I have thrown a dozen or so darts, and my rate seems to be around 80%. But then, I'm not just throwing darts; I'm reading that companies are going to do better in the future and will see a rise in stock price, and it makes sense, so I sometimes buy them. Maybe I'm just the lucky one. I started with ARM a good eight years ago, when I read that they were going to do really well by supplying Apple. Of course, if I'd done the same thing with Imagination technologies 8 years ago, it would have been a less happy ending; I can only assume that the news I read at the time was more effusive about ARM.
Most recently (13 months ago - this isn't a regular thing), a British pasty retail outfit named Greggs. The news said things were looking good, I could see their stores were busy, I bought some shares, they're up about 40% in 13 months (which is unusually good, I freely admit, and I certainly didn't expect that). That's really all I do, and it seems to work out (and it really is rare when I do; typically, I just dump all my pennies into index funds - easily 80% of my pennies are in index funds). I think some of the big name successful investors do something similar, but obviously on a much grander and more informed scale. Plus the British house-builders. Every time the UK government announces another plan to help young people get fifty year mortgages, it's time to buy some more of them! They will crash eventually, I'm sure :(