4,462 karma · joined October 2, 2015
I don't mean to disparage amateur statistics since often there are interesting things that experts miss that amateurs have insight into but this sort of data with few data points (the data you have doesn't sound independent) and a lot of confounding factors is not trivial to accurately model. Not that everyone needs to learn statistics but this sort of data (and also this topic) probably deserves a bit more of a rigorous approach.
As a very simple example, picking a time range for the model because the model doesn't work when you go farther back adds a lot of potential bias into the model and that along with the non-independence issue (and without looking at the data myself I don't know if there are other issues) are going to lead to overconfidence in conclusions.
There's a channel on YouTube called Statquest that teaches statistics in a pretty accessible way if you're interested in analyzing this sort of data.
I'm in a different field but an arbitrary 27 years (1998-2024) of data and the autocorrelation both would get flagged in a review for me. Not to give statistics homework but you should test and correct the autocorrelation issue you're describing in the model and if the data goes farther back I would go farther back, too (with how you're describing the errors going off pattern then back on it sounds like the inference here would be at least somewhat unstable depending on year chosen).
Edit: these are the assumptions and basics of how to correct for violations, in particular you're describing a violation of assumption 2 but you should test for all of them - https://www.statology.org/linear-regression-assumptions/
I can understand Google somewhat here (if I was running a business I wouldn't be happy wading into a political issue like this) but the idea that they are above criticism for just falling in line still doesn't resonate with me.
I want a social media again where I actually just see my friends (my friends use Discord for this and it works okay).
Overall though I found this post incredibly hard to read. It's incredibly long and wordy though that's par for the course for these petty semantic arguments.
Especially on a post about them doing something decent, I can accept they are obviously hypocritical and just not be concerned with it right now.
Edit: for something like this I think about the advice "don't punish someone for doing what you want them to do". This is Facebook employees publicly signing a pro-privacy document. It's obviously self serving so it would be weird to really praise them as people who protect privacy but I'm happy to support them in this regardless.
Your perspective might be the more reasonable one but the way I see it, the hypocrisy is frustrating but it's sort of like getting mad at a dog for barking through a fence (dogs gonna dog) so I personally don't find it hard to be sympathetic still.
https://time.com/6241262/sam-bankman-fried-political-donatio...
Overall, there are lots of nitpicks with this article but my personal takeaway is: if this is the best defense people can make for the US medical insurance system then that shows how bad it really is.
I don't think the level of autonomy I had in the mid-late 90s would be a good idea now, even though it helped me be an independent and resilient adult, and I don't think that's parents' fault. I would've really struggled with the purposefully addictive nature of modern media and trying to balance autonomy with managing the exploitative nature of modern technology makes me anxious to have kids (and I've met a lot of parents who had some issues with it).
For my own point: in this study they have like 22 test values but still use the 95% confidence interval. Even on random data there will be a significant result like a third of the time so I think it's easy to interpret these result as more definitive than they are. Not that it's a bad study though (no study will be everything, baby steps like this are important in science).
https://www.frontiersin.org/journals/marine-science/articles...
https://www.sciencedirect.com/science/article/abs/pii/S14635...
Secondly, these things will change. If you look at the history of activism often there are people advocating against things hundreds of years before we see large changes (there is activism against forced labor in the Americas in the early 1500s even). So I've found it useful to accept the idea that we'll pass down this fight to the next generation and they'll probably pass it down to the one after that. It could be three decades or it could be three centuries but eventually things will change.