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Definitely using both of these.

Is it easy for engineers to become TPMs?
Thought this was interesting. Across 160 teams of researchers, just about all failed to make good life outcome predictions on things like GPA, evictions, layoffs, and others. Data followed 4.5k families across 15 years, with 13k features (varied over time). Haven't looked at it directly yet, but will be turning the docs and data inside out... In the meantime, authors claim this as showing the limits of ML. Oh, and it's published in PNAS, so you know there's some big publication energy there.
https://www.pnas.org/content/117/15/8398
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Rising Star
What fraud situation? Be more specific. The President openly accepting bribes? The Supreme Court backing him up? Every billionaire having ties to Epstein? The AI bubble? OMC destroying half of our industry to make a few people rich? Trump blocking daycare funds because of a conspiracy theory that has already been debunked?
You’re absolutely right that everything is a grift by rich people who want to get richer. But if you believe that day care “fraud” is real and not just another excuse to make life harder for struggling people by our narcissist leader, you need to learn to use Google.
https://www.cbsnews.com/minnesota/news/minnesota-day-care-fraud-director-responds/
I really wish I was. I really do. I am not trolling at all. I may be wrong. But I am as serious as it gets.
The people who want to believe that this is a partisan pretend fraud are so afraid of being called a racist, they’ll believe whatever headline fed them. Dig even a tiny bit and you can find the truth.
Rising Star
Of course you’re allowed to have an opinion. And when you share it, I’m allowed to tell you what I think of it. Wasn’t this whole thread you asking if you are in a bubble? OP, this is me telling you that you are in a bubble. No mobs are forcing any future.
Rising Star
You’re going to need to be more specific. Which fraud situation.?
https://www.irs.gov/compliance/criminal-investigation/september-2025-criminal-investigation-press-releases
What a troll comment
Just watch. It's happening.
"This space" is filled with real people who have all kinds of different affiliations, but because this is the Advertising bowl of Fishbowl, political subjects like this are irrelevant, and will result in your account being flagged and removed.
This isn't political. It's global economics, which affects our industry as much as anything. If you see it as politics, you will continue to be blind to what is going on. I am warning people about the delegitimization of sovereign currency. If you continuously conflate global economics with political tribalism, then we can't have a real conversation. If we cannot discuss the economy here then we are essentially admitting that we do not understand our industry's relationship to the world economy. It is starting. Pay attention to non-government-run currency.
Rising Star
Which fraud and what does this have to do with advertising?
Read my other comments. It's relation to advertising is about the general economy, which we are benefactors.
I am talking about nationwide fraud. It's coming out now a bit more. But I've expressed my full opinion and the research I've done in the comments.
The short of it is: watch non-sovereign currency/commodities. Gold, silver, bitcoin, all rising crazy like I was saying. US dollar falling.
Just trying to give the community of ad people who are literally never going to make more money at this point a chance to raise their wealth. :)