Assessing the Impact of GST 2.0 on the Dairy Sector and Women’s Empowerment in Karnataka: A Secondary Data Analysis

The 56th GST Council of India, in its landmark September 2025 meeting, approved sweeping tax rationalisations collectively referred to as GST 2.0, bringing most dairy products under a nil or 5% rate structure. This study critically evaluates the structural and gender-specific impact of this reform on Karnataka’s dairy sector through secondary data analysis. Karnataka, which recorded India’s highest milk production growth rate of 8.76% in 2022-23 and hosts 4,734 Women’s Dairy Cooperative Societies (DCS) under the Karnataka Milk Federation (KMF), represents a uniquely significant context for this inquiry. Secondary data are synthesised from KMF Annual Reports, the Department of Animal Husbandry, Dairying and Fisheries (DAHD), NABARD field surveys, the National Statistical Office’s Household Consumption Expenditure Survey (HCES 2022–23), and related governmental sources covering the period 2017-18 to 2024-25. Quantitative analyses encompassing Compound Annual Growth Rate (CAGR) computation, bivariate OLS regression, and Pearson product-moment correlation are applied to examine linkages between Women’s DCS growth, income trajectories, financial inclusion, and cooperative governance indicators. Results reveal that GST 2.0 is projected to generate cumulative household savings of ₹17,800 per annum. Secondary panel regressions confirm a highly significant positive relationship between Women’s DCS count and average annual income (R² = 0.989) and between income and the Financial Inclusion Index (R² = 0.994). Pearson correlations across all cooperative performance and empowerment indicators are uniformly high (r = 0.990–0.999, p < 0.01), confirming a coherent, mutually reinforcing system of dairy development and women’s economic agency in Karnataka.

Authors

Publication Details

Journal
Iconic Research and Engineering Journals
Published
2026-06-24
DOI
https://doi.org/10.64388/irev9i12-1719122
Primary Topic
Agricultural risk and resilience
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Assessing the Impact of GST 2.0 on the Dairy Sector and Women’s Empowerment in Karnataka: A Secondary Data Analysis

Dr. Panduranga R, Husen Bhasha
Iconic Research and Engineering Journals
Agricultural risk and resilience
article

Assessing the Impact of GST 2.0 on the Dairy Sector and Women’s Empowerment in Karnataka: A Secondary Data Analysis

Dr. Panduranga R, Husen Bhasha
article en

Abstract

The 56th GST Council of India, in its landmark September 2025 meeting, approved sweeping tax rationalisations collectively referred to as GST 2.0, bringing most dairy products under a nil or 5% rate structure. This study critically evaluates the structural and gender-specific impact of this reform on Karnataka’s dairy sector through secondary data analysis. Karnataka, which recorded India’s highest milk production growth rate of 8.76% in 2022-23 and hosts 4,734 Women’s Dairy Cooperative Societies (DCS) under the Karnataka Milk Federation (KMF), represents a uniquely significant context for this inquiry. Secondary data are synthesised from KMF Annual Reports, the Department of Animal Husbandry, Dairying and Fisheries (DAHD), NABARD field surveys, the National Statistical Office’s Household Consumption Expenditure Survey (HCES 2022–23), and related governmental sources covering the period 2017-18 to 2024-25. Quantitative analyses encompassing Compound Annual Growth Rate (CAGR) computation, bivariate OLS regression, and Pearson product-moment correlation are applied to examine linkages between Women’s DCS growth, income trajectories, financial inclusion, and cooperative governance indicators. Results reveal that GST 2.0 is projected to generate cumulative household savings of ₹17,800 per annum. Secondary panel regressions confirm a highly significant positive relationship between Women’s DCS count and average annual income (R² = 0.989) and between income and the Financial Inclusion Index (R² = 0.994). Pearson correlations across all cooperative performance and empowerment indicators are uniformly high (r = 0.990–0.999, p < 0.01), confirming a coherent, mutually reinforcing system of dairy development and women’s economic agency in Karnataka.

Iconic Research and Engineering JournalsVol. 9(12)
Reduced inequalities
Openalex Percentile: Top 9%
Agricultural risk and resilience
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.