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The study re-examines convergence among Indian states by estimating their total factor productivity (TFP) for the period 1990/91–2018/19. The novelty of the study is the decomposition of TFP change into efficiency change and technological change using the Malmquist index in a spatial dependence framework to test convergence. Findings reveal that, on average, productivity increased at an aggregate level for the entire period on account of the impressive growth of technological innovation. However, technological growth convergence could not lead to productivity growth convergence in the second sub-period because of no convergence in efficiency growth. Alongside, while we witness significant spatial spillovers in both technology and efficiency, convergence was observed only with respect to technology growth in the second sub-period. The congruence of technological convergence and significant spatial spillovers indicates that while states may be converging in technology, they do not do so independently but display movements similar to their regional neighbours. [ABSTRACT FROM AUTHOR]

The recent initiative of the RBI in reviving the policy of directed credit allocation in a period dominated by the neoliberal philosophy necessitates reconsideration of the role of policy-directed credit allocation process on financial development and financial structure of firms. Introducing certain policy parameters, the paper attempts to model how financial development-financial structure interlinkage is influenced by the liberalization policies of the government. The theoretical construct is empirically verified using both aggregated and disaggregated (firm-level) data comprising a panel of 932 Indian manufacturing firms. Findings reveal that following the liberalization measures in the early 1990s, there has been a structural shift in the debt-equity ratio of firms, with equity market activities assuming prominence over time. As regards financial development, it has been observed that the withdrawal of DFIs specialized in term-lending activities in the early 2000s led to a significant increase in the degree of financing constraints faced by the manufacturing firms. This contradicts the basic premise of financial liberalization. The paper argues that under certain conditions, government intervention in the form of directed credit programmes would not only act as an effective instrument in ushering financial development, but also provide important guidelines in ensuring sustainability of institutions. [ABSTRACT FROM AUTHOR]