Abstract
Through the lens of Indian fiscal restructuring, this paper analyses the reconfiguration of cost structures, employment and income security for traditional and non-formal production systems. Specifically, article tracks labour-intensive, low capital- intensive and less institutionally buffered activities to analyse the impact on sector-level economic adjustment of policy-induced reforms and changes in regimes of indirect taxation and compliance. This study assesses employment outcomes, productivity, and distributive impacts across related phases of production and exchange using sectoral production data, firm-level evidence, and labour income patterns 2020–2025. It shows that fiscal restructuring creates lumpy adjustment channels. Formal integrated, capital-intensive units can buffer against absorb the cost shocks through input credit mechanisms and market integration; small-scale, and household-based units are under smaller operating cost pressures, employment-starved, and income-volatile. Labour exiting is unlikely, as there is no intention to exit labour; rather the adjustment is being done by reducing the intensity of work and formalisation of informalisation, although this does not mean that employment stress is not hidden. The effects are more acute in segments where production is dependent on decentralised organisation and low access to financial intermediation. The paper contends that while macro-based efficiency first fiscal frameworks cause no harm by making abstract to identity, within unorganised production system they lead to disproportionate social injustice unless coupled with sensitive policy instruments with regards to sector. This paper adds to the field of development economics in three ways: it identifies a production environment in which labour outcomes may be especially sensitive to fiscal policy design.