The Best College Towns for Remote Workers

Victor Adewoyin

Data Scraper
Data Visualizer
ML Engineer
BeautifulSoup
Python
Tableau

The Best College Towns for Remote Workers Project

This is a comprehensive ranking project that provides a list of top US college towns ideal for remote workers.The data was collected from different sources and the college towns were ranked based on attributes such as cost of living index, internet speed, number of eateries/bar per capital, number of co-working spaces per capita, walkability score etc. A ranking algorithm was used for ranking the towns.

Methodology & Sources:

The data used was collected from different sources;

The list of college towns was gotten from wikipedia (

https://en.wikipedia.org/wiki/List_of_college_towns#United_States

),

The internet speed was obtained from Speedtest (

https://www.speedtest.net/performance/united-states

)

Some demographic data(population,median income etc.) was obtained from Bestplaces(

https://www.bestplaces.net

)

Walkscore and Bikescore of each town was obtained from Walkscore (

https://www.walkscore.com/

)

Number of coworking space in each town was obtained from CityFeet(

https://www.cityfeet.com/cont/coworking-space

)

The data for each college town was obtained from the sites above,and the relevant attributes were normalised to bring the attributes to same scale, using the following weights for each attributes:- Unemployment rate: 10%, Cost of living index: 20%,Number of eateries per capita: 10%,Number of coworking spaces per capita: 10%, Median income per capita: 15%, Speed score: 20%, Active Mobility Score: 15%.These weights were assigned based on perceived importance of the attributes to remote workers.The final ranking score was obtained using weighted sum of each score of each attributes taking into consideration their weights. where missing data was encoutered for any town, the median value of the attribute for the state was used. The data was collected between 4th-7th of May,2023.

Result

the ranking based on weighted sum was used as it is simple and more intuitive and it gave a similar result to topsis method. The top 10 rows are shown below:

top 10 college towns based on weighted sum ranking method.
top 10 college towns based on weighted sum ranking method.

Dashboard

dashboard
dashboard

View all the project details and codes used on the github page:

https://github.com/vaadewoyin/The-Best-College-Towns-for-Remote-Workers-Project

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