If we are claiming Gift Aid on membership fees, do the same rules apply to higher rate tax payers as apply to individuals making a donation?

Yes. Higher rate tax payers can reclaim money from HMRC on their self-assessment tax return for any payments they have made where Gift aid has been claimed. See our How to claim Gift Aid for your group guidance for more information