Resting rate, activity, and the two multipliers that matter
The calculation has two halves. The first is the resting metabolic rate: what the body burns at rest, estimated from weight, height, age and sex. Mifflin-St Jeor is the equation most dietitians use; Harris-Benedict is older and usually a little higher. Both are close for most people and both are off by more than 10% for plenty of them, which is why the page shows the pair.
The second half is the activity multiplier, applied to the resting rate: 1.2 for sedentary up to 1.9 for physical work plus twice-daily training. This is where the estimate usually goes wrong, because it is self-reported and most people overestimate how much they move. The page prints the level it used so that changing it is an obvious thing to try.
Two weeks of keeping to a target and watching what the scale does is worth more than any refinement of the equations: that is the measurement, and these are the starting estimates.