Does more horsepower equal better fuel economy?

No, more horsepower generally does *not* equal better fuel economy. In fact, it's usually the opposite. More horsepower typically means the engine is larger and/or more powerful, requiring more fuel to produce that power. Therefore, higher horsepower vehicles tend to have lower fuel economy.