Furthermore, I can predict the distribution of results for a coin quite accurately over long time timeframes. Indeed being the 'understanding' of a successful gambler means being able to make predictions about what will happen with a random process over time.
Roulette for example is analogous to the coin toss; most casinos seem extremely able to predict what will happen over time quite well.
Or are you hinting at a counterargument that most of the world is a truly random process analogous to a coin throw?
In which case, your experience with reality must be terrifying. Will the sun come up today? Who knows? Will gravity work in a minute? And so on.
Similarly casinos will sometimes lose lot's of money on Roulette when someone makes a big bet. But, the their long term average is positive money maker. Further, they don't pick specific returns just a range with some probability aka more than X not 10,203,556$.
What you want is a prediction for next year, not a model for next year.