Qualification is based on professional standing and the nature of the client relationship: an established private practice, a role within a luxury retailer's personal shopping team, or recognised professional membership. The filter is whether the stylist has a stable, trusted relationship with clients who own wardrobe-quality luxury goods, not follower count or transaction volume.