Question

why stirring the water in an experiment will make results more reliable?

Answer 1

You will have a more even spread of heat in your solution aka evenly dispersed kinetic energy

Answer 2

only if you stir it for each repeat/measurment, and keep the amount/viguor with which you stir at the same level for each repeat.