Online courses directory (19947)

Data that has relevance for managerial decisions is accumulating at an incredible rate due to a host of technological advances. Electronic data capture has become inexpensive and ubiquitous as a by-product of innovations such as the internet, e-commerce, electronic banking, point-of-sale devices, bar-code readers, and intelligent machines. Such data is often stored in data warehouses and data marts specifically intended for management decision support. Data mining is a rapidly growing field that is concerned with developing techniques to assist managers to make intelligent use of these repositories. A number of successful applications have been reported in areas such as credit rating, fraud detection, database marketing, customer relationship management, and stock market investments. The field of data mining has evolved from the disciplines of statistics and artificial intelligence.

This course will examine methods that have emerged from both fields and proven to be of value in recognizing patterns and making predictions from an applications perspective. We will survey applications and provide an opportunity for hands-on experimentation with algorithms for data mining using easy-to- use software and cases.

Communicating With Data has a distinctive structure and content, combining fundamental quantitative techniques of using data to make informed management decisions with illustrations of how real decision makers, even highly trained professionals, fall prey to errors and biases in their understanding. We present the fundamental concepts underlying the quantitative techniques as a way of thinking, not just a way of calculating, in order to enhance decision-making skills. Rather than survey all of the techniques of management science, we stress those fundamental concepts and tools that we believe are most important for the practical analysis of management decisions, presenting the material as much as possible in the context of realistic business situations from a variety of settings. Exercises and examples drawn from marketing, finance, operations management, strategy, and other management functions.

This seminar is intended for doctoral students and discusses topics in applied probability. This semester includes a variety of fields, namely statistical physics (local weak convergence and correlation decay), artificial intelligence (belief propagation algorithms), computer science (random K-SAT problem, coloring, average case complexity) and electrical engineering (low density parity check (LDPC) codes).

In keeping with the tradition of the last twenty-some years, the Readings in Optimization seminar will focus on an advanced topic of interest to a portion of the MIT optimization community: randomized methods for deterministic optimization. In contrast to conventional optimization algorithms whose iterates are computed and analyzed deterministically, randomized methods rely on stochastic processes and random number/vector generation as part of the algorithm and/or its analysis. In the seminar, we will study some very recent papers on this topic, many by MIT faculty, as well as some older papers from the existing literature that are only now receiving attention.

This course examines the opportunities and risks firms face in today's global world. The course provides conceptual tools for analyzing how governments and a variety of social and economic institutions influence competition among firms embedded in different national settings. Public policies and institutions that shape competitive outcomes are examined through cases and analytic readings on different companies and industries operating in both developed and emerging markets.  In addition to traditional case/class discussions, this course will include some presentations by various guest speakers. The hope is that greater exposure to/interaction with these real-world practitioners will "bring to life" some of the issues discussed in the readings/cases. Whenever possible, informal dinners and/or coffees will be organized for small groups of students interested in meeting with our guest speakers.

As markets or production bases, China and India are becoming important and integral players in the global economy. Foreign direct investment (FDI), portfolio investments and outsourcing businesses have increased dramatically in these two economies. Despite the rising importance of these two economies on the world stage, our knowledge and analysis of these two countries in an integrated manner has remained poor. The two are often lumped together by business analysts as "emerging markets," despite the substantial differences in their political systems, reform policies and business organizations. Academics, in contrast, have tended to treat the two countries separately, preferring to specialize in issues and questions specific to one or the other country.

The purpose of this course is to analyze these two countries within a coherent analytical framework. Our learning model is inductive, and heavily based on class discussions and participation. The group projects should aim at integrating analysis, knowledge and understanding of these two countries. We will also experiment with other forms of group projects, such as creating and working on business plans and those projects that integrate research from field trips with more traditional research, such as library research. There is no prerequisite but 15.012 (Applied Macro- and International Economics) and 15.223 (Global Markets, National Policies and the Competitive Advantage of Firms) are highly recommended.

This course explores how we use story to articulate ethical norms. The syllabus consists of short fiction, novels, plays, feature films and some non-fiction. Major topics include leadership and authority, professionalism, the nature of ethical standards, social enterprise, and questions of gender, cultural and individual identity, and work / life balance. Materials vary from year to year, but past readings have included work by Robert Bolt, Michael Frayn, Timothy Mo, Wole Soyinka, H. D. Thoreau, and others; films have included Crouching Tiger, Hidden Dragon, Hotel Rwanda, The Descendants, Motorcycle Diaries, Three Kings, and others. Draws on various professions and national cultures, and is run as a series of moderated discussions, with students centrally engaged in the teaching process.

Our subject is the ethics of leadership, an examination of the principles appealed to by executive authority when questions arise about its sources and its legitimacy. Most treatments of this subject resort to case-studies in order to illustrate the application of ethical principles to business situations, but our primary emphasis will be upon classic works of imaginative literature, which convey more directly than case-studies the ethical pressures of decision-making. Readings will include works by Shakespeare, Sophocles, Shaw, E.M. Forster, Joseph Conrad, George Orwell, Fyodor Dostoyevsky, and Henrik Ibsen, among others. Topics to be discussed include the sources of authority, the management of consensus, the ideal of vocation, the ethics of deception, the morality of expediency, the requirements of hierarchy, the virtues and vices of loyalty, the relevance of ethical principles in extreme situations.

This course offers an introduction to ethics in business, with a focus on business management. Students explore theoretical concepts in business ethics, and cases representing the challenges they will likely face as managers. There is opportunity to work with guest faculty as well as business and other professional practitioners. Individual class sessions take the form of moderated discussion, with occasional short lectures from the instructor.

This course builds on the work done concurrently in 15.280 Communication for Managers and 15.311 Organizational Processes in the first semester of the MBA program. 15.280 is offered for 6 units and 15.277 provides an additional 3 units for a total of 9 units in Managerial Communication. 15.277 acts as a lab component to 15.280 and provides students additional opportunities to hone their communication skills through a variety of in-class exercises. Emphasis is on both individual and team communication.

In this course, students develop and polish communication strategies and methods through discussion, examples, and practice with an emphasizes on writing and speaking skills necessary for effective leaders. The course includes several oral and written assignments which are integrated with other subjects, and with career development activities, when possible.

This course is part of the MBA core and is restricted to first-year Sloan graduate students. Find out more about the Sloan MBA core on OCW.

Your success as an academic will depend heavily on your ability to communicate to fellow researchers in your discipline, to colleagues in your department and university, to undergraduate and graduate students, and perhaps even to the public at large. Communicating well in an academic setting depends not only on following the basic rules that govern all good communication (for example, tailoring the message to meet the needs of a specific audience), but also on adhering to the particular norms of academic genres.

The purpose of this course, then, is threefold. First, the course will acquaint you with guidelines that will help you create well-crafted academic communication. Second, it will give you the opportunity to practice your communication skills and to receive extensive feedback from your colleagues and from me. You will write and/or revise an article manuscript or conference paper, present a conference paper or job talk, write a manuscript peer review, and engage in various other communication exercises. The article and talk, which are the major assignments of the course, will be based on material from your own doctoral studies. Third, the course will provide an opportunity for you to learn about professional norms for a range of activities that surround the academic enterprise, including, for example, the scholarly publication process and the job search process.