The choice of subsidy policy for incentivizing product design for environment

•Three prevailing subsidy schemes for incentivizing product design are presented.•The incentive effects of the three subsidy schemes are determined.•The supply chain members’ preferences for different subsidy schemes are studied.•The optimal subsidies of different schemes to maximize social welfare are determined.•Two indexes regarding environmental impact are used to find the best subsidy model.