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## MS&E 20:Discrete Probability Concepts And Models

Terms: Sum | Units: 4 | UG Reqs: WAY-FR | Grading: Letter (ABCD/NP)
Instructors: ; Shachter, R. (PI)

## MS&E 52:Introduction to Decision Making

Terms: Sum | Units: 3-4 | Grading: Letter or Credit/No Credit
Instructors: ; Robinson, B. (PI)

## MS&E 92Q:International Environmental Policy

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Weyant, J. (PI)

## MS&E 93Q:Nuclear Weapons, Energy, Proliferation, and Terrorism

Terms: Spr | Units: 3 | UG Reqs: GER:DB-EngrAppSci | Grading: Letter or Credit/No Credit
Instructors: ; Hecker, S. (PI)

## MS&E 108:Senior Project

Terms: Win | Units: 5 | Grading: Letter (ABCD/NP)

## MS&E 111:Introduction to Optimization (ENGR 62, MS&E 211)

Terms: Spr | Units: 3-4 | UG Reqs: GER:DB-EngrAppSci | Grading: Letter or Credit/No Credit

## MS&E 111X:Introduction to Optimization (Accelerated) (ENGR 62X, MS&E 211X)

Terms: Aut, Win | Units: 3-4 | Grading: Letter or Credit/No Credit

## MS&E 112:Mathematical Programming and Combinatorial Optimization (MS&E 212)

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 120:Probabilistic Analysis

Terms: Aut | Units: 5 | UG Reqs: GER:DB-EngrAppSci, WAY-AQR, WAY-FR | Grading: Letter or Credit/No Credit

## MS&E 121:Introduction to Stochastic Modeling

Terms: Spr | Units: 4 | UG Reqs: GER:DB-EngrAppSci | Grading: Letter or Credit/No Credit

## MS&E 125:Introduction to Applied Statistics

Terms: Win | Units: 4 | Grading: Letter or Credit/No Credit

## MS&E 130:Information Networks and Services

Terms: Win | Units: 3 | UG Reqs: GER:DB-EngrAppSci | Grading: Letter (ABCD/NP)

## MS&E 135:Networks

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 140:Accounting for Managers and Entrepreneurs (MS&E 240)

Terms: Win, Sum | Units: 3-4 | Grading: Letter or Credit/No Credit

## MS&E 140X:Financial Accounting Concepts and Analysis

Terms: Spr | Units: 2 | Grading: Satisfactory/No Credit

## MS&E 145:Introduction to Investment Science

Terms: Aut | Units: 4 | Grading: Letter or Credit/No Credit

## MS&E 146:Corporate Financial Management

Terms: Win | Units: 4 | Grading: Letter or Credit/No Credit

## MS&E 147:Finance and Society for non-MBAs (ECON 143, IPS 227, POLISCI 127A, PUBLPOL 143)

Terms: Win | Units: 4 | Grading: Letter or Credit/No Credit

## MS&E 148:Ethics of Finance

Terms: Aut | Units: 2 | Grading: Satisfactory/No Credit

## MS&E 149:Hedge Fund Management

Terms: Aut, Win, Spr | Units: 1-2 | Repeatable for credit | Grading: Satisfactory/No Credit
Instructors: ; Borland, L. (PI)

## MS&E 152:Introduction to Decision Analysis

Terms: Spr | Units: 3-4 | UG Reqs: GER:DB-EngrAppSci, WAY-AQR, WAY-FR | Grading: Letter or Credit/No Credit

## MS&E 175:Innovation, Creativity, and Change

Terms: Win | Units: 3-4 | Grading: Letter (ABCD/NP)

## MS&E 177:Creativity Rules

Terms: Spr | Units: 4 | Grading: Letter (ABCD/NP)

## MS&E 178:The Spirit of Entrepreneurship

Terms: Aut, Win, Spr | Units: 2 | Repeatable for credit | Grading: Letter or Credit/No Credit

## MS&E 180:Organizations: Theory and Management

Terms: Aut | Units: 4 | Grading: Letter (ABCD/NP)

## MS&E 181:Issues in Technology and Work

Terms: not given this year | Units: 3 | UG Reqs: WAY-SI | Grading: Letter (ABCD/NP)

Terms: Aut | Units: 4 | Grading: Letter (ABCD/NP)

## MS&E 184:Future of Work: Issues in Organizational Learning and Design

Terms: Win | Units: 4 | Grading: Letter (ABCD/NP)

## MS&E 185:Global Work

Terms: Spr | Units: 4 | Grading: Letter (ABCD/NP)

## MS&E 188:Organizing for Good

Terms: Spr | Units: 4 | Grading: Letter (ABCD/NP)

## MS&E 190:Methods and Models for Policy and Strategy Analysis

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Weyant, C. (PI); Fu, R. (TA)

## MS&E 193:Technology and National Security (GS 167, GS 267, MS&E 293)

Terms: Spr | Units: 3 | UG Reqs: WAY-SI | Grading: Letter or Credit/No Credit

## MS&E 201:Dynamic Systems

Terms: Win | Units: 3-4 | Grading: Letter or Credit/No Credit
Instructors: ; Tse, E. (PI); Zhou, B. (TA)

## MS&E 202:Optimal Control of Dynamic Systems

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 208A:Practical Training

Terms: Aut, Win, Spr, Sum | Units: 1 | Grading: Satisfactory/No Credit
Instructors: ; Brandeau, M. (PI)

## MS&E 208B:Practical Training

Terms: Aut, Win, Spr, Sum | Units: 1 | Grading: Satisfactory/No Credit
Instructors: ; Brandeau, M. (PI)

## MS&E 208C:Practical Training

Terms: Aut, Win, Spr, Sum | Units: 1 | Grading: Satisfactory/No Credit
Instructors: ; Brandeau, M. (PI)

## MS&E 208D:Practical Training

Terms: Aut, Win, Spr, Sum | Units: 1 | Grading: Satisfactory/No Credit
Instructors: ; Brandeau, M. (PI)

## MS&E 208E:Part-Time Practical Training

Terms: Aut, Win, Spr, Sum | Units: 1 | Repeatable for credit | Grading: Satisfactory/No Credit
Instructors: ; Brandeau, M. (PI)

## MS&E 211:Introduction to Optimization (ENGR 62, MS&E 111)

Terms: Spr | Units: 3-4 | Grading: Letter or Credit/No Credit

## MS&E 211X:Introduction to Optimization (Accelerated) (ENGR 62X, MS&E 111X)

Terms: Aut, Win | Units: 3-4 | Grading: Letter or Credit/No Credit

## MS&E 212:Mathematical Programming and Combinatorial Optimization (MS&E 112)

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 213:Introduction to Optimization Theory (CS 269O)

Terms: Spr | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 220:Probabilistic Analysis

Terms: Aut, Sum | Units: 3-4 | Grading: Letter or Credit/No Credit

## MS&E 221:Stochastic Modeling

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 223:Simulation

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 226:"Small" Data

Terms: Aut | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 231:Introduction to Computational Social Science (SOC 278)

Terms: Aut | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 233:Networked Markets

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 234:Data Privacy and Ethics

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 235:Network Analytics

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 237:Networks, Markets, and Crowds (CME 237)

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 238:Leading Trends in Information Technology

Terms: Sum | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Barreto, D. (PI)

## MS&E 238A:Leading Trends in Information Technology

Terms: Sum | Units: 1 | Grading: Satisfactory/No Credit
Instructors: ; Barreto, D. (PI)

## MS&E 240:Accounting for Managers and Entrepreneurs (MS&E 140)

Terms: Win, Sum | Units: 3-4 | Grading: Letter or Credit/No Credit

## MS&E 241:Economic Analysis

Terms: Win | Units: 3-4 | Grading: Letter or Credit/No Credit

## MS&E 243:Energy and Environmental Policy Analysis

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 244:Economic Growth and Development

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 245A:Investment Science

Terms: Aut | Units: 3-4 | Grading: Letter or Credit/No Credit

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 246:Financial Risk Analytics

Terms: Win | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 250A:Engineering Risk Analysis

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 250B:Project Course in Engineering Risk Analysis

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 251:Introduction to Stochastic Control with Applications (EE 266)

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 252:Decision Analysis I: Foundations of Decision Analysis

Terms: Aut | Units: 3-4 | Grading: Letter or Credit/No Credit

## MS&E 254:The Ethical Analyst

Terms: Spr | Units: 1-3 | Grading: Letter or Credit/No Credit

## MS&E 256:Technology Assessment and Regulation of Medical Devices (BIOE 256)

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 256A:Technology Assessment and Regulation of Medical Devices

Terms: Spr | Units: 1 | Grading: Satisfactory/No Credit

## MS&E 260:Introduction to Operations Management

Terms: Aut, Sum | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 262:Supply Chain Management

Terms: not given this year | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 263:Healthcare Operations Management

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 265:Product Management Fundamentals

Terms: Spr | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 267:Service Operations and the Design of Marketplaces

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Ashlagi, I. (PI)

## MS&E 270:Strategy in Technology-Based Companies

Terms: Aut | Units: 3-4 | Grading: Letter (ABCD/NP)

## MS&E 271:Global Entrepreneurial Marketing

Terms: Win | Units: 3-4 | Grading: Letter (ABCD/NP)

## MS&E 272:Entrepreneurship without Borders

Terms: Win | Units: 3-4 | Grading: Letter (ABCD/NP)

## MS&E 273:Technology Venture Formation

Terms: Aut | Units: 3-4 | Grading: Letter (ABCD/NP)

## MS&E 274:Dynamic Entrepreneurial Strategy

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 275:Foundations for Large-Scale Entrepreneurship

Terms: Spr | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 276:Entrepreneurial Management and Finance

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 277:Creativity and Innovation

Terms: Aut | Units: 3-4 | Grading: Letter (ABCD/NP)

## MS&E 278:Patent Law and Strategy for Innovators and Entrepreneurs (ME 208)

Terms: Aut | Units: 2-3 | Grading: Letter or Credit/No Credit
Instructors: ; Schox, J. (PI)

## MS&E 280:Organizational Behavior: Evidence in Action

Terms: Aut | Units: 3-4 | Grading: Letter (ABCD/NP)

Terms: Spr | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 284:Designing Modern Work Organizations

Terms: Win | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 292:Health Policy Modeling

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 293:Technology and National Security (GS 167, GS 267, MS&E 193)

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 294:Systems Modeling for Climate Policy Analysis

Terms: Win, alternate years, not given next year | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Weyant, J. (PI)

## MS&E 295:Energy Policy Analysis

Terms: alternate years, given next year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 297:"Hacking for Defense": Solving National Security issues with the Lean Launchpad

Terms: Spr | Units: 3-4 | Grading: Letter (ABCD/NP)

## MS&E 298:Hacking for Diplomacy: Tackling Foreign Policy Challenges with the Lean Launchpad (IPS 232)

Terms: not given this year | Units: 3-4 | Grading: Letter (ABCD/NP)

## MS&E 299:Voluntary Social Systems

Terms: Win | Units: 1-3 | Grading: Letter or Credit/No Credit

## MS&E 300:Ph.D. Qualifying Tutorial or Paper

Terms: Aut, Win, Spr, Sum | Units: 1-3 | Repeatable for credit | Grading: Satisfactory/No Credit

## MS&E 301:Dissertation Research

Terms: Aut, Win, Spr, Sum | Units: 1-15 | Repeatable for credit | Grading: Satisfactory/No Credit

## MS&E 302:Fundamental Concepts in Management Science and Engineering

Terms: Aut | Units: 1 | Grading: Satisfactory/No Credit
Instructors: ; Brandeau, M. (PI)

## MS&E 310:Linear Programming

Terms: Aut | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Ye, Y. (PI); Fu, R. (TA)

## MS&E 311:Optimization (CME 307)

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 312:Advanced Methods in Numerical Optimization (CME 334)

Terms: not given this year | Units: 3 | Repeatable for credit | Grading: Letter or Credit/No Credit

## MS&E 313:Almost Linear Time Graph Algorithms (CS 269G)

Terms: not given this year | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 314:Linear and Conic Optimization with Applications (CME 336)

Terms: alternate years, given next year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 316:Discrete Mathematics and Algorithms (CME 305)

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 317:Algorithms for Modern Data Models (CS 263)

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 318:Large-Scale Numerical Optimization (CME 338)

Terms: Spr | Units: 3 | Grading: Letter (ABCD/NP)
Instructors: ; Saunders, M. (PI)

## MS&E 319:Approximation Algorithms

Terms: not given this year | Units: 3 | Repeatable for credit | Grading: Letter or Credit/No Credit

## MS&E 321:Stochastic Systems

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 322:Stochastic Calculus and Control

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 324:Stochastic Methods in Engineering (CME 308, MATH 228)

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Glynn, P. (PI)

## MS&E 325:Advanced Topics in Applied Probability

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 326:Advanced Topics in Game Theory with Engineering Applications

Terms: Spr | Units: 3 | Repeatable for credit | Grading: Letter or Credit/No Credit
Instructors: ; Johari, R. (PI)

## MS&E 330:Law, Order & Algorithms (CSRE 230, SOC 279)

Terms: Spr | Units: 3 | Grading: Letter (ABCD/NP)
Instructors: ; Goel, S. (PI)

## MS&E 332:Topics in Social Algorithms

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 333:Social Algorithms

Terms: not given this year | Units: 1 | Grading: Satisfactory/No Credit

## MS&E 334:Topics in Social Data

Terms: Aut | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Ugander, J. (PI)

## MS&E 335:Queueing and Scheduling in Processing Networks

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 336:Platform and Marketplace Design

Terms: not given this year | Units: 3 | Repeatable for credit | Grading: Letter or Credit/No Credit

## MS&E 338:Reinforcement Learning

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Van Roy, B. (PI); Lu, X. (GP)

## MS&E 347:Credit Risk: Modeling and Management

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Giesecke, K. (PI)

## MS&E 348:Optimization of Uncertainty and Applications in Finance

Terms: Win | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Infanger, G. (PI)

## MS&E 349:Financial Statistics

Terms: Spr | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Pelger, M. (PI)

## MS&E 351:Dynamic Programming and Stochastic Control

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 352:Decision Analysis II: Professional Decision Analysis

Terms: Win | Units: 3-4 | Grading: Letter or Credit/No Credit

## MS&E 353:Decision Analysis III: Frontiers of Decision Analysis

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 355:Influence Diagrams and Probabilistics Networks

Terms: Win, alternate years, not given next year | Units: 3 | Grading: Letter or Credit/No Credit
Instructors: ; Shachter, R. (PI)

## MS&E 365:Advanced Topics in Market Design

Terms: Spr | Units: 3 | Repeatable for credit | Grading: Letter or Credit/No Credit
Instructors: ; Ashlagi, I. (PI)

## MS&E 371:Innovation and Strategic Change

Terms: Win | Units: 2-3 | Repeatable for credit | Grading: Letter or Credit/No Credit
Instructors: ; Katila, R. (PI)

## MS&E 372:Entrepreneurship Doctoral Research Seminar

Terms: Spr | Units: 1-3 | Grading: Letter or Credit/No Credit
Instructors: ; Eesley, C. (PI)

## MS&E 374:Cross Border Regional Innovation

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 376:Strategy Doctoral Research Seminar

Terms: alternate years, given next year | Units: 3 | Repeatable for credit | Grading: Letter (ABCD/NP)

## MS&E 379:Social Data Analysis

Terms: not given this year | Units: 3 | Grading: Letter or Credit/No Credit

## MS&E 380:Doctoral Research Seminar in Organizations

Terms: not given this year | Units: 3 | Repeatable for credit | Grading: Letter or Credit/No Credit

## MS&E 381:Research in Work, Technology, and Organization

Terms: Spr | Units: 2-3 | Repeatable for credit | Grading: Letter or Credit/No Credit
Instructors: ; Valentine, M. (PI)

## MS&E 383:Doctoral Seminar on Ethnographic Research

Terms: not given this year | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 384:Groups and Teams

Terms: Win | Units: 3 | Grading: Letter (ABCD/NP)
Instructors: ; Hinds, P. (PI)

## MS&E 387:Design of Field Research Methods

Terms: not given this year | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 388:Contemporary Themes in Work and Organization Studies

Terms: not given this year | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 389:Seminar on Organizational Theory (EDUC 375A, SOC 363A)

Terms: Aut | Units: 5 | Grading: Letter (ABCD/NP)
Instructors: ; Powell, W. (PI)

## MS&E 390:Doctoral Research Seminar in Health Systems Modeling

Terms: Aut, Win, Spr | Units: 1-3 | Repeatable for credit | Grading: Satisfactory/No Credit
Instructors: ; Brandeau, M. (PI)

## MS&E 391:Doctoral Research Seminar in Energy-Environmental Systems Modeling and Analysis

Terms: Spr | Units: 1-3 | Repeatable for credit | Grading: Satisfactory/No Credit
Instructors: ; Weyant, J. (PI)

## MS&E 403:Integrative Modeling

Terms: not given this year | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 408:Directed Reading and Research

Terms: Aut, Win, Spr, Sum | Units: 1-15 | Repeatable for credit | Grading: Letter or Credit/No Credit

## MS&E 441:Policy and Economics Research Roundtable (PERR)

Terms: Aut, Win, Spr | Units: 1 | Repeatable for credit | Grading: Satisfactory/No Credit
Instructors: ; Sweeney, J. (PI)

## MS&E 442:Energy Efficiency: Technology, Policy, and Investment (PUBLPOL 342)

Terms: Spr | Units: 1-2 | Grading: Letter or Credit/No Credit

## MS&E 446A:Mathematical and Computational Finance Seminar (CME 242, STATS 239)

Terms: not given this year | Units: 1 | Repeatable for credit | Grading: Satisfactory/No Credit

## MS&E 447:Systemic and Market Risk : Notes on Recent History, Practice, and Policy

Terms: not given this year | Units: 3 | Grading: Letter (ABCD/NP)

## MS&E 448:Big Financial Data and Algorithmic Trading

Terms: Spr | Units: 3 | Grading: Letter (ABCD/NP)

Terms: Win | Units: 1-2 | Grading: Satisfactory/No Credit

## MS&E 450:Lessons in Decision Making

Terms: not given this year | Units: 1 | Repeatable for credit | Grading: Satisfactory/No Credit

## MS&E 454:Decision Analysis Seminar

Terms: Aut, Win, Spr | Units: 1 | Repeatable for credit | Grading: Satisfactory/No Credit

## MS&E 463:Healthcare Systems Design

Terms: Spr | Units: 3-4 | Grading: Letter (ABCD/NP)
Instructors: ; Scheinker, D. (PI)

## MS&E 472:Entrepreneurial Thought Leaders' Seminar

Terms: Aut, Win, Spr | Units: 1 | Repeatable for credit | Grading: Satisfactory/No Credit

Terms: Win | Units: 1 | Grading: Satisfactory/No Credit
Instructors: ; Seelig, T. (PI)

Terms: Spr | Units: 1 | Grading: Satisfactory/No Credit
Instructors: ; Seelig, T. (PI)

## MS&E 487:D.ORG: PROTOTYPING ORGANIZATIONAL CHANGE

Terms: not given this year | Units: 2-4 | Grading: Letter (ABCD/NP)

Terms: Win | Units: 4 | Grading: Letter (ABCD/NP)

## MS&E 493:Current issues in Technology and National Security

Terms: Spr | Units: 1-3 | Grading: Letter or Credit/No Credit
Instructors: ; Ellis, J. (PI); Kim, R. (TA)

## MS&E 494:The Energy Seminar (CEE 301, ENERGY 301)

Terms: Aut, Win, Spr | Units: 1 | Repeatable for credit | Grading: Satisfactory/No Credit
Instructors: ; Weyant, J. (PI)

## MS&E 802:TGR Dissertation

Terms: Aut, Win, Spr, Sum | Units: 0 | Repeatable for credit | Grading: TGR