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• China implemented the heavy industry priority development strategy rather than the comparative advantage development strategy in the early years of new China. • A dynamic optimization model including the labor-intensive goods sector, the capital-intensive goods sector, and the final goods sector is constructed to study the rationality of the heavy industry priority development strategy. • The relationship between the total social output per capita and the share of heavy industry capital stock is inverted U-shape. • Heavy industry, as basic industry, provides the necessary material conditions for the subsequent comparative advantage development strategy. Based on the objective fact that new China had a weak industrial base during the planned economy period and the policies implemented, this paper constructs a dynamic optimization model that includes the labor-intensive goods sector, the capital-intensive goods sector, and the final goods sector. The basic conclusion of the theoretical model is that there is an inverted-U relationship between total social output per capita and the share of heavy industry capital stock on the optimal dynamic path of capital accumulation with government intervention, i.e., the relationship is positive until a specific threshold is reached, beyond which it becomes negative. The results of the benchmark regressions and endogeneity tests confirm the inverted-U relationship, although the threshold share of heavy industry capital stock differs among the empirical models. [ABSTRACT FROM AUTHOR]