Come to think of it, "Risk vs Reward" is oddly-worded.

That's because there ain't no such thing :-) there is no "vs" there.

People usually talk about risk/reward ratios. The trade-off is between a larger reward with more uncertainty and a lower reward with less uncertainty. Your preferences in this trade-off are often described as risk aversion.