如图分别是:
1. 从2007年到今年开设有这三个专业MS program的学校的数量
2. 从2007年到2018年,这三个专业累积颁发的MS学位的数量。
看了图之后,想必大家都很想知道这些专业的发展史,也就是逐年有哪些学校开设相关的项目,但是再具体介绍介绍这些专业逐年的发展史之前,我先跟大家简单说下这三个专业的到底在研究什么:
首先,要做成一个软件,要实现各种功能就需要coding,通过coding做成的软件就是Computer Science的内容。再往前走,提出了一个business issue作为一个consulting project,然后用足够的信息来解决这个问题。期间从信息提取到信息储存都是我们所谓的MIS。也就是说MIS 是一个management issue或者consulting project和计算机的结合。再往前走,我们通过信息得到了足够的数据,开始对数据进行分析和处理得到一个visualization,把它变为一个business insights。这一步就是Business Analytics。在处理数据的那一步,就是对已经有的数据或者已经有的结论进行自我学习、无监督学习,进行deep learning。另一方面,把这些繁杂的数据做成visualization、更好的usability给不懂数据的人用。这一系列对于数据的优化、再利用叫做Data Science。最后,把这些结果去做战略部署就属于Business的范畴。
给大家做个简单的对比:
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Analytics VS BA:
Analytics对于统计和微积分的要求更高,同时对business sense也有要求
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Analytics VS DS:
Analytics项目更侧重于数据的分析,而非建模
说完专业认知,下面就跟大家来看下这些专业逐年的发展史(也就是说,每年有哪些学校新开了相关的项目),由于篇幅原因,本篇先说下Data Science和篇理工科的Data Analytics项目,下次推送给大家说Business Analytics和篇商科的Data Analytics项目。
注意:
1. 这里只cover了综排在top100的学校
2. 以下所有项目信息包括:学校名称,学院/院系名称 和 项目全称
3,不保证是所有项目哈,有漏掉的欢迎补充哈
North Carolina State University
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Institute for Advanced Analytics
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M.S. in Analytics
Cornell University
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School of Operations Research & Information Engineering
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M.Eng. in Data Analytics
Carnegie Mellon University
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Heinz College
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M.I.S.M. in Business Intelligence & Data Analytics
Northwestern University
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School of Continuing Studies
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M.S. in Data Science
(之前叫 M.S. in Predictive Analytics; 18年改的名)
Northwestern University
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McCormick School of Engineering and Applied Science
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M.S. in Analytics
Rutgers, The State University of New Jersey
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Discovery Informatics Institute
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Master of Business and Science in Analytics: Discovery Informatics & Data Sciences
University of San Francisco
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College of Arts and Sciences
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M.S. in Data Science
(之前叫 M.S. in Analytics; 18年改的名)
Carnegie Mellon University
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School of Computer Science
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M.S. in Computational Data Science
(之前叫MSIT in Very Large Information Systems)
Illinois Institute of Technology
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College of Science
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Master of Data Science
New York University
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Center for Data Science
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M.S. in Data Science
Southern Methodist University
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College of Humanities and Sciences
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M.S. in Applied Statistics and Data Analytics
Texas A&M University
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College of Science
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M.S. in Analytics
University of Maryland
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University College
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M.S. in Data Analytics
Columbia University
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Institute for Data Science and Engineering
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M.S. in Data Science
Georgia Institute of Technology
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Colleges of Engineering, Business and Computing
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M.S. in Analytics
University of California at Berkeley
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School of Information
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Master of Information and Data Science (MIDS)
University of California, San Diego
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Jacobs School of Engineering
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Master of Advanced Study in Data Science and Engineering
University of Virginia
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Data Science Institute
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M.S. in Data Science
Worcester Polytechnic Institute
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Arts and Sciences
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M.S. in Data Science
George Washington University
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Columbian College of Arts and Sciences
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M.S. in Data Science
Georgetown University
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Graduate School of Arts and Sciences
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M.S. in Analytics
Indiana University Bloomington
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School of Informatics and Computing
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M.S. in Data Science
Southern Methodist University
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Dedman College of Humanities and Sciences
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M.S. in Data Science
University of Minnesota
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College of Science & Engineering
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M.S. in Data Science
University of Rochester
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School of Arts and Sciences
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M.S. in Data Science
Columbia University
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School of Professional Studies
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M.S. in Applied Analytics
Fordham University
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Graduate School of Arts and Sciences
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M.S. in Data Analytics
Johns Hopkins University
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Whiting School of Engineering
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M.S. in Data Science
Northeastern University
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College of Computer and Information Science
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M.S. in Data Science
Rutgers, The State University of New Jersey
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School of Arts and Sciences (Department of Computer Science)
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M.S. in Data Science–Computer Science Track
Rutgers, The State University of New Jersey
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School of Arts and Sciences (Department of Statistics)
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M.S. in Data Science–Statistics Track
University of California Los Angeles
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Samueli School of Engineering
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M.S.E. in Data Science Engineering
Brown University
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Data Science Initiative
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M.S. in Data Science
Harvard University
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Chan School of Public Health
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M.S. in Health Data Science
Harvard University
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Institute for Applied Computational Science
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M.S. in Data Science
New Jersey Institute of Technology
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College of Computing
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M.S. in Data Science
Rutgers University
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Rutgers Business School—Newark
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Master of Information Technology and Analytics
Syracuse University
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School of Information Studies
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M.S. in Applied Data Science
University of Denver
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Ritchie School of Engineering and Computer Science
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M.S. in Data Science
University of Notre Dame
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College of Science
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M.S. in Applied and Computational Mathematics & Statistics: Data Science
University of Pennsylvania
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School of Engineering and Applied Science
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M.S.E. in Data Science
University of Southern California
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Viterbi School of Engineering
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M.S. in Analytics
University of Washington
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Continuum College
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M.S. in Data Science
American University
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School of Public Affairs and College of Arts and Sciences
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M.S. in Data Science
Duke University
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Information Initiative at Duke and the Social Science Research Institute
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Master in Interdisciplinary Data Science
Georgetown University
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McCourt School of Public Policy
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Master of Data Science for Public Policy
Harvard University
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Extension School
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Master of Liberal Arts in Data Science
New York University
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Stern School of Business (NYC and Shanghai campuses)
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M.S. in Data Analytics and Business Computing
Rochester Institute of Technology
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Golisano College of Computing and Information Sciences
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M.S. in Data Science
University of Delaware
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多学院联合
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M.S. in Data Science
University of Michigan at Ann Arbor
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College of Literature, Science, and the Arts
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M.S. in Data Science
University of Southern California
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Viterbi School of Engineering
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M.S. in Applied Data Science
Yeshiva University
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Katz School of Graduate and Professional Studies
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M.S. in Data Analytics and Visualization
Binghamton University
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多学院联合
Tufts University
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Graduate School of Arts and Sciences
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M.S. in Data Analytics
Tufts University
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School of Engineering
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M.S. in Data Science
Vanderbilt University
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Data Science Institute
-
M.S. in Data Science
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