OK, I can see that, as usual, my explanation may have been misleading. But you have touched on a point that, had I included it, might have made things clearer. My mistakes were in focusing on the house/player edge and my use of the word "risk".
There are, in fact, at least 3 factors at play here. There is interplay among them but in overall order of importance, they are
- The number of hands we have to work with.
- The house/player edge of the game
- The variance of the game
Let's look at how they interact. For the sake of the discussion, and in keeping with your original post, let's assume that the goal is double your starting bankroll or more.
Number of hands and House/Player Edge
The number of hands available is the most important factor in determining how much to bet, but the existence and size of a player/house edge also matters
On one extreme, if we had only one hand to work with, then the only reasonable strategy would be to go all-in on that hand. Our probability of success would the probability of winning the hand (~43%). Betting less and depending on a blackjack (~4%) or a winning double/split (~30%) would have a much lower probability of success. Note that this is true regardless of the house or player edge of the game or the variance of the game.
On the other extreme, if we had an infinite number of hands then we need to consider the house/player edge:
- For a game with a house edge, we are going to need positive variance in order to succeed. The way to maximize the variance of a session is to bet the highest amount possible on each hand using the fewest number of hands to either succeed or fail. The lower your bets, the closer your end result will tend to be to the negative expectation. The more hands you play, the closer your result will tend to be to the negative expectation. It may not be obvious, but by betting as much as possible on each hand, one tends to lower the total amount bet during the session, which is the point I was trying to make in my original post. This is because it minimizes the number hands played to realize success or failure. In the case of no-limit, the most common case is that the total amount bet will be the amount of your starting bankroll. Possibly 2 or 3 times that, if you push before winning or losing. As you bet less, it becomes more likely that your total amount bet will exceed these amounts since you are increasingly more likely to go though more cycles of wins/losses/pushes before finally succeeding or failing. The other extreme case here is betting minimum which would maximize the number of hands played and thus the total amount bet before the most likely outcome in which the house edge grinds you down to zero.
- For a game with a player edge, or a game, like blackjack, for which a player edge can be created, as you point out, we would bet to reduce our risk of ruin and grind it out until we either reached the goal or busted out. Our probability of success would be an extremely high (1 - ROR).
Real world situations exist in the middle of these two extremes. There is a fixed number of hands to work with. Unless your goal is less than the EV of the session at a given bet size, this factor alone makes maximizing variance the most important aspect of your strategy regardless of any house or player edge.
- For a house edge game, you still want to do this by betting as much as possible on each hand using as few hands as possible to either succeed or fail.
- For a player edge game, you do this by betting an amount large enough to make reaching the goal possible while at the same time small enough to maximize the total amount bet during the session. There is an optimal amount which balances these two goals and this is what I meant when I referred to balancing the total amount bet against risk in my original post. Sorry for any confusion with the traditional notion of risk of ruin. A smaller bet increases the risk of failure. Going all-in reduces the risk of failure, but it is not the optimal bet. This is because, in a player edge game, multiple chances to reach the goal have value in the form of increased variance.
In the thread in which I analysed the spanish 21 event I was playing, the success rates of my various bots suggested that for that particular session of 25 hands, no limit betting and that particular player edge and the typical advancing threshold for that session, the optimal bet for players betting a fixed percentage of their bankrolls was 75%, although this was not the most successful strategy overall.
Variance of the Game
This factor should be considered in conjunction with the nature of the house/player edge. A game may have a player edge, but it may be due to some special payout which is relatively rare. For example, say suited blackjacks pay 10 to 1. The game technically has a player edge, but for a short session of 10, 20 or 25 hands, you should probably treat it as if the game has a house edge due to the low frequency of the event which generates the player edge. This game has higher variance than normal.