessons from the Field) | ||||||||||
16324D | 411 | 1.5 | Lecture | 6:30-9:30pm | Monday | 0 of 40 |
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 |
---|---|---|---|---|---|---|---|---|---|
16330R | 033 | Lecture | 9:00-11:50am | Tuesday | 0 of 10 | Vishal Gupta | HOH114 |
Critique of the current research-based literature in operations management to include scheduling, forecasting, MRP, technology planning, inventory management, and facilities location and layout. Duplicates credit in former IOM 670.
Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|---|
16332R | 033 | 3.0 | Lecture | 1:00-3:50pm | Thursday | 5 of 15 | Angela Zhou | HOH506 | PDF (322320 KB) |
Exploration of emerging topics, literature and research techniques in contemporary data sciences, operations management, supply chain management, and/or decision support systems.
- Restriction: Registration open to the following class level(s): Doctoral Student
Section | Session | Units | Type | Time | Days | Registered | Instructor | Location | Syllabus | Info |
---|---|---|---|---|---|---|---|---|---|---|
Bandit Algorithms and Reinforcement Learning | ||||||||||
16331R | 033 | 3.0 | Lecture | 2:00-4:50pm | Friday | 5 of 15 | Adel Javanmard | HOH114 | PDF (244806 KB) | |
Advanced Data Science: Modeling, Computing & Optimization | ||||||||||
16333R | 033 | 3.0 | Lecture | 1:00-3:50pm | Wednesday | 2 of 15 | Jacob Bien | HOH506 | PDF (152948 KB) |