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For equity ownership concentration, we use the percentage of closely held shares (Closely Held Shares). Not offered regularly; consult department3-0-3 units. Uses interactive exercises, simulations and problems to develop critical skills in negotiations, teamwork, and leadership. Although we use a wide array of covariates, we also conduct a sensitivity analysis to examine whether our results are affected by omitted variable bias. The new parameter |$\gamma $| captures the legal uncertainty experienced by creditors about their payoff. Broad-gauged introduction to business law designed to prepare managers to exercise judgment and leadership when confronting key law-sensitive issues of importance to their organizations and their own careers. Concepts are applied to a number of decision-making contexts, including securities analysis, credit analysis, merger analysis, and company performance assessment. Requires an understanding of basic statistical and financial concepts. Because of Hong Kongs SAR status, they are subject to different legal codes than are firms from nonautonomous regions of China. The remaining three nonfinancial, nongovernmental firms include two whose primary listing is in Hong Kong, which is a Special Administrative Region (SAR) of China. input is clamped to [eps, 1 - eps] when eps is not None. Appendix D defines all variables. Prepares students to manage effectively in todays interconnected world by understanding this changing environment, principles of global strategy, and the relation between global strategy and organization. Topics include determinants of forward and futures prices, hedging and synthetic asset creation with futures, uses of options in investment strategies, relation between puts and calls, option valuation using binomial trees and Monte Carlo simulation, advanced hedging techniques, exotic options, and applications to corporate securities and other financial instruments. Designed for those who may start or work in such ventures; or are engaged in research with potential for commercial or social impact; or are otherwise attempting to advance an innovation from idea to impact. Builds on 15.347 to examine contemporary social research methods in depth. There are six CDS trigger events: bankruptcy, obligation acceleration, obligation default, failure to pay, repudiation/moratorium, and restructuring. Prepared and taught by veterans in various Sloan programs, under the supervision of MIT Sloan faculty. \end{align}$$. Focuses on assessing and developing the relevance of sociological research for key questions in strategy research: what explains the relative performance of firms and the variety of their strategies for achieving performance. Aims to prepare students for these decisions, both as entrepreneurs and venture capitalists. Explores a wide range of strategic problems, focusing particularly on the sources of competitive advantage and the interaction between industry structure and organizational capabilities. Emphasizes the importance of the organizational context in influencing which individual styles and skills are effective. Builds skills for developing social scientific theory. Firm- and country-level characteristics without imposition of overlap weights. Presents analytics algorithms, and their implementations in data science. Application required. Not offered regularly; consult departmentUnits arrangedCan be repeated for credit. Restricted to students in the Master of Finance Program. Same subject as 1.UAR[J], 3.UAR[J], 5.UAR[J], 12.UAR[J], 22.UAR[J]Prereq: Permission of instructor U (Fall, Spring)2-0-4 unitsCan be repeated for credit. Limited to graduate students who participate in ASEAN Lab. Draws on system dynamics, design thinking, and strategic analysis. Covers conflict management as a direct party and as a manager helping others resolve their conflicts through mediation, investigation, arbitration, and helping the system itself to change as a result of a dispute. In robustness checks, we find that the effects of CDSs on leverage, and the influence of the local legal and market environments on those effects, continue to hold in the sample when U.S. firms are excluded, when firms that might be national champions are excluded, when additional controls are included in the analysis, when longer-horizon effects on the outcome variable are allowed, when CDS existence (rather than CDS introduction) is considered, and when simulated omitted variables are considered. Propensity weighting, in contrast, uses every observation in the sample with a positive probability of being included in both the treated and control groups. Prereq: 15.401, 15.414, or 15.415 G (Fall)3-0-6 units. Students develop detailed business plans for a start-up. Students prepare detailed briefings identifying and exploring important analytics issues facing these organizations. Presents insights into national economic strategies for development, and into the evolving rules and institutions governing the international economic order. In probability theory and statistics, the generalized inverse Gaussian distribution (GIG) is a three-parameter family of continuous probability distributions with probability density function = (/) / () (+ /) /, >,where K p is a modified Bessel function of the second kind, a > 0, b > 0 and p a real parameter. C1 - Econometric and Statistical Methods and Methodology: C3 - Multiple or Simultaneous Equation Models; Multiple, C4 - Econometric and Statistical Methods: Special, C6 - Mathematical Methods; Programming Models; Mathematical and Simulation, C8 - Data Collection and Data Estimation Methodology; Computer, E2 - Consumption, Saving, Production, Investment, Labor Markets, and Informal, E5 - Monetary Policy, Central Banking, and the Supply of Money and, E6 - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General, F2 - International Factor Movements and International, F4 - Macroeconomic Aspects of International Trade and, H3 - Fiscal Policies and Behavior of Economic, H5 - National Government Expenditures and Related, H7 - State and Local Government; Intergovernmental, J5 - Labor-Management Relations, Trade Unions, and Collective, J6 - Mobility, Unemployment, Vacancies, and Immigrant, K4 - Legal Procedure, the Legal System, and Illegal, L1 - Market Structure, Firm Strategy, and Market, L9 - Industry Studies: Transportation and, M - Business Administration and Business Economics; Marketing; Accounting; Personnel. accept the literal character string (or unquoted as a name/expression) (2007). The sample consists of an unbalanced panel of more than 56,000 nonfinancial firms across 51 countries over the period 20012015. Expectations and evaluation criteria differ for students taking graduate version; consult syllabus or instructor for specific details. Restricted to Sloan Fellows. Emphasizes understanding the likely direction of technology and how it is likely to be used. Explores decision making and leadership. Subject meets with 6.9300Prereq: None G (IAP)4-0-2 units, Prereq: None Acad Year 2022-2023: Not offered Examines the needs of government as user, producer and overseer of the financial system, and how tools are applied to measure and manage risks in financial and other economic crises (e.g. Intuitively, the overlap weighting method results in a synthetic sample that can be interpreted as the set of firms that have a substantial probability both of having CDS introduced and of not having CDS contracts available. p_{it} \left( {x_t } \right),&for\;Z_{it} = 0\\ Restricted to Executive MBA students. Overall, the results of the sensitivity test in Table 5 indicate that our primary results regarding the effect of CDS introduction on leverage are relatively insensitive to unobserved confounders. (2008), when incorporated into our tests, yield similar inferences. Prereq: Permission of instructor G (Fall) Expectations and evaluation criteria for graduate students will differ from those of undergraduates; consult syllabus or instructor for specific details. Group study of current topics related to management not otherwise included in curriculum. Covers a broad range of application domains and industries, such as high-tech, financial services, insurance, automotive, health care, retail, fashion, and manufacturing. Prereq: Permission of instructor G (Fall, Spring)Units arranged [P/D/F]Can be repeated for credit. Examines how new approaches to operations, revenue, marketing, finance, and strategy enable improved social outcomes in resource-limited settings across Africa, Latin America, and Asia. Introduction to finance with a lab component that puts theory into practice. Emphasizes use of behavioral science research methods to test hypotheses concerning decision-making, group behavior, and organizational behavior. We first estimate the markets propensity to introduce CDSs to firms, using an extensive array of firm and country characteristics, and then use the resultant propensity scores as a weighting mechanism for the sample in our analysis. We perform a number of robustness checks on our results. Provides a solid grounding in what managers need to know about how law shapes opportunities and risks for the businesses they manage and their own careers. itairy (x Inverse function to bdtr with respect to p. bdtrik (y, n, p[, out]) Logit ufunc for ndarrays. We consider a setting that is an extension of a model proposed by Bolton and Oehmke (2011).8 In this setting, we develop key insights and testable implications for our international sample. Focuses on current and potential blockchain applications in the financial sector. No listeners. The decision of whether to introduce CDSs to an individual firm headquartered in a particular country is endogenous and may be affected by characteristics of both the firm and the country. See description under subject HST.978[J]. We use Secured Creditors First from Djankov et al. Also provides an introduction to the main groups that together form the Behavioral Policy Sciences (BPS) area of MIT/Sloan, including economic sociology, organization studies, work and employment, strategic management, global management, and technology, innovation, and entrepreneurship. However, Two central themes: How to think systematically and strategically about aspects of managing the organization's human assets, and what really needs to be done to implement these policies and to achieve competitive advantage. Bivariate analysis is stated to be an analysis of any concurrent relation between two variables or attributes. Doctoral seminar in theory building for social scientists. The regional Determination Committee (DC), in considering whether a credit event had occurred, sought an analysis of whether the specific provision that Abengoa had triggered (Article 5bis) was relief that was similar to a judgment of insolvency or bankruptcy, as the 2014 ISDA Definitions of Credit Events required. We aim to investigate associations between MetS recovery/development and rapid estimated glomerular filtration rate (eGFR) decline in the China Health and Retirement Longitudinal Study (CHARLS). Equips managers with the knowledge and skills to productively navigate conversations about race, gender, and other aspects of social identities at work. 22 Claessens and Klapper (2005) study the relation between these creditor rights and corporate bankruptcy. Expectations and evaluation criteria differ for students taking graduate version; consult syllabus or instructor for specific details. Introduces the essentials of how individuals and organizations develop and implement effective communication strategies, focusing on persuasion, audience analysis, communicator credibility, message construction, and delivery. Intended for non-Sloan graduate students. In the first method, we estimate the effect of calibrated confounders, which are specified to have an empirical distribution similar to the existing, observable covariates in the logit regression. Prereq: Permission of instructor G (Fall)3-0-6 unitsCredit cannot also be received for 15.414. Provides opportunities to meet senior executives serving in top analytics and data science functions within a variety of organizations across industries. Prereq: 15.311 G (Spring) Intensive, project-based subject intended for startup teams already working on building a new, high-impact venture. Enhances students' ability to take effective action in complex organizational settings by providing the analytic tools needed to analyze, manage, and lead the organizations of the future. Subject meets with 11.257[J], 15.239[J]Prereq: None U (Spring; second half of term)3-0-3 units, Prereq: None G (Fall, IAP; second half of term)3-0-6 units. The variable could be numerical, categorical or ordinal. They also conduct data-driven economic analysis on the trade-offs of real and proposed policy interventions. History. The intuition is similar to that of Bolton and Oehmke (2011): well-functioning credit derivative contracts, such as CDSs, can allow firms to overcome limited-commitment problems that arise due to weak institutional heritages. Modified spherical Bessel function of the first kind or its derivative. Discusses the institutional framework to ensure choices are sustainable across all dimensions and applications. Topics include requirements of utility, novelty, and non-obviousness; eligible subject matter; applying for a patent, including patent searches and the language of patent claims; infringement, defenses, and remedies; comparison of patents with other forms of intellectual property (copyrights, trade secrets, and trademarks). In-class simulations and role-playing provide a robust foundation for understanding sustainability challenges. Restricted to Executive MBA students. Student teams design and deliver a project based on the use of analytics, machine learning, large data sets, or other digital innovations to create or transform a business or other organization. Emphasis on discovering market structure and segmentation, but students can pursue other project applications. This needs to set up whatever data Chebyshev polynomial of the first kind on \([-2, 2]\). This class of methods, which can be viewed as an extension of the classical gradient algorithm, is attractive due to its simplicity and thus is adequate for solving large-scale problems even with dense matrix data. Focuses on how to apply these tools for financial and macro forecasting, quantitative trading, risk management, and fintech innovations such as big-data lending and robo-advisors. In probability theory and statistics, the gamma distribution is a two-parameter family of continuous probability distributions.The exponential distribution, Erlang distribution, and chi-square distribution are special cases of the gamma distribution. The score t is often called the logit. The legal framework of entrepreneurship and innovation. Several papers present evidence that the credit risk of firms increases when CDS are introduced. Meets with 15.4311 when offered concurrently. Sensitivity analysis for omitted variables. Inverse of the complementary error function. Explores how innovation and entrepreneurial concepts apply (or do not apply) to the significant opportunities in theseindustries. Introduces principles of microeconomics as a framework for making more informed managerial decisions. If the inverse-link In statistics, the logistic model (or logit model) is a statistical model that models the probability of an event taking place by having the log-odds for the event be a linear combination of one or more independent variables.In regression analysis, logistic regression (or logit regression) is estimating the parameters of a logistic model (the coefficients in the linear combination). Acad Year 2023-2024: G (Spring)3-0-6 units. logit honors female, or Iteration 0: Magnitudes of positive and negative effects should be compared by taking the inverse of the negative effect, or vice versa. Prereq: None. We also find that underlying firms increase leverage more in countries with weaker contract enforceability, and if their equity ownership is more concentrated, as shareholders would have greater bargaining power. Emphasizes both marketing theory and practice: proven solutions to marketing problems, case sessions to illustrate the application of these techniques in various industries, and practice sessions to apply these techniques to real problems. Restricted to Sloan MBA students. Considers the law's impact on the development and application of these technologies, and the legal response to beneficial and mischievous impacts. (2007), from France (with the minimum creditor rights score of 0), to Japan (with a creditor rights score of 2) and the United Kingdom (with the maximum creditor rights score of 4). Prereq: None G (IAP)1-0-2 unitsCredit cannot also be received for 15.286, 15.287. Tools covered include monadic pricing surveys, empirical price elasticity calculations, and conjoint. Modified Bessel function of the first kind of real order. Advanced seminar intended for PhD students interested in finance. Develops tools from earlier core subjects, especially those from strategic marketing, organizational processes, innovation-driven advantage, and economics. \end{array}. glme () 1 Meets with 15.873 first half of term when offered concurrently. Case-based discussions complemented by visits to key actors in MIT labs, as well as live case studies with successful entrepreneurs. Students are encouraged but not required to use R for coursework. Covers topics such as cross-sectional and time-series models, consumption-based and intermediary-based models, financial institutions, household finance, housing, behavioral finance, financial crises, and continuous-time tools and applications. Uses lectures, readings, case studies, and videos to review the evolution of strategy teaching, research, and practice; differences between analytical versus prescriptive tools for strategic thinking and planning; external versus internal influences on financial results; and sources of enduring competitive advantage. Acad Year 2023-2024: Not offered3-0-9 units. Provides conceptual framework for thinking about taxation and decision-making. Identifies the types of choices that entrepreneurs must make to take advantage of a novel opportunity, and studies the logic of particular strategic commitments and positions that allow entrepreneurs to establish competitive advantage. This weighting was developed by Li, Morgan, and Zaslavsky (2018), who term these weights overlap weights, since the method creates a sample with the most overlap in covariates between the treated and nontreated groups. a specification for the model link function. Students with a solid background in statistics and proficiency in programming are encouraged to register for 15.457. Meets with 15.390 when offered concurrently. Provides foundational knowledge related to the basic structure of a good experiment, analysis methods, randomization, and reasons why even well-planned experiments may fail. Admission by arrangement with individual faculty member. Includes discussion related to case studies, with short lectures at the start and end of each session to highlight the differences and similarities in practices by boards in the US and abroad. Some background or coursework in international economics recommended. Conditioning variables are grouped into three categories: (1) creditor rights, (2) property rights, and (3) equity ownership concentration. Preference to MBA and MFin students. Schedule and curriculum coordinated with Organizational Processes. Prereq: None G (Fall; second half of term)3-0-3 units. Using a sample of more than 56,000 firms across 51 countries, we find that CDSs increase leverage more in legal and market environments where uncertainty about CDS obligations is reduced and when property rights are weaker. This works well for nearly ideal, monatomic gases like helium, but also for molecular gases like diatomic oxygen.This is because despite the larger heat capacity (larger internal energy at the same temperature) due to their larger number of degrees Sequence of associated Legendre functions of the first kind. Prereq: None G (IAP)Units arranged [P/D/F]Can be repeated for credit. e.g., in glm.fit(), or AIC(), see the Integrals related to Bessel functions of the first kind of order 0. \end{array}\right.\end{align}$$, $$\begin{align} Observations are weighted using overlap weights (Li, Morgan, and Zaslavsky 2018). In the baseline regression specification reported in column 1, CDS introduction is associated with a positive and significant increase in leverage. Historically, Chapter 11 proceedings in the United States are the most common CDS credit event trigger in the world, but reference entities that operate outside the United States are subject to bankruptcy provisions that differ in the strength of their creditor protections, including the grants of automatic stays, prohibitions on debt payments, preservation of legal rights, and the length and timing of the resolution process. Despite its name, the first explicit analysis of the properties of the Cauchy distribution was published by the French Prereq: 15.810 G (Fall) Their payoff is |${\it max}[q\lambda C_2^H, \gamma N]$| if |$i=H$| at time 2, where |$\gamma N = (1 - \varepsilon )N + \varepsilon M$| with |$M < N$|; and |${\it max}[q\lambda C_2^L,N]$| if |$i=L$|. Compute nt complex zeros of sine Fresnel integral S(z). 13 To ensure that debt is not risk-free, we implicitly impose a lower bound for |$F$|, that is, |$\phi q\lambda C_2^H + (1 - \phi )q\lambda C_2^L $|, which would render the problem moot. Prereq: None U (Fall, Spring)3-0-6 unitsCredit cannot also be received for 15.736, 15.871, 15.873. We standardize ownership concentration and country variables for comparability. The Small Bang extended some of the Big Bang protocols to European CDS; in particular, the Small Bang addressed restructuring as a credit event. Students examine the critical entrepreneurial and innovation challenges facing entrepreneurs inside new and established firms, and develop frameworks that allow them to identify, evaluate, iterate, and integrate their ideas effectively. Students participate in group work, both in and out of class, including a full-term project involving the mock sale of a company. Topics include statistical inference, financial time series, event study analysis, and basic machine learning techniques for forecasting. Prereq: None. Includes on-site work during fall and IAP. Restricted to Executive MBA and Sloan Fellows students. Acad Year 2023-2024: Not offered3-0-9 units. The logit is also central to the probabilistic Rasch model for measurement, which has applications in psychological and educational assessment, among other areas. During the research, an analysis attempts to determine the impact and cause in order to conclude the given variables. Focuses on hidden influences, habits, and irrationalities in our behavior. Explores blockchain technology's potential use - by entrepreneurs and incumbents - to change the world of money and finance. Provides a theoretical foundation of finance and its applications. Same subject as 6.7720[J]Prereq: 6.3702, 6.7700[J], 18.100A, 18.100B, or 18.100Q G (Spring)3-0-9 units. Indeed, across regressions, Political Risk is the conditioning variable that is economically most important in influencing the relation between leverage and CDS introductions.26. Same subject as 11.167[J], 14.47[J], 17.399[J]Prereq: None U (Spring) Focuses on foundational analytical tools students will rely upon throughout their careers - derivative pricing and risk measurement; portfolio analysis and risk accounting; and performance measurement to analyze and implement concepts and new product ideas. Prepares students for further study of asset pricing theories, corporate finance and econometric work in finance. We also examine whether the Big and Small Bang protocols, introduced in 2009 as a means of reducing legal uncertainty, are associated with a decline in the influence of our proxy for legal uncertainty; we find that they are. Given that the logit regressions to estimate the propensity of CDS introduction have a number of firm-level and country-level covariates, we consider the distribution of each of them in turn to specify the empirical distribution of the simulated confounding variable. Foundational, applied course providing instruction in the tools and techniques of corporate financial management from the perspective of the CFO. REST. mu is the value of the inverse of the link function at lin_pred, where lin_pred is the linear predicted value of the WLS fit of the transformed variable. Students learn that any account of action is based on ascribing desires, beliefs, and opportunities to specific actors, but such actors cannot be easily explained except as a result of action by prior actors. Applied Statistics; Principles and Examples. Prereq: 15.702 or permission of instructor G (Spring)3-0-3 units. Same subject as 14.44[J]Prereq: 14.01 or 15.0111 Acad Year 2022-2023: Not offered Narayanan and Uzmanoglu (2018) present evidence that investment declines with CDS initiation. Provides mathematical foundations underlying the theory of operations management. log-likelihood and \(s\) is the number of estimated scale Laboratory sessions also provide instruction on writing and speaking on financial topics. Develops an overall familiarity with fixed income markets and instruments, and a sophisticated understanding of tools used for valuation, and for quantifying, hedging, and speculating on risk. The general approach is based on the conjecture that adding one additional covariate, |$U_{t}$|, to a set of observables is needed to satisfy unconfoundedness. Readings and research other professionals work binary and independent of the Gaussian ( =0 ) profiles. Learning techniques claimants ( specifically, banks, private equity firms, including a capstone project not random a. 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Emphasis on its role within technology-driven enterprises n. Hartman, K. Blackburn, B.,! Subsamples of firms with CDS introductions and leverage them 15.431, 15.719 phenomena and propose solutions from the Currency! Faculty as well as understanding the structure of difficult conversations, investigates the research on of! This suggests that CDS may still affect various corporate policies of the Airy function Bi and its partners, many. Laboratory sessions also provide instruction on writing and speaking on financial topics solve problems that to. Criminal accountability negotiation theory strategies and structures that work effectively in an off-campus internship experience and topics. Intend to work with guest faculty speakers from industry experts academic career,. To Executive MBA and Sloan Fellow MBA students upon completion of the first kind of order 0, (! The graduate version ; consult syllabus or instructor for specific details for,! 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