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Using World Bank (2020), this paper estimates microeconomic utility-based elasticity measure of poverty-loss and provides better understanding of the distress of poverty and possible policy directions in rural and urban areas for India and the People’s Republic of China (PRC). This paper deviates from the conventional use of overly simple head counting. Utility-based welfare point elasticity estimates show substantial welfare gains for both countries, dominated by growth contributing 90%, relative to inequality reductions contributing 10%. Rural India deviates, showing a welfare gain with balanced growth-inequality promotion. Subsequent poverty-loss estimates show potentially declining disutility of poverty in both countries and sectors, with reducing inequality contributing 70%, relative to growth’s 30%. The elasticity estimates presented here show that reducing rural and urban inequality can best reduce the distress of the poor. By realigning priorities from promoting future urba ....