For a non-public company, you have to pay the strike price, and you get stock with a particular estimated value. But you have no easy way to convert that stock into money. This is worthwhile or not depending on the ratio between price and strike price, and depending on whether the eventual price matches the current estimate.
But if the company goes public, then the equation changes entirely. Now you can take out a short term loan for stock, buy at the strike price, sell at the market price, pay off the loan, and pocket the difference. Now you really should think of it as profit/option * # of options.
The longer that you intend to stay, the better your odds are that the second way of thinking about it is right, and the more valuable your options are likely to wind up being for you.
But what this misses is that you don't get paid in percentage points - you get dollars. A $100 share going up 20% to $120 means you make $20 per share. A $5 share going up 100% to $15 means you only make $10 per share.
If you join a larger company, the shares will be more expensive but you will own less of them. Percentage growth is definitely the way to measure opportunity when it comes to options. In other words: (how much I might earn) / (how much I have to pay).