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It would stand to reason that a smaller screen would lend to less power draw both for the screen's power usage and being able to use a lower resolution keeping the CPU draw lower too
75% of your battery cycle, the screen is off. So a smaller screen can only win battery in that 25% window. A bigger battery on the other hand can be applied to 100% of the cycle.
Unless you go oldschool lcd, a smaller screen does not gain as much as a bigger battery for battery cycle time.
My Sony Xperia XZ1 Compact had very excellent battery life for it's small battery. Sony definitely did an amazing job optimising it.
However, the 25% on-time use a lot more than 25% battery.