The value changes when we connect new components to the arduino
Sounds like you are using the "default" Vcc (+5Volt) reference... Increasing load may be dropping your supply voltage and giving incorrect/fluctuating A/D readings. If you have a DVM, measure the +5 after the voltage regulator for variations.... Better, use a DC o'scope if available.
Ray