A lot of researchers think their job is to build models. They don't want to collect their own data, so they go find whatever dataset they can on kaggle or from a previous paper or wherever.

This is backwards. The model is the easy part. Getting good data is 99% of the job, and nearly any clown can make a good model once you hand them a good dataset.