The metal we use should best reflect the purpose for which it is being used. Gold, as a metal is not only precious but a standard of purity. It can endure wear and tear for long. Hence the wish to have Her symbol in gold. But apart from that there is no other reason. Silver gets spoilt with time. Perhaps that is the reason why it is avoided.
Affectionately,
Alok Da