The itching could be due to some allergic reaction, it can also be due to dryness due to excessive hand washing or hand sanitising, in any case it is always better to consult a dermatologist for further evaluation.
Next Steps
Keep your hands moist by applying a moisturising cream or lotion, if at all things do not improve consult a dermatologist.