the data is public
Where is the data housed? I don't think this would be a terribly difficult project if the data doesn't need to be cleaned too much.
That being said, all three of these companies are private, and I would be surprised to see any of this information public, except for the cost of individual rides.
I don't need the exact numbers but to get some sort of reference.
A lot of information is available online, mostly in states which they demand this information to be public (US based companies).
I am not aware of any laws within the US that require expenses to be public for private companies. Even public companies generally do not have this granular information publicly available.
I found this
article that says Bird's rates vary by location/city to between $0.1 and $0.33 per minute, with a $1 upfront charge. I found a couple of articles that all cite Lyme's rate to be $1 plus $0.25 per minute.
It appears these types of companies pay contractors to charge their scooters, who are also paid a variable rate. I have found various articles that cite contractors being paid between $3 and $25 per scooter, and between $5 and $25 per scooter, and all the articles I found implied the average tends to be on the lower end of this scale. I am not sure how often they need to be charged.
Bird
sells a version of their scooter that has a range of 30 miles for $1,300. I would put an upper bound to the costs of the scooter to be 90% of this cost, but would estimate the actual cost be much lower than this. I found an
article that cited the cost of a scooter to be $551.
The revenue per scooter per day is going to vary widely by location, and will be difficult to estimate without some kind of at least sample data. This
article cites the average ride on a Bird scooter to be $3.65, and an average of 5 rides per day per scooter, both as of May 2018. Assuming $0.25/minute, you could reach the conclusion that each Bird scooter is driven for an average of 10.6 minutes per ride. This would also mean that scooters will need to be charged at least once every other day.
I found a
Crunchbase article that sums the ultimate information you are likely looking for; Bird has gross margins of 18% as of May 2018. This was according to an investor presentation. At the time, Bird reportedly said they hoped to increase gross margins to 33% by reducing operating costs.
None of these companies are autonomous, and will have costs such as software development, scooter R&D, and others.
Also, without at least pointing to any kind of raw data, you are not looking for a data analytics project to be completed, you are looking for a google search project to be completed.