Climate Science Innovations

India’s Green Financing Opportunity Could Shape a Century   India stands at a defining moment where a growing economic momentum meets an urgent climate imperative. The capital we choose to deploy today, and the priorities that guide this deployment, will influence not just our development trajectory but also the century that India shapes for the world.   At a global scale, the key outcomes from the recently concluded COP30 point towards the immediacy of climate action and the pivotal role of green financing. With strategic policymaking and the emergence of a climate-focused entrepreneurial ecosystem, India has a real opportunity to lead the global cleantech transition and achieve its commitment to reach net-zero by 2070.   Today, Green finance is powering innovation and scaling climate action while enabling entrepreneurship and opening avenues in infrastructure and job creation. At the heart of this transition is India’s rapidly expanding climate-tech or cleantech entrepreneurship ecosystem. Entrepreneurs are building impactful solutions across solar microgrids, battery storage, EV charging, carbon capture and sustainable packaging. According to a news report published by Inc42, Indian climate tech startups attracted over $2.2Bn in new funding over the last 18 months. Despite this momentum, early-stage climate ventures, especially in Tier 2/3 regions, often face barriers in accessing institutional capital. The government is addressing this through policy pivots that strengthen transparency and build confidence in the climate innovation ecosystem.   Subsequently, upper-layer NBFCs, lenders and development finance institutions are collaborating to bridge funding gaps. We are also seeing the rise of innovative financing structures, including blended finance models that combine concessional and commercial capital, thematic green funds to de-risk early-stage investments and ESG-aligned investment frameworks. These tools are helping channel capital to the most impactful and scalable climate innovations. As policy intent aligns with an expanding pool of capital, I truly believe India is well-positioned to become a global cleantech hub. This convergence of finance, innovation and sustainability promises to power India’s transition, strengthens local economies, create green jobs and ultimately shape the green trajectory of the next century not only for the Global South, but for the world.   Now is the time for policymakers, lenders, investors and corporations to take unified action. If India accelerates its green financing architecture with the same ambition as digital and infrastructure transformation, India could set a global benchmark for climate-led growth. The next century will be defined by those who fund the future and India is on the right track to lead the change.

Most people use sustainable finance, green finance, and climate finance interchangeably. But they’re not the same thing, and the distinction matters. Think of it as layers of capital allocation. Sustainable finance is the broadest lens. It covers ESG, long-term value creation, and how capital integrates environmental, social, and governance risks into decision-making. Within that sits green finance. This is more focused. It channels capital specifically into environmentally beneficial activities like energy efficiency, clean transport, and resource management. And within that sits climate finance. The most targeted layer, aimed directly at mitigation and adaptation, reducing emissions and building resilience to climate risks. What this hierarchy actually tells us: ➤ Not all sustainable finance is “green”. Social and governance factors play an equally critical role in long-term performance. ➤ Not all green finance is “climate”. Some investments improve environmental outcomes without directly addressing emissions or adaptation. ➤ Climate finance is where urgency is highest, because timing matters more than anything when it comes to transition and resilience. The confusion isn’t just semantic. It affects how capital is tracked, how impact is measured, and how strategies are designed. If you’re allocating capital without clarity on these layers, you’re likely mispricing both risk and opportunity. The real question is this: Are you clear on what bucket your investments actually fall into, or are you treating all three as the same? Follow Shaurya Gupta, CFA for more insights on climate, energy, and sustainable finance. #sustainablefinance #greenfinance #climatefinance #esg #energytransition

The Baku to Belém Roadmap to 1.3 Trillion is a plan for action, building on COP29's finance milestone agreement, and carrying momentum into #COP30.  At its core, the Roadmap is about turning commitments into practical, inclusive climate finance action that’s effective in delivering outcomes that protect lives and strengthen economies.   For the first time, more than 200 governments, banks, businesses, and communities have joined forces to outline workable solutions for mobilizing climate finance.     The Roadmap shows how, by working together, we can scale up climate finance towards USD 1.3 trillion a year by 2035, helping developing countries meet their climate goals.     This can bring tremendous benefits for the global economy – generating jobs, protecting communities, and driving innovation.    The task is ambitious, but achievable. The tools exist; what’s been missing is coordination and shared commitment.     This Roadmap provides a guide to both, aligning public and private finance behind a common direction, and building confidence that 1.3 trillion is within reach.     Times are tough; many governments have scarce resources and hard choices. But positive tipping points are already taking hold: from dramatic declines in the cost of clean energy, to innovation in sectors of the economy we thought would take decades to decarbonise.     It's also high time for a paradigm shift. Treating climate finance purely as cost, or as charity, is misguided and self-defeating, and has held back the progress we need.    Make no mistake: scaling up climate finance hugely benefits every nation. It’s a vital investment in resilient global supply chains, supporting low-inflation growth, food security, and a stronger, more productive global economy that underpins peace and prosperity.    Getting finance flowing means expanding access to catalytic grant finance. It also means unlocking low-interest capital, creating fiscal space, managing debt pressures, and de-risking investment.     Innovative tools – such as debt swaps and private capital reinvestment – can help put money to work where it matters most: into clean energy and resilience, enabling countries to implement Nationally Determined Contributions and National Adaptation Plans more quickly and fairly.    Recent climate shocks show what’s at stake, as climate disasters like Hurricane Melissa rip through communities and economies. So, every early dollar deployed now helps avoid far greater costs later for all nations. There’s no time to waste.    The Paris Agreement is working to deliver real progress, as our three recent reports show, but not nearly fast enough.     By scaling climate finance to match the scope of the climate crisis, we can turn ambition into momentum, making climate action a driver of economic growth, stability, and shared prosperity.    From Baku to Belém, we are moving from agreement to action, focusing on solutions and alignment for people, prosperity, and the planet.

Tagging whales with drones is transforming marine research—and it’s a powerful example of how AI, robotics, and advanced sensing are accelerating conservation efforts. Fascinating? For decades, studying whales required researchers to approach animals by boat, a process that was expensive, time-consuming, and often limited by weather and ocean conditions. Today, drones are changing the game. Researchers can deploy tags, collect respiratory samples (“whale blow”), measure body condition, and monitor behavior from the air with far less disturbance. Some drone-based photogrammetry systems can measure whale size and body condition with centimeter-level accuracy, providing critical insights into health, pregnancy, nutrition, and population trends. Consider the scale of the challenge: 🐋 Blue whales can reach over 30 meters (100 feet) in length and weigh more than 180 metric tons. 🌊 Many whale species migrate 5,000–20,000 kilometers annually, making long-term monitoring incredibly difficult. 🚢 More than 80% of global trade travels by sea, increasing the importance of understanding interactions between marine life and shipping routes. 📊 AI-powered image analysis can process thousands of aerial images, identifying individual whales, estimating population sizes, and detecting behavioral changes far faster than traditional manual methods. 🌍 The ocean absorbs approximately 25–30% of human-generated CO₂ emissions, making healthy marine ecosystems increasingly important in the fight against climate change. The future is even more exciting. Imagine autonomous drone networks working alongside satellites, underwater acoustic sensors, autonomous surface vessels, and AI models that continuously analyze data streams from across the world’s oceans. Researchers could: ✅ Track migrations in near real time ✅ Detect health issues before populations decline ✅ Reduce ship strikes through predictive routing ✅ Monitor the effects of climate change on feeding grounds ✅ Build digital twins of marine ecosystems for simulation and planning This is where technology becomes more than innovation—it becomes a force multiplier for conservation. The same advances in AI, edge computing, sensors, and autonomous systems that are transforming industries are now helping scientists better understand and protect some of the largest animals ever to live on Earth. Every tag deployed, every image captured, and every AI model trained brings us closer to a future where technology and conservation work hand in hand to protect our oceans for generations to come. #AI #Drones #Whales #MarineBiology #OceanTech #Robotics #Conservation #ClimateChange #MachineLearning #AutonomousSystems #DigitalTransformation #Innovation #Sustainability #WildlifeConservation #BlueEconomy #FutureTech #DataScience #EnvironmentalScience #TechForGood #ResearchAndDevelopment

🔥 𝗡𝗲𝘄 𝗽𝗮𝗽𝗲𝗿 𝗶𝗻 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 𝗔𝗱𝘃𝗮𝗻𝗰𝗲𝘀 Permafrost may become a net source of CO₂ much earlier than previously projected. Our new study shows that Earth System Models have been missing a major piece of the puzzle: deep frozen carbon stored in Yedoma deposits and northern peatlands. Using an enhanced version of the ORCHIDEE-MICT model that explicitly represents the formation and evolution of these deep carbon pools over thousands of years, we find that: 🔹 Deep permafrost carbon is far more vulnerable to thaw than previously assumed. 🔹 Including these carbon reservoirs reduces the projected cumulative northern soil carbon accumulation by 47–74 PgC by 2100. 🔹 Under high-emission scenarios, northern soils will shift from a net carbon sink to a net carbon source during this century, releasing up to 32 PgC. 🔹 The transition from carbon uptake to carbon loss occurs decades earlier than projected by many current Earth System Models. These results suggest that the permafrost carbon-climate feedback may be stronger and faster than currently represented in CMIP-class models, highlighting the urgent need to improve the representation of deep carbon processes in climate projections. 📄 Paper: https://lnkd.in/ejJnewwH I am delighted to see this work led by Yi Xi at Laboratoire des Sciences du Climat et de l'Environnement and colleagues now published in Science Advances. This research benefited from developments by the CALIPSO project led by UVSQ Université de Versailles Saint-Quentin-en-Yvelines CEA CNRS and funded by Schmidt Sciences, which aims to advance next-generation Earth system modelling by better representing critical climate feedbacks, including those associated with permafrost carbon. #ClimateChange #Permafrost #CarbonCycle #EarthSystemScience #Arctic #ClimateModeling #NetZero #ScienceAdvances #CALIPSO #SchmidtSciences

Adaptation finance is core of climate investing, and it has become a genuine commercial opportunity. Glasgow Financial Alliance for Net Zero (GFANZ) has just published "Investing in Resilience," a report built on 22 in-depth case studies from banks, insurers, asset managers and blended finance vehicles around the world. A few things stood out to me: 🔹 Nearly half of the case studies involved purely private capital, with no public subsidy required. Adaptation finance is increasingly viable through conventional loans, bonds, equity and insurance, not just concessional funding. 🔹 About a quarter used labelled instruments like green or blue bonds, showing both conventional and labelled finance can scale resilience investment. 🔹 The strongest business cases come from "stacking" value: avoided losses, lower insurance premiums and new revenue streams combined, rather than relying on a single cash flow to justify the investment. 🔹 Where private returns alone don't clear the bar (often in emerging markets), blended finance and catalytic capital from MDBs and DFIs are what get resilience projects to bankability. 🔹 The projects span the full range of physical risk: catastrophe bonds for sovereign disaster response, water infrastructure, climate-resilient housing, aquaculture supply chains, agricultural resilience in Sub-Saharan Africa, and grid hardening against extreme weather, across both advanced and emerging economies. The throughline: financial institutions aren't waiting for perfect data to act. They're combining hazard data, geospatial analytics and direct client engagement to turn physical risk into numbers that credit and underwriting teams can actually use. Worth a read for anyone working at the intersection of climate risk and capital allocation. #climatefinance #adaptation #resilience #sustainability #gfanz #investing

10 emerging technologies that could help restore balance within the planetary boundaries The World Economic Forum released a new analysis linking innovation to planetary health. The report identifies ten emerging technologies with potential to restore balance in critical Earth systems. These technologies include green ammonia, precision fermentation, modular geothermal energy, and soil health tools. Each solution addresses a specific environmental pressure, from emissions and resource use to ecosystem restoration. The framework behind this analysis is the concept of planetary boundaries. It defines the safe operating space for humanity based on nine interconnected Earth processes. Seven of those boundaries have already been breached, including climate, biodiversity, and nutrient cycles. Technology alone will not solve our sustainability challenges. We need systemic change, yet innovation can relieve pressure, support regeneration, and help restore vital systems. Technology can strengthen sustainability strategies when guided by governance, policy, and responsible investment. Decisions in boardrooms and regulatory spaces will define whether these technologies serve planetary recovery or accelerate risk. Without alignment between sustainability, governance, and innovation, progress will remain fragile. How can organizations integrate these technologies into their sustainability strategies while keeping actions within planetary limits? #sustainability #esg

🌍 How is public money still flowing into industries that fuel the climate crisis, while crucial climate solutions struggle to get the funding they need? What does this imbalance mean for the future of the Global South? These are some of the critical questions tackled in ActionAid’s new report, "How the Finance Flows: Corporate Capture of Public Finance Fuelling the Climate Crisis in the Global South". This in-depth analysis uncovers the disturbing trend of public finances being funnelled into sectors like fossil fuels and industrial agriculture—both major contributors to the climate emergency—while support for sustainable solutions remains alarmingly low. Here are the key findings: 1️⃣ Corporate Capture of Public Finance:Public finance in the Global South is being used to subsidize the very industries causing the climate crisis. Fossil fuel and industrial agriculture sectors receive an average of US$ 677 billion in subsidies annually—an amount that could fund primary school education for all sub-Saharan African children more than 3.5 times over. 2️⃣ Imbalance in Subsidies: The industrial agriculture sector alone received US$ 238 billion annually between 2016 and 2021. Meanwhile, fossil fuels received US$ 438.6 billion a year, with subsidies rising steadily to US$ 495.3 billion in 2023. 3️⃣ Lack of Real Climate Finance: Climate finance grants from the Global North for climate-hit countries are grossly insufficient, amounting to just 1/20th of the public finance going to fossil fuels and industrial agriculture in the Global South. This results in renewable energy receiving 40 times less public finance than fossil fuels. 4️⃣ Decline in Renewable Energy Investment: Public investment in renewable energy in the Global South is critically low, averaging just US$ 10.3 billion annually and decreasing from US$ 15 billion in 2016 to US$ 7 billion in 2021, even as debt distress increases. 5️⃣ The Need for a Just Transition: Fossil fuel and industrial agriculture industries maintain an iron grip on the economies and public finances of Global South countries, preventing an equitable and just transition to renewable energy and agroecology, both essential for addressing the climate crisis. 🌱 It’s clear that urgent reforms in global finance are needed to redirect funds toward sustainable and equitable climate solutions. I encourage everyone to read this report and reflect on how we can all push for a financial system that supports climate action and social justice. #ClimateJustice #Sustainability #FinanceForClimate #GlobalSouth #ESG #RenewableEnergy 📖 Read the full report here: https://lnkd.in/eqaAXiaJ

AI is making the invisible visible. Ghost nets, or abandoned fishing gear, make up almost 30% of ocean plastic waste. They drift silently through our seas and oceans, entangling over 500 species—from turtles to sharks to whales. These nets can take centuries to decompose and locating them has long been a near-impossible task. But today, with the help of AI-powered platforms like https://msft.it/6047sNT7V, the tide is turning. By combining expert knowledge with the power of AI, WWF Deutschland has recovered 33 tons of ghost nets from the Baltic Sea. Biologists are using AI to scan enormous amounts of sonar data to pinpoint patterns that suggest ghost nets may be hiding beneath the waves. With an impressive 94% accuracy, this tool can guide divers to the likely locations of these nets, making cleanup efforts faster, smarter, and safer. And when it’s time to dive, Crayton Fenn leads the way. With decades of experience and a deep understanding of underwater recovery, Crayton turns AI signals into successful missions, navigating tough conditions to recover ghost nets and protect marine life. His work is a reminder that even the most advanced technology still relies on human skill to fulfill its potential. Through powerful partnerships with WWF Germany and Accenture, we’re combining technological innovation with field expertise to protect our oceans for future generations. It’s inspiring to see what’s achievable when passionate people and advanced technology join forces. https://msft.it/6048sNT7n

Further progress in AI+climate modeling "Applying the ACE2 Emulator to SST Green's Functions for the E3SMv3 Global Atmosphere Model". Building on ACE2 model which uses our spherical Fourier neural operator (SFNO) architecture, this work shows that ACE2 can replicate climate model responses to sea surface temperature perturbations with high fidelity at a fraction of the cost. This accelerates climate sensitivity research and helps us better understand radiative feedbacks in the Earth system. Background: The SFNO architecture was first used in training FourCastNet weather model, whose latest version (v3) has state-of-art probabilistic calibration. AI+Science is not just about blindly applying the standard transformer/CNN "hammer". It is about carefully designing neural architectures that incorporate domain constraints like geometry and multiple scales, while being expressive and easy to train. SFNO accomplishes both: it incorporates multiple scales, and it respects the spherical geometry and this is critical for success in climate modeling. Unlike short-term weather, which requires only a few autoregressive steps for rollout, climate modeling requires long rollouts with thousands or even greater number of time steps. All other AI-based models fail for long-term climate modeling including Pangu and GraphCast which ignore the spherical geometry. Distortions start building up at the poles since the models assume domain is a rectangle, and they lead to catastrophic failures. Structure matters in AI+Science!