Climate adaptation and livelihoods: Measuring vulnerability and job creation in India
This paper proposes a dual framework for India's climate adaptation that combines a Livelihoods Vulnerability Index to identify at-risk regions with input-output analysis demonstrating that investing 1.5% of GDP in adaptation measures could simultaneously create jobs for 1.3% of the labor force, thereby addressing both climate resilience and livelihood security.
Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer
In many parts of the world, the weather is changing faster than the people who live there can adjust. When extreme heat, floods, or droughts strike, they do not hit everyone equally. The damage falls hardest on those who already struggle to make a living, particularly those who work without contracts, rely on the land for food, or have no savings to fall back on. This is the core of the climate crisis in countries like India: it is not just a problem of rising temperatures or shifting rain patterns, but a crisis of livelihoods. For the millions of people who depend on daily wages or small farms, a single bad season can mean the difference between eating and starving. The challenge for policymakers is twofold: they must figure out exactly which communities are most at risk, and they must find ways to fix the weather problems that also create jobs for the people who need them most.
A new study by Anjana Thampi tackles these twin challenges by building two practical tools to measure vulnerability and track progress. The first tool is a map of risk, but instead of just showing where the rain is heavy or the heat is intense, it shows where people are most fragile. The researchers combined data on who works without security, who owns no land, who depends heavily on nature for their income, and how women and marginalized communities are affected by unpaid labor. By weaving these social facts together with climate data, they created a "livelihoods vulnerability index." This index acts like a spotlight, revealing that the most dangerous places are not always the ones with the worst weather. Instead, the highest risks are found in specific pockets across the country—such as the eastern plateaus of Odisha and Chhattisgarh, the dry western regions of Rajasthan, and parts of the southern coast—where the social safety net is thin and the climate is turning hostile. The study finds that these vulnerable areas cut across state borders, suggesting that solutions need to be planned for entire ecological zones rather than just within political lines.
The second part of the research asks a hopeful question: can fixing the climate also fix the economy? The author looks at five specific types of projects that would help India adapt to its changing weather: building safe houses for cyclones, creating cooling centers for extreme heat, constructing seawalls for rising oceans, building water reservoirs for droughts, and restoring wetlands to absorb floods. Using a method that tracks how money flows through different industries, the study calculates how many jobs these projects would create. The results are significant. If India were to invest an amount equal to 1.5 percent of its total economic output into these adaptation activities, it would generate roughly 6.5 million new jobs. This figure represents about 1.3 percent of the entire workforce, a massive boost for a country where most people work in informal, insecure jobs.
The study goes further by comparing these adaptation jobs to what would happen if the same money were spent on fossil fuels. Investing in clean energy and energy efficiency, alongside the adaptation projects, creates even more employment. A combined program of adaptation and mitigation, funded at 3 percent of the GDP, would create a net gain of nearly 10 million jobs compared to sticking with coal and oil. This suggests that the path to a safer climate is also a path to a more secure economy. The research does not claim this is a magic bullet or a simple fix; it acknowledges that the jobs created would need to be formal and secure to truly transform lives. However, the findings offer a clear, data-driven argument that investing in climate resilience is not just an expense, but a powerful engine for job creation that can protect the most vulnerable while building a stronger future for the nation.
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