I think the best approach is to combine both. Data provides a solid foundation, while experience and intuition help interpret situations that statistics can't fully capture. Relying on only one usually isn't enough.
It depends on the game. In Blackjack and Sportsbook, skill and discipline can improve your long-term results. In Dice, luck plays a much bigger role, so no strategy can eliminate randomness.