The organisation has released a preliminary report on gender based observations for eight metropolitan municipalities.
Nelson Mandela Bay, along with the cities of Tshwane and Cape Town, has seen a decline in female councillors and office bearers.
The organisation says patriarchy in politics has also contributed to women being excluded from leadership roles.