Before revision:  However, such a model formulation may be too restrictive in panel data settings, as tastes may vary both between individuals as well as across choice tasks  by the same individual.
After revision:  However, such a model formulation may be too restrictive in panel data settings, as tastes may vary both between individuals as well as across choice tasks encountered by the same individual.