Published! 🚴♀️ Riding the wave: Predicting the use of @bicing in #Barcelona before and during #COVID @RyanFedero & Xavier Fernández-i-Marin at #Sustainable Cities and Society journal.
bustawin.com/riding-the-wav…
Info & insights 🧵👇
bustawin.com/riding-the-wav…
Info & insights 🧵👇
We use #MachineLearning to identify the key factors in predicting the use of @bicing (the bike-sharing system in Barcelona) before and during #COVID using bicing trips and #OpenData from @bcn_ajuntament and @govern @iopendatabcn. Main insights👇 
1. Increasing bike-related built infrastructure, trip distance, and the income levels of neighborhoods are the most relevant predictors of the increase in bicing usage.
2. #TacticalUrbanism is effective to increase the use of Bicing.👇
2. #TacticalUrbanism is effective to increase the use of Bicing.👇
3. #COVID has altered societal behavior: e.g. neighborhoods with a higher percentage of women and with lower-income range have increased their use of Bicing.
Checkout more at bustawin.com/riding-the-wav…
Checkout more at bustawin.com/riding-the-wav…
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