Xinyi Miao

Logo


* B.E. University of Electronic Science and Technology of China, 2015
* M.U.S.A. University of Pennsylvania, 2019

Geospatial/GIS analyst
Data analyst

Skills:
Python, R, ArcGIS, MySQL

View My LinkedIn Profile

View My GitHub Profile

Space-Time Prediction of Scooters Demand and use case design

Space-time prediction models are built using OLS regression to predict scooter activity. Two models are built here: one based on the demand of each census tract in the city and another one based on the demand of each 300 * 300 meters grid cell in each census tract. With the prediction result, we calculate the subtraction of supply and demand, then design an app use case for re-balancing staff based on the prediciton result.

For more details about the prediction see R Markdown