Universities with the best net return on investment

Fouad Yared
Posted on Apr 30, 2017

 

How does a person choose the right university? There are many factors to be considered, including the cost of tuition, proximity to one's home, and the ranking of the institution and/or program. The long-term costs and benefits of going to a certain university over another should also be considered.

The US Department of Education and the Treasury Department have a publicly available data set on over 7,000 universities and colleges, which includes information on their tuition, admission rates, median earnings of students, and more. I'll leverage their College Scorecard data set in order to form a set of net return on investment statistics, as noted in the below paragraph.

I multiplied the median earnings for a specific university (for someone graduating within six years after first enrolling) by 20, multiplied the in-state, out-of-state, public, and private tuition costs by 4, multiplied median high school earnings by 24, and then subtracted those three elements. The calculation resulted in a net return on investment statistic for each of the four types of tuition. This calculation assumes the same salary over the twenty years.

Box plots were used to show the spread of differences of median earnings based on the cost of attending a university. I decided to split the different prices of universities into eight distinct groups, based on the cost of four years of tuition. The box plots are split into $25,000 intervals over four years (or $6,250 a year). The intervals for each of the following box plots starts at $0-$25,000 in interval 1 and goes to $175,000-$200,000 in interval 8.

In-State University Price Out-of-State University Price

Generally speaking, as tuition increases, the return on investment increases for in-state, out-of-state, public, and private universities. There is a data table following the box plots that provides further information on the differences in median earnings by tuition.

Public University PricePrivate University Price

There are a few instances where one's net return on investment does not increase as their tuition increases. These include interval 2 for in-state tuition (which has higher median earnings than intervals 3 and 4), interval 2 for out-of-state tuition (which has lower median earnings than interval 1), and intervals 7 and 8 for private tuition (which have lower median earnings than prior intervals).

Tuition by ROI, Datatable

As a person would likely be more interested in specific universities and/or geographies, I created a Shiny app through R (accessible at https://fouadyared.shinyapps.io/unidashboardx/) that allows a person to select a city to see the universities with the highest median income six years after entering. For example, the picture below shows that graduates from the Helene Fuld College of Nursing have higher median earnings than graduates of any other university in New York City, amounting to average salaries of $72,500.

The "Salary Range, by University" tab shows the spread of students' earnings in various percentiles.

The "Salary, ROI by City" tab reveals the universities with the best return on investment depending on the city that's selected.

Salary, ROI by City

A map highlighting the differences of median wages between Bachelor's degree holders and high school graduates can be found in the "Earnings in the US" tab. The one-year salary difference is the largest in the San Jose, CA Metro (> $44,000), followed by the Washington DC Metro (> $33,000). The New York City Metro Area isn't far behind as the difference is greater than $28,000. I decided to use metropolitan areas, which may cross city or state lines, as opposed to zip codes as a person is more likely to work within their metro area.

Map1

The "University Location" tab shows where universities are located in the US and where they are clustered.

The last three tabs compare the return on investment to various characteristics: the share of Science, Technology, Engineering, or Mathematics (STEM) degrees, how expensive the university is, and the ranking of the university.

The STEM plot divides the graph into 20% intervals and reveals how the return on investment increases as the share of graduates in STEM fields increases.

stem1

The Research Institute plot compares the highest ranking research universities by city. The highest ranking research universities (R1), which include include Harvard, Yale, Columbia, and Princeton, are in interval 1, are compared with universities in the next two intervals (R2 and R3) Non-research universities are grouped into interval 5. A list of research institution rankings can be found at https://en.wikipedia.org/wiki/List_of_research_universities_in_the_United_States

research institute

In conclusion, I was surprised to find that going to a more expensive university is more likely to result in a larger net return on investment than going to a less expensive one. Differences can be found in the type of institution (public or private) and the type of tuition paid (in-state, out-of-state, public, or private). It would be worthwhile to look into why the net return on investment drops for students in the two most expensive intervals at private universities.

As this was an observational analysis, there's still many aspects to explore. This would include looking at differences in salary and unemployment rates by major at each university and factoring in the cost of living to see how various metropolitan areas compare to one another. A limitation to this study was that only the starting salary was evaluated. Also, at the top universities, name recognition and networking are important factors that have not been factored in.

The code used to create this Shiny app is publicly available at gist.github.com/fouadyared

About Author

Fouad Yared

Fouad Yared

Dedicated to public service, Fouad Yared has four years experience working in the non-profit world: he advocated for tenants rights at Cleveland Tenants Organization and instructed classes on basic literacy and GED preparation at the Cuyahoga County Jail....
View all posts by Fouad Yared >

Related Articles

Leave a Comment

No comments found.

View Posts by Categories


Our Recent Popular Posts


View Posts by Tags

#python #trainwithnycdsa 2019 airbnb Alex Baransky alumni Alumni Interview Alumni Reviews Alumni Spotlight alumni story Alumnus API Application artist aws beautiful soup Best Bootcamp Best Data Science 2019 Best Data Science Bootcamp Best Data Science Bootcamp 2020 Best Ranked Big Data Book Launch Book-Signing bootcamp Bootcamp Alumni Bootcamp Prep Bundles California Cancer Research capstone Career Career Day citibike clustering Coding Course Demo Course Report D3.js data Data Analyst data science Data Science Academy Data Science Bootcamp Data science jobs Data Science Reviews Data Scientist Data Scientist Jobs data visualization Deep Learning Demo Day Discount dplyr employer networking feature engineering Finance Financial Data Science Flask gbm Get Hired ggplot2 googleVis Hadoop higgs boson Hiring hiring partner events Hiring Partners Industry Experts Instructor Blog Instructor Interview Job Job Placement Jobs Jon Krohn JP Morgan Chase Kaggle Kickstarter lasso regression Lead Data Scienctist Lead Data Scientist leaflet linear regression Logistic Regression machine learning Maps matplotlib Medical Research Meet the team meetup Networking neural network Neural networks New Courses nlp NYC NYC Data Science nyc data science academy NYC Open Data NYCDSA NYCDSA Alumni Online Online Bootcamp Open Data painter pandas Part-time Portfolio Development prediction Prework Programming PwC python python machine learning python scrapy python web scraping python webscraping Python Workshop R R language R Programming R Shiny r studio R Visualization R Workshop R-bloggers random forest Ranking recommendation recommendation system regression Remote remote data science bootcamp Scrapy scrapy visualization seaborn Selenium sentiment analysis Shiny Shiny Dashboard Spark Special Special Summer Sports statistics streaming Student Interview Student Showcase SVM Switchup Tableau team TensorFlow Testimonial tf-idf Top Data Science Bootcamp twitter visualization web scraping Weekend Course What to expect word cloud word2vec XGBoost yelp