OPRE 6377 Demand and Revenue Management - Syllabus
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1 OPRE 6377 Demand and Revenue Management - Syllabus Course Information Course number - section: OPRE Course title - term: Demand and Revenue Management - Fall 2012 Professor and Teaching Assistant Contact Information Professor: Metin Çakanyıldırım, [email protected], SOM Lecture hours: 7-9:45 pm on M at SOM Office hours: 5:00-6:00 pm on M and Tu at SOM Teaching Assistant: Emre Ertan, [email protected], SOM Office hours: 5-7 pm on M at SOM Course Description Conceptual: Management is about matching demand and supply. This course focuses on the demand without attempting to manage the supply. But it does take the amount, location, condition, or vintage of the supplies into account. Demand must be understood first to be managed. This understanding comes partly from statistical forecasting but more importantly from the identification of the demand drivers. These drivers are specific to industries but some are common and easily obtainable such as general macroeconomic indicators, demographic data, housing inventories, and temperatures. Unlike these demand drivers, prices can be managed over time, customer classes, locations. A good portion of the course is dedicated to determining good prices depending on inventory, capacity, input costs, and previous prices 1. Practical: Revenue management (RM) first emerged in US airline industry after the deregulation in 1980s. It has successfully implemented by companies in air transportation, hospitality (hotels, cruises, theme parks, casinos), car rental, media, broadcasting, natural-gas storage and transmission, electricity generation and transmission, show business (concerts, theaters, sport events), universities. Most applications are recent and made possible by the advances in technology, information systems, and data mining. However, there are issues of legality and customer backlash for charging different prices for virtually the same product. The course will touch upon these issues as well. Course Objectives Students will be able to list and relate demand drivers to demands in specific industries, be able to derive and compute price-demand relationship, optimal prices and revenues, be aware of revenue management practices. Course Pre-requisites and Related Courses Pre-requisites: OPRE 6302 and exposure to probability, or consent of the instructor. Knowledge (not expertise) of equation solving, derivatives and integrals of polynomials, and expectation. Familiarity with linear programming formulations. Read MBA math review 1-2 under the Supplements section of the course web site. Math refresher: UTD has a math refresher course that can help you remember what you learnt in a calculus course. The math refresher should always be available online; to test whether you need this course, see 1 This dependence distinguishes this course from a standard marketing course. 1
2 Related courses: OPRE 6368: Supply Chain Software by Prof. Gene Deluke in Summers. OPRE 6370: Logistics and Distribution by Prof. Alp Muharremoglu. OPRE 6371: Purchasing and Sourcing Management by Prof. Elena Katok. OPRE 6335: Risk and Decision Analysis by Prof. Alain Bensoussan. OPRE 6371: Information Enabled Supply Chains by Prof. Ozalp Ozer. OPRE 6364: QC: Lean Six Sigma by Prof. Divakar Rajamani. OPRE 6366: Supply Chain Management by Prof. Metin Çakanyıldırım in Falls. OPRE 63??: Managing Energy: Risk, Investment, Technology by Prof. Metin Çakanyıldırım in Springs. OPRE 6366 Online: Supply Chain Management by Prof. Metin Çakanyıldırım in Springs. Required Textbooks and Materials Textbook: Pricing and Revenue Optimization. By Robert L. Phillips. First edition published by Stanford University Press, ISBN Costs $50.60 per copy. Linear/Integer Programming Notes: Students are expected to know how to formulate a linear/integer program. This subject is discussed in OPRE To refresh that discussion and see more formulation examples, students are advised to study the Formulation, Transportation (pp. 1-4) and Location course notes under the Supplements section of the course web site. Suggested Course Material Supplementary articles in journals accessible by UTD community. OR (Operations Research), MS (Management Science), TS (Transportation Science), MSOM (Manufacturing and Service Operations Management) and others. A Taxonomy and Research Overview of Perishable-Asset Revenue Management: Overbooking, Yield Management and Pricing by L. Weatherford and S. Bodily, OR, vol.40, Revenue Management: Research Overview and Prospects by J. McGill and G. van Ryzin, TS, vol.33, An Overview of Pricing Models for Revenue Management by G. Bitran and R. Caldentey, MSOM, vol.5, Dynamic Pricing in the Presence of Inventory Considerations: Research Overview, Current Practices, and Future Directions by W. Elmaghraby and P. Keskinocak. MS, vol.49, Revenue Management and E-commerce by A. Boyd and I. Bilegan, MS, vol.49, Supplementary books: Data Analysis for Managers by Christian Albright, Wayne Winston and Christopher J. Zappe. Second edition by Duxbury, ISBN Forecasting in Part 4 is useful. But there are many similar books with titles such as Managerial Statistics, Spreadsheet Modelling, Quantitative Analysis. The Theory and Practice of Revenue Management by Kalyan T. Talluri and Garrett J. van Ryzin. First edition published by Kluwer Academic Publishers, ISBN The book is a mixture of theory and practice. The theory is closer to the PhD level than MBA/Master level. The practice (in chapters 1, 10-11) is fun to read. Yield Management: Strategies for the Service Industries by A. Ingold, I. Yeoman and U. McMohan. Revenue Management and Pricing: Case Studies and Applications by I. Yeoman and U. McMohan-Beattie. Revenue Management Hard Core Tactics for Market Domination by R. G. Cross. Future of Pricing: How Airline Ticket Pricing Has Inspired A Revolution by A. Body. 2
3 Assignments & Grading Policy Classes start on Aug 27. Students are advised to attend the classes. Grading 5% for Class attendance and contribution to discussion. Please bring your nametags to the class. 25% * Homeworks: There will be 4-5 homeworks. You may discuss homework problems with others, but you must write up by yourself with the full understanding of what you write. Students handing in identical assignments will be violating university regulations and will not receive credit! Late homeworks are not allowed unless you negotiate with the TA at least one day in advance. Your minimum homework grade will be dropped from consideration. 20% * Quiz 1. October % * Quiz 2. November % * Project report (20%) due to November 26. Presentation (10%) on December 10. During the quizes, any book/note/printed material can be used but not computers or cellular communication devices. Overall grades will be curved by considering the current class average. Students who score less than 50% of the first quiz grade must schedule an appointment with the instructor to discuss the possible ways to improve their performance. In this course, you will be given +/- minus grades. For example, you may get an A- or B+ grade. Students earn a grade in this course by mastering the course material. Students are not graded based on any type of need, amount of effort, family, personal circumstances, or their previous record in other courses. UTD Resources Practice Lecture Series: We expect to host 1-2 lectures in class. They will be on Revenue Management Practice and be given by practitioners from Dallas area companies. Lecture dates will be announced later on the course web site. UTD has two centers relevant to this course. The centers perform interdisciplinary research and develop cooperation in risk management, supply chain management and decision-making by exchanging knowledge and experience among academia, industry, and public agencies. For more info: Center for Intelligent Supply Networks (C4ISN) International Center for Decision and Risk Analysis (ICDRiA) E-Access to Journals via UTD Library: Library electronically subscribes to many journals such as Harvard Business Review, Management Science, which are of interest. To access such a journal go to the UTD Library web page. Click on E-Journals. You will see an alphabetical list of journals. Click on H for H arvard Business Review. You will see that HBR is listed from the top among the journals starting with letter H. Click on HBR link, you will be transferred to EBSCO web site which keeps the journal. To access Interfaces journal, click on I for I nterfaces, and continue as before. To access from a non-utd computer, you need UTD ID and password. Please respect the copyright laws. Career Center: The SOM Career Center ( provides the following services: Career Counseling, Resume Assistance, Interview Assistance, Job Search Assistance, Career Resource Library, Web Resume Database, On Campus Recruiting, Active Internship Program. 3
4 Web Pages/Groups The course web page can be reached via metin/teaching.html with the password... SCM-MS degree unofficial web page is metin/scm/scm-ms.html. UTDSCM Google Group web page is UTD SCM community communicates via a facebook personality named Utd Scm become its friend to join the community. Informs Revenue Management and Pricing Section Professional Pricing Society Airline Group of the International Federation of Operational Research Societies (AGIFORS) Regional demand and other data Revenue Management Solution Developers This is an incomplete list. Solution development/software industry is very dynamic. I can add more companies to this list, if you tell me about them. Sabre Inc. JDA Software Group PROS Revenue Management com. Veritec Solutions KSS revenue management solutions Rubicon group Zilliant RTS Micros Academic Integrity The University of Texas System and The University of Texas at Dallas have rules and regulations for the orderly and efficient conduct of their business. It is the responsibility of each student and each student organization to be knowledgeable about the rules and regulations which govern student conduct and activities. The University of Texas at Dallas administers student discipline within the procedures of recognized and established due process. Procedures are defined and described in the Rules and Regulations of the Board of Regents of the University of Texas System, Part 1, Chapter VI, Section 3, and in Title V, Rules on Student Services and Activities of the Course Syllabus Page 8, University s Handbook of Operating Procedures. Copies of these rules and regulations are available to students in the Office of the Dean of Students, where staff members are available to assist students in interpreting the rules and regulations (SSB 4.400, ). A student at the university neither loses the rights nor escapes the responsibilities of citizenship. He or she is expected to obey federal, state, and local laws as well as the Regents Rules, university regulations, and administrative rules. Students are subject to discipline for violating the standards of conduct whether such conduct takes place on or off campus, or whether civil or criminal penalties are also imposed for such conduct. The faculty and administration of the School of Management expect from our students a high level of responsibility and academic honesty. Because the value of an academic degree depends upon the absolute integrity of the work done by the student for that degree, it is imperative that a student demonstrate a high standard of individual honor in his or her scholastic work. We want to establish a reputation for the honorable behavior of our graduates, which extends throughout their careers. Both your individual reputation and the school s reputation matter to your success. The Judicial Affairs website lists examples of academic dishonesty: Plagiarism on written assignments, especially from the web, from portions of papers for other classes, and from any other source is unacceptable. On written assignments, this course can use the resources of turnitin.com, which searches the web for plagiarized content and is over 90% effective. During tests/quizzes, students in this section are not allowed to use any electronic devices, including IPads, IPhones, IPods, MP3 Players, earphones, radios, smart phones, cameras, multi-function timepieces or computers. When possible, students should sit in alternating seats, face forward at all times, and remove any clothing which might conceal eye movements, reflect images of another s work. Exam proctors will monitor any communication/signaling between students by talking, whispering, making sounds or by using your hands, feet, other body movements, the test paper itself or your writing implement. 4
5 TENTATIVE COURSE TIMELINE 1. Week - Aug27. DEMAND MANAGEMENT (a) Ch2: Introduction to pricing and revenue optimization. Week of Sep03. Labor Day Holiday 2. Week - Sep10 (a) Ch3. Demand functions and price optimization: Price-response function; Competition. (b) Case study: Car rental. 3. Week - Sep17. i. Evolutionary Change in Product Management: Experiences in the Car Rental Industry. W.J. Carroll and R. C. Grimes. Sep-Oct Interfaces, Vol 25: ii. Revenue Management Saves National Car Rental. M.K. Geraghty and E. Johnson. Jan-Feb Interfaces, Vol.27: iii. Game: Universal Car rental Game. (a) Price-response estimation. (b) Case study: Forecasting Sales in the HVAC (Heating, Ventilating, Air Conditioning) Industry. 4. Week - Sep24. (a) Ch4: Price differentiation: Volume discounts; Arbitrage and cannibalization; Consumer welfare. 5. Week - Oct01. (a) Ch5: Constrained supply: Opportunity cost; Segmentation; Variable pricing. 6. Week - Oct08. REVENUE MANAGEMENT (a) Ch6: Revenue Management. 7. Week - Oct15. Quiz Week - Oct22. (a) Ch7: Capacity Allocation. 9. Week - Oct29. (a) Ch8: Network Management. 10. Week - Nov05. (a) Ch9: Overbooking. (b) Case study: Carnival Cruise Lines. 11. Week - Nov12. OTHER PRICING CONTEXTS (a) Ch10: Markdown Pricing. Week of Nov19 Fall break and Thanksgiving holiday. 12. Week - Nov26. Quiz Week - Dec03. (a) Ch11: Customized Pricing: List prices vs. customized prices; Responses to competitor bids. (b) Case study: Electricity prices in deregulated markets. 14. Week - Dec10: Project presentations. 5
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