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> Unfortunately, academic and commercial incentives don't really align here. Most commercial entities don't want to share their data because it's valuable to them, and if they let researchers in, they want the output of the research to remain proprietary to their commercial enterprise... I wonder if there isn't some sort of governance solution to this.

You're commenting on an article in which a commercial entity is sharing their data despite it being valuable to them. Maybe they are the outlier but I've seen plenty of companies share data, especially in the ML space. Here are some datasets[0]. Maybe you would prefer more, but compared to other fields there is a lot of sharing. A "governance solution" could make things worse. If there was some mandate that companies that collect this data have to share it in a costly way, then it would discourage collection.

[0] https://blog.cambridgespark.com/50-free-machine-learning-dat...




> a commercial entity is sharing their data despite it being valuable to them

What's their incentive to share?


Likely they see self-driving as a complement to their core business of vehicle-passenger matching rather than something they hope to profit from directly in a meaningful manner, in which case "commoditize your complement" applies.

"A classic pattern in technology economics, identified by Joel Spolsky, is layers of the stack attempting to become monopolies while turning other layers into perfectly-competitive markets which are commoditized, in order to harvest most of the consumer surplus."

https://www.gwern.net/Complement


Excellent. Thank you


There's a few quick things that come to mind that may be possibilities:

1. If people use your dataset, they can do research into things relevant to you

2. Some people like working for companies that share data/code back with the community, helping hire & retain staff

3. Bits of publicity, either to potential engineers/researchers or others seeing lyft in a better light

4. Improvements in the domain, no matter where they come from, may be beneficial to your business


Your ideas pair well with what Austhrow743 said above. Self driving as a complementary endeavor so Lyft's core isn't jeopardized by releasing the data.




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