约翰·霍普金斯大学和芝加哥大学数据分析研究生项目

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继我上一篇关于当前中国留学生热门研究生学位领域的文章之后,这次我在了解约翰·霍普金斯大学和芝加哥大学这一领域的研究生项目的同时探索了数据分析领域。如果你热爱数学、统计学和计算机科学,这是你理想的职业道路,并且在美国也有着不错的职业前景。

 

什么是数据分析?

数据分析是分析原始数据以得出结论的科学,在商业世界中被实际应用,用来帮助公司实现业绩最大化,提高利润和效率并为决策提供信息。总之,目前数据分析师最广泛的用途是帮助企业优化公司的各个方面,为实现利润最大化的战略规划提供信息。他们在许多行业领域就职,包括商业、金融、刑事司法、科学、医学和政府。

 

数据分析专业的职业道路

数据分析有不同的研究和工作领域:描述性分析将查看发生了什么,诊断性分析将查看为什么会发生什么,预测性分析将关注未来可能发生的事情,说明性分析用于建议下一步行动。通过使用各种软件,该领域似乎融合了计算和数学学习,数据分析师依靠电子表格、数据可视化和数据挖掘——所有这些都以数据操作为最终目标。根据dataquest网站描述,“学习数据分析并成为一名数据科学家是再好不过的了。工作前景充满希望,机会横挎多个行业。”根据美国劳工统计局统计的就业前景(预计2021至2031年间的就业百分比变化)。数据分析的增长率为36%(其他职业平均增长率为5%),大大高于平均增长率。数据科学家的年工资中位数为100910美元。数据分析师收集、整理和研究数据集,以帮助大众解决问题.

 

约翰·霍普金斯大学硕士项目

U. S. NEWS排名第7的约翰·霍普金斯大学开设了数据分析与政策科学硕士项目(可获得数据分析和政策研究生证书)。该项目为期16-24个月,在线授课36学分(也可选择在华盛顿特区校园选修课)。该硕士项目由12门课程组成,学生专注于统计学、编程、数据可视化和通信。学生可以从四个方向进行选择:统计分析、地理空间分析、公共管理和政治行为与政策分析。在这个硕士项目中,核心课程包括数据可视化、概率和统计、编程和数据管理、定量方法以及数据分析和政策的顶电课程。学生还可以选择选修课,包括数据挖掘、医疗分析、机器学习和非盈利数据分析。学费为每门课程4405美元,也需要其他费用


芝加哥大学硕士项目

 

芝加哥大学提供分析学硕士学位项目(MScA),可以全日制或非全日制完成(12-18个月全日制或18个月非全日制)。与约翰斯·霍普金斯大学不同的是,芝加哥大学的项目是一个完全线下或在线课程,总学费为62556美元该项目目前正在接受2023年秋季的申请(注意:签证优先截止日期为2023年1月17日,只有全日制的线下课程才有资格获得签证)。不论是线下还是线上课程,该项目的申请截止日期是2023年3月1日。

 

他们以芝加哥市中心的校园为基地,该项目的校友就职于谷歌、麦肯锡、阿贡实验室、高盛和宝洁公司。该项目的课程由由芝加哥大学数据科学研究所主导,学生在这里学习“如何分析数据并将其应用于医学、公共政策、社会和物理科学以及许多其他领域。”

 

基础课程包括统计学、R和Python,所有学生都会在第一季度课程前五周学习。核心课程包括更多统计学、数据挖掘原理、机器学习和预测分析以及数据工程和领导力领域的选择。选修课程包括:信贷和保险风险分析、数据可视化技术、健康分析和数字营销分析。学生还需要在两个季度内完成一个顶点项目,包括研究设计、实施和写作。还提供了一些非学分讲习班和短期课程以供学生学习。


 


总结

约翰霍普金斯大学和芝加哥大学为那些对数据分析感兴趣,不论是线上学习还是线下学习的学生提供了灵活的选择,可以在数据分析领域排名靠前的大学完成数据分析研究生学位。众多数据表明,数据分析是一个快速增长的领域,并将在未来十年继续增长,具有定量倾向的学生可以在一个非常适合他们技能的职业领域中脱颖而出。


原文:

Continuing from my last article about popular graduate degree fields of study for current Chinese international students, this time I explored the field of Data Analytics while learning about the graduate programs in this area at Johns Hopkins University and the University of Chicago.   If you love math, statistics and computer science, this is the ideal career path for you, with exceptional career prospects in the United States.

 

What is Data Analytics?

Data analytics is the science of analyzing raw data to draw conclusions and is utilized practically in the business world to help companies maximize their performance, increase profits and efficiency, and inform decision making.  In summary, the most popular use of Data Analysts at the present time is to help businesses optimize the various aspects of their company, which can also inform strategic planning to maximize profits.  They work in many industries, including business, finance, criminal justice, science, medicine, and government.

Data Analytics Career Paths

Data analytics has various areas of inquiry and work: descriptive analytics will look at what occurred, diagnostic analytics look at why something occurred, predictive analysis will look at what may occur in the future and prescriptive analytics is used to suggest next steps.  Using various software tools, this field appears to merge computing and math learning, with data analysts relying on spreadsheets, data visualization, data mining–all with an end goal of data manipulation. Per dataquest’s website, “There’s never been a better time to learn data analytics and become a data scientist. The job outlook is promising, and the opportunities span multiple industries.” According to the U.S. Bureau of Labor Statistics, the job outlook (the projected percent change in employment from 2021 to 2031. The average growth rate for all occupations is 5 percent) is 36%, substantially higher than the average growth rate.  The median annual wage for data sc​​ientists was $100,910 in May 2021. A data analyst gathers, cleans, and studies data sets to help solve problems.


Graduate Studies at  Johns Hopkins University

Ranked #7 by U.S. News and World Report Johns Hopkins offers the Master of Science in Data Analytics and Policy (they also offer a Graduate Certificate in Data Analytics and Policy).  The program ranges in duration from 16-24 months, and is 36 credits delivered online (with an option to take electives on campus on the Washington DC campus). This master’s degree program consists of 12 courses where students focus on statistics, programming, data visualization, and communication.  Students choose from four concentrations: Statistical Analysis, Geospatial Analysis, Public Management and Political Behavior and Policy Analysis.  In this M.S. program, core courses include Data Visualization, Probability and Statistics, Programming and Data Management, Quantitative Methods, and a Capstone for Data Analytics and Policy. Students then have the option to select electives that include data mining, healthcare analytics, machine learning, and data analysis in non-profits.  Tuition is at $4,405 per course, but additional fees do apply.

 

Graduate Studies at The University of Chicago

The University of Chicago offers a Master’s of Science in Analytics (MScA) that can be completed part or full time (12-18 months full time, or 18 months part time).  This, unlike Johns Hopkins, can be either a fully in-person program or an online program with a total tuition cost of  $62,556.  They are currently accepting applications for a Fall 2023 start date (note: visa priority deadline is January 17, 2023 and only the full time, in-person program is visa eligible).  Admission applications are due March 1, 2023 for in-person programs, and rolling admissions for the online program.


Based on their downtown Chicago campus, they boast that alumni of the program have gone onto careers with Google, McKinsey, Argonne Labs, Goldman Sachs, and Proctor & Gamble.  This program is offered through the University’s Data Science Institute, where students learn “how to analyze data and apply it to critical real-world problems in medicine, public policy, the social and physical sciences, and many other domains.”

 

Foundational courses include Statistics, R and Python; these are taken online by all students in the five weeks prior to the first quarter of the program. Core courses include more Statistics, Data Mining Principles, Machine Learning and Predictive Analytics, and selections in the areas of Data Engineering and Leadership. A wide variety of electives include: Credit and Insurance Risk Analytics, Data Visualization Techniques, Health Analytics, and Digital Marketing Analytics. Students are also required to complete a Capstone Project over two quarters, covering research design, implementation and writing. A number of non credit workshops and short courses are also offered to supplement learning.

 

SUMMARY

With various options to complete a graduate degree in Data Analytics at a top ranked university that also ranks highly in this field, Johns Hopkins and the University of Chicago offer options that are flexible for those interested in online or in-person learning.  With numerous sources calling

Data Analytics a fast-growing field and that will continue to grow over the next decade, quantitatively inclined students could excel in a career that is an ideal fit for their skills.


ref:

 https://www.dataquest.io/blog/data-analytics-careers/

 https://www.bls.gov/ooh/math/data-scientists.htm 

 https://www.coursera.org/articles/what-does-a-data-analyst-do-a-career-guide

 https://landing.advanced.jhu.edu/msdap-aff/?utm_source=XYZ&utm_campaign=linkout&utm_content=fsb&utm_term=discoverdatascienceorg46158fsb_E5wbefDoYJfb2AsqmSiQM77YddF8iWFtPiD9Fne9mGx3

 https://www.usnews.com/best-colleges/jhu-2077#:~:text=Johns%20Hopkins%20University’s%20ranking%20in,is%20National%20Universities%2C%20%237.

 https://landing.advanced.jhu.edu/msdap-aff/?utm_source=XYZ&utm_campaign=linkout&utm_content=fsb&utm_term=discoverdatascienceorg46158fsb_E5wbefDoYJfb2AsqmSiQM77YddF8iWFtPiD9Fne9mGx3

 https://advanced.jhu.edu/admissions-aid/tuition-fees/

 https://professional.uchicago.edu/find-your-fit/masters/master-science-analytics

 https://datascience.uchicago.edu/education/

 https://professional.uchicago.edu/find-your-fit/masters/master-science-analytics/curriculum#collapse-accordion-5872-1

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