Informationally, this post lands on information regarding randomized controlled trials (RCTs). However, there isn't a specific thesis I can nail down outside of introducing a general audience to the history and philosophy of RCTs. There is some discussion regarding how they aren't a panacea, but its more of an afterthought.
I really liked Judea Pearl take on RCTs in his "The Book of Why". It is not much of the history or philosophy, but he show why RCTs works, why randomness do the trick, he does it from the standpoint of a wider theory of a causation that can explain not just RCT but also other methods of untangling causes and effects, and therefore it becomes easy to him to talk why RCTs may not work.
At this point you could just simulate complete economies on a PC.
A medium sized country has 10M people doing ten transactions per day on average. Why have mathematical models when you only ever need to add and subtract.
To add to what to the other poster said, and to help explain, also were you influenced in buying blueberries because of what other people did in your graph?
I don't think we have sufficient models as to why each transaction happens or not. For example, why did someone buy blueberries instead of raspberries?