Input-Led Growth, Weak Productivity: Evidence from Indian Manufacturing Industries

dc.contributor.advisorRao, Rahul
dc.contributor.authorRiswadkar, Rishabh
dc.date.accessioned2026-08-21T07:18:11Z
dc.date.issued2026
dc.description.abstractThis thesis examines the sources of output growth across eight manufacturing industries in India over 2008–2023, using a KLEM (Capital, Labour, Energy, Materials) growth accounting framework with Törnqvist index weights and a bottom-up, output-share-weighted aggregation strategy. The central finding is that output growth in Indian manufacturing is overwhelmingly input-driven across all eight industries: the aggregate factor input contribution accounts for at least 89% of output growth in every case, with TFP contributing negligibly or negatively in six of eight industries. Materials accumulation is the single largest driver of output growth, contributing between 4.2 and 8.9 percentage points per annum. A central methodological finding is the inverse structural relationship between materials intensity and measured TFP: industries with materials shares exceeding 60% of total output mechanically exhibit near-zero residual TFP, and a twofactor (KL) model on a value-added basis produces TFP estimates that differ from KLEM by −0.12 to +3.69 percentage points per annum across industries. Motor Vehicles (NIC-29) is the sole industry recording meaningfully positive TFP growth (1.45% per annum), concentrated in the COVID/PLI era (4.31% per annum), driven by a capacity utilisation mechanism. Sub-period analysis reveals a broad-based deterioration in post-GST TFP (2017–2019). A panel regression (NIC-4 panel, 47 clusters) confirms that labour intensity is negatively associated with TFP growth (!! = −0.859, p < 0.01) and capital intensity positively so (!" = 0.386–0.669, p < 0.05) across fixed-effects specifications
dc.description.abstractmaterials intensity is insignificant, consistent with the cross-sectional materials-TFP relationship being a structural between-industry feature.
dc.description.degreeBachelor of Business Administration (Honours)
dc.description.idAU2210295
dc.identifier.urihttps://ir.ahduni.edu.in/handle/123456789/8014
dc.language.isoen
dc.publisherAhmedabad University
dc.schoolAmrut Mody School of Management
dc.subjectTotal factor productivity
dc.subjectKLEM growth accounting
dc.subjectTörnqvist index
dc.subjectIndian manufacturing
dc.subjectAnnual Survey of Industries
dc.subjectMaterials intensity
dc.subjectInput-driven growth
dc.subjectTFP decomposition
dc.subjectBottom-up aggregation
dc.subjectNIC-4 heterogeneity
dc.subjectCapital deepening
dc.subjectLabour productivity
dc.subjectValue-added intensity
dc.subjectFactor shares
dc.subjectOutput-share weighting
dc.titleInput-Led Growth, Weak Productivity: Evidence from Indian Manufacturing Industries
dc.typeThesis

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