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Home » Articles » How Alternative Data Can Power India’s Next Phase of Green Finance
Articles

How Alternative Data Can Power India’s Next Phase of Green Finance

Rashmi VermaBy Rashmi VermaJanuary 7, 20265 Mins Read
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How Alternative Data Can Power India’s Next Phase of Green Finance
Mr. Nandagopal R., President and National Business Head – Shriram Green Finance

India’s green transition has moved decisively from policy ambition to large-scale execution. Electric mobility, renewable energy, energy-efficient buildings, and climate-resilient infrastructure are expanding rapidly across sectors, supported by a strong policy framework and increasing participation from public and private stakeholders alike.

As this transition gathers pace, the next opportunity lies in ensuring that financial flows scale in step with on-ground deployment. According to the Landscape of Green Finance in India 2024 published by the Climate Policy Initiative, India mobilized approximately ₹3.71 lakh crore annually in green finance during FY2021–22. This progress provides a strong foundation. At the same time, national and multilateral estimates indicate that achieving India’s long-term climate and energy goals will require sustained mobilization of additional capital—creating a significant opportunity for financial institutions to deepen their role in the transition.

Importantly, this opportunity is not driven by a shortage of capital, but by the evolution of how green assets are assessed, priced, and understood within financial systems.

Evolving Credit Assessment for a New Asset Class

India’s financial system has historically relied on well-established credit evaluation frameworks built around balance sheets, repayment histories, and long operating records. These frameworks have enabled financial stability and prudent lending across decades.

However, many green assets represent a new asset class altogether. Electric vehicles, distributed renewable installations, energy storage systems, and efficiency-focused equipment generate value through daily operation and measurable performance rather than long historical records. Recognizing and integrating this performance into credit decision-making represents the next natural step in the evolution of green finance.

Global development institutions, including the World Bank, have highlighted the importance of aligning financial assessment with asset-level outcomes, particularly in emerging green sectors where operational performance is a more accurate indicator of long-term viability.

Asset-Level Insight as an Enabler of Scale

Green assets generate rich streams of operational data, vehicle usage patterns, energy generation output, battery health indicators, and efficiency metrics. When responsibly integrated into credit frameworks, this data provides lenders with deeper visibility into asset performance and cash-flow stability.

International green finance research, including work by the International Finance Corporation, increasingly supports a bottom-up approach to finance, one that links capital directly to projects and assets rather than relying solely on sector-level assumptions. This approach is especially relevant in India, where many sectors are partially green and rapidly evolving.

Understanding Alternative Data in Green Finance

Alternative data refers to non-traditional information streams that reflect actual operational activity, rather than historical financial documentation. In green finance, such data allows lenders to assess how assets perform in real-world conditions and how reliably they generate income.

For instance, electric vehicle telematics provide insight into driving patterns, mileage, route density, and operational hours. These indicators help assess utilization levels and revenue consistency for fleet operators, offering a clearer picture of repayment capacity than balance sheets alone.

Similarly, battery storage systems generate continuous data on charging and discharging cycles, efficiency levels, and degradation trends. These metrics help evaluate asset reliability, remaining useful life, and long-term return potential—critical considerations for financing storage infrastructure.

In the renewable energy sector, real-time generation data from solar, wind, or hybrid installations directly reflects output and income generation. Power produced, availability factors, and consistency of generation are closely linked to cash flows under power purchase or captive consumption models, providing lenders with greater confidence in asset-backed financing.

Strengthening Risk Management Through Performance-Based Finance

Performance-based data enhances credit assessment in several ways. It allows lenders to sharpen risk evaluation by focusing on actual asset productivity. It supports financing structures that are better aligned with real cash flows, improving resilience for both borrowers and lenders. Continuous monitoring enables early engagement where performance deviates, strengthening portfolio outcomes. Most importantly, it enables wider participation by first-time borrowers and smaller operators who are contributing meaningfully to India’s green economy.

This evolution complements existing regulatory and prudential frameworks, strengthening—not diluting—credit discipline.

Inclusion, Trust, and Responsible Data Practices

As India’s green transition becomes increasingly decentralized, inclusive financing models take on greater importance. Responsible use of alternative data, collected transparently, with borrower consent, and governed by strong safeguards, ensures that innovation builds trust and long-term stability.

Global experience shows that improved information flow is one of the most effective ways to mobilize private capital at scale. India is well-positioned to leverage this insight, given its digital public infrastructure and policy focus on financial inclusion.

Unlocking the Next Phase of Green Finance

India’s climate ambitions are among the most significant globally. Public policy has laid a strong foundation, and financial institutions now have an opportunity to build on this momentum by adopting tools that align finance more closely with asset performance.

Alternative data enables capital to move with greater confidence, supporting faster deployment of electric mobility, wider adoption of renewable energy, and deeper penetration of energy-efficient technologies. This strengthens both economic and environmental outcomes.

Conclusion

India’s green finance journey is entering a phase defined by execution and scale. As the ecosystem matures, the ability to assess and support green assets effectively will be central to sustaining momentum.

By complementing traditional credit assessment with asset-level performance insights, financial institutions can play an even more meaningful role in India’s green growth story. Alternative data does not replace established judgment; it enhances it.

The next phase of India’s green transition represents a powerful opportunity to deploy capital intelligently, inclusively, and at scale, supporting a more sustainable and resilient future.

 

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Climate Policy Initiative energy storage systems Green finance
Rashmi Verma

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