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I barely see those games on my front page.
There can be 20 games from different genres with same tags.
https://store.steampowered.com/account/preferences
If you did that already and it's still not good enough for you, then oh well.
Tags are user generated, so if those are screwed up, blame the community, not Steam. Oddly enough, I think there's a significant correlation between people who tag a, say, pony game, as "psychological horror", and people who complain about tags being out of whack.
User tags, gameplay time and reviews can be manipulated and they are being manipulated all the time. I can't blame people for being people. But I can blame Valve for recommending me games based on those attributes.
Can we stop pretending that this is what the algorithm is for?
Steam's recommendation algorithm works like any other recommendation algorithm known to mankind - finding stuff similar to the stuff you are looking at/have looked at. And in my book it's a doing a good job.
Of course it could do far better if the data wouldn't be ♥♥♥♥♥♥ up. But that's on the "community".
Then why are you doing it? What do you think "Valve" is made of? Strudel?
Yeah I don't see what could possibly go wrong with that. *snrk*
Of course you're going to see a lot of crap you have no interest in!
WHat amazes is me is not so much that people expect such searches to be fruitful but rather that they keep doing it over and over again.
But tags don't really narrow down the poor quality(personal opinion) games.
Genre's have little to do with it if you know yourself well enough. And if you're genuinely searching for something outside your usual then one would thing a more open and curious mind would be preferrable. The sort of mind that asks, 'What is it people would like about this game?'
Hell most people who got into the FNAF series didn't know they wanted FNAF until they saw the screenshots and trailers and that was enough to make them say "I need that!"