美国前100大学有哪些开设data science
早从15年开始,在出国留学的浪潮里,大数据相关的专业就越来越火,老牌子的CS和统计专业自是不必说,新兴的专业中最火的则是Data Science,Business Analytics 和Data/Applied Analytics。 但其实三个专业并不是15年才有的,有一些老牌子项目早在10年甚至更早就有了,只是从15年开始越来越多的学校从就业需求出发,都在陆续开设这些专业相关的新项目,特别是近三年,这些专业相关的MS program的数量基本上翻了一倍:
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
(点击查看大图)
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:
大家可以先看下这个图,这是从后端往前端的一个information chain,也就是从技术实现一直到做最后战略决定的过程。
最开始,你要做成一个软件,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。
至于图中没有提到的Data/Applied Analytics专业,这里给大家做个简单的对比:
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
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
• 2007 •North Carolina State University
Institute for Advanced Analytics
M.S. in Analytics
• 2010 •
Cornell University
School of Operations Research & Information Engineering
M.Eng. in Data Analytics
• 2011 •Carnegie Mellon University
Heinz College
M.I.S.M. in Business Intelligence & Data Analytics
Northwestern University
School of Continuing Studies
M.S. in Data Science
(之前叫 M.S. in Predictive Analytics; 18年改的名)
• 2012 •
Northwestern University
McCormick School of Engineering and Applied Science
M.S. in Analytics
Rutgers, The State University of New Jersey
Discovery Informatics Institute
Master of Business and Science in Analytics: Discovery Informatics & Data Sciences
University of San Francisco
College of Arts and Sciences
M.S. in Data Science
(之前叫 M.S. in Analytics; 18年改的名)
• 2013 •
Carnegie Mellon University
School of Computer Science
M.S. in Computational Data Science
(之前叫MSIT in Very Large Information Systems)
Illinois Institute of Technology
College of Science
Master of Data Science
New York University
Center for Data Science
M.S. in Data Science
Southern Methodist University
College of Humanities and Sciences
M.S. in Applied Statistics and Data Analytics
Texas A&M University
College of Science
M.S. in Analytics
University of Maryland
University College
M.S. in Data Analytics
• 2014 •
Columbia University
Institute for Data Science and Engineering
M.S. in Data Science
Georgia Institute of Technology
Colleges of Engineering, Business and Computing
M.S. in Analytics
University of California at Berkeley
School of Information
Master of Information and Data Science (MIDS)
University of California, San Diego
Jacobs School of Engineering
Master of Advanced Study in Data Science and Engineering
University of Virginia
Data Science Institute
M.S. in Data Science
Worcester Polytechnic Institute
Arts and Sciences
M.S. in Data Science
• 2015 •
George Washington University
Columbian College of Arts and Sciences
M.S. in Data Science
Georgetown University
Graduate School of Arts and Sciences
M.S. in Analytics
Indiana University Bloomington
School of Informatics and Computing
M.S. in Data Science
Southern Methodist University
Dedman College of Humanities and Sciences
M.S. in Data Science
University of Minnesota
College of Science & Engineering
M.S. in Data Science
University of Rochester
School of Arts and Sciences
M.S. in Data Science
• 2016 •
Columbia University
School of Professional Studies
M.S. in Applied Analytics
Fordham University
Graduate School of Arts and Sciences
M.S. in Data Analytics
Johns Hopkins University
Whiting School of Engineering
M.S. in Data Science
Northeastern University
College of Computer and Information Science
M.S. in Data Science
Rutgers, The State University of New Jersey
School of Arts and Sciences (Department of Computer Science)
M.S. in Data Science–Computer Science Track
Rutgers, The State University of New Jersey
School of Arts and Sciences (Department of Statistics)
M.S. in Data Science–Statistics Track
University of California Los Angeles
Samueli School of Engineering
M.S.E. in Data Science Engineering
• 2017 •
Brown University
Data Science Initiative
M.S. in Data Science
Harvard University
Chan School of Public Health
M.S. in Health Data Science
Harvard University
Institute for Applied Computational Science
M.S. in Data Science
New Jersey Institute of Technology
College of Computing
M.S. in Data Science
Rutgers University
Rutgers Business School—Newark
Master of Information Technology and Analytics
Syracuse University
School of Information Studies
M.S. in Applied Data Science
University of Denver
Ritchie School of Engineering and Computer Science
M.S. in Data Science
University of Notre Dame
College of Science
M.S. in Applied and Computational Mathematics & Statistics: Data Science
University of Pennsylvania
School of Engineering and Applied Science
M.S.E. in Data Science
University of Southern California
Viterbi School of Engineering
M.S. in Analytics
University of Washington
Continuum College
M.S. in Data Science
• 2018 •American University
School of Public Affairs and College of Arts and Sciences
M.S. in Data Science
Duke University
Information Initiative at Duke and the Social Science Research Institute
Master in Interdisciplinary Data Science
Georgetown University
McCourt School of Public Policy
Master of Data Science for Public Policy
Harvard University
Extension School
Master of Liberal Arts in Data Science
New York University
Stern School of Business (NYC and Shanghai campuses)
M.S. in Data Analytics and Business Computing
Rochester Institute of Technology
Golisano College of Computing and Information Sciences
M.S. in Data Science
University of Delaware
多学院联合
M.S. in Data Science
University of Michigan at Ann Arbor
College of Literature, Science, and the Arts
M.S. in Data Science
University of Southern California
Viterbi School of Engineering
M.S. in Applied Data Science
Yeshiva University
Katz School of Graduate and Professional Studies
M.S. in Data Analytics and Visualization
• 2019 •
Binghamton University
多学院联合
Tufts University
Graduate School of Arts and Sciences
M.S. in Data Analytics
Tufts University
School of Engineering
M.S. in Data Science
Vanderbilt University
Data Science Institute
M.S. in Data Science