Does the thickness of wire effect the power of electromagnet?

Yes, the thickness of the wire does affect the power of an electromagnet. Thicker wire can handle more current, resulting in a stronger magnetic field. Thinner wire will have higher resistance and may not generate as powerful a magnetic field.