India’s climate story is increasingly told in numbers, degrees of warming, millimetres of sea‑level rise, parts per million of carbon dioxide.The latest State of the Global Climate report adds even more sophisticated metrics to this lexicon—from Earth’s energy imbalance to record‑breaking ocean heat content.These global indicators are scientifically necessary. But when they are translated into Indian policy without a justice lens, they harden the inequalities that already determine who lives, who dies, and who pays for the climate crisis.Beyond Delhi, Are India's Smaller Cities Prepared to Handle Rising Heat?India's Climate BlindspotThe report, released by the World Meteorological Organization (WMO), is meticulous about its baselines and methods. It uses 1850-1900 as a reference period for global temperature, 1750 for greenhouse gas concentrations, and 1991-2020 for many normal climate conditions. It notes that the past decade has been the warmest on record, with greenhouse gas concentrations at levels unprecedented for hundreds of thousands of years. It also acknowledges, in one crucial line, that “vulnerable communities who have historically contributed the least to current climate change are disproportionately affected.” This sentence should be the organising principle of Indian climate policy. Instead, we have built a climate planning architecture that politely cites it and then largely ignores what it implies. Look at India’s National Action Plan on Climate Change, most state action plans, and the growing universe of city‑level climate resilience and smart city strategies. These are overwhelmingly technocratic documents. They speak fluently of emission trajectories, renewable energy targets, hazard maps, and composite vulnerability indices. They barely speak, in any systematic way, of caste, land rights, informal work, policing, or historical dispossession. The result is climate politics in which our metrics become more sophisticated even as the geographies of risk and responsibility inside India remain brutally familiar. Bad Data, Broken Transition: India’s Numbers Are Sabotaging Its Climate FutureIf we took the spirit of the WMO report seriously, India’s climate plans would be rewritten around justice‑centred metrics. And here's what they should look like:First, Who Actually Bears Climate Risk?Every climate risk assessment and resilience plan would have to measure exposure and loss by caste, gender, occupation, and tenure status. Today’s India‑wide and state‑level climate vulnerability indices typically use composite scores that blend climate‑hazard indicators like floods, droughts and rainfall extremes with socio‑economic deprivation and access to infrastructure and services. This helps planners shade maps and rank districts. But it hides the fact that a Dalit sanitation worker in a moderately vulnerable city may face much greater climate risk than an upper‑caste professional in a highly vulnerable district. A justice‑oriented climate index for India would ask more uncomfortable questions. During a heatwave, who is outside and who is inside? Who works on rooftops, in sewers, on construction sites, or in fields, and who works in cooled offices and malls? During floods, whose homes sit along riverbanks, nullahs, and embankments, and whose sit on elevated, titled land? After a cyclone, who can claim compensation easily, and who hits a wall of missing land records, Aadhaar mismatches, and discretionary paperwork? Unless our climate metrics name these patterns, vulnerability will remain a bloodless category that flattens caste, class, and labour realities.Global Climate in ‘State of Emergency’ as Energy Imbalance Hits Record HighSecond, Where Does Adaptation Money Really Go?India’s climate policies have to start tracking where adaptation money actually goes. We need climate budgeting that tags every rupee of green or resilience spending for distributional analysis of who benefits, who is displaced, whose labour is exploited in the name of climate action. Take urban flood control as an example. In city after city, flood mitigation has meant demolishing informal settlements along rivers and drains, often inhabited by Dalit, Adivasi, and Muslim communities, while protecting upmarket colonies and commercial districts. Similarly, urban greening and climate‑smart infrastructure projects have pushed street vendors and informal workers out of newly beautified corridors. Without a climate budget that clearly records who is moved, who is compensated, who is rehoused, and who is employed under what conditions, these projects will keep being celebrated as climate wins while functioning as instruments of cleansing and control.The same pattern holds in rural and forested areas. Watershed development, afforestation, and climate‑resilient agriculture are routinely funded as adaptation. Yet, they often reinforce dominant‑caste control over common lands, erode customary use rights, and push Adivasi and Dalit communities deeper into precarious wage labour. A justice‑centred climate budget would demand more than counts of hectares treated or trees planted. It would require agencies to report the caste and community composition of those who lose and gain access to land and water, the terms of employment on project sites, and the share of benefits actually reaching historically oppressed groups. ‘Once Lush Green Leaves, Now Black’: How Climate Change Is Coming for CoconutsThird, Let Communities Define the MetricsThe metrics themselves must be co‑produced with those most affected. It is not enough to bolt a few caste or gender indicators onto existing frameworks and declare them as “inclusive.” Climate indices and planning tools should be co‑developed with movements, unions, women’s groups, Dalit and Adivasi organisations, and informal workers’ collectives. A state’s climate vulnerability index should only be considered legitimate if affected communities have had real power to shape what counts as vulnerability, which indicators are used, and how they are weighted. Co‑production is not a feel‑good buzzword here; but is a recognition of where climate knowledge lives. Fisher cooperatives, forest rights groups, ASHA unions, and sanitation workers’ collectives hold forms of expertise that never show up in satellite data or macro-indicators.When a global report tells us that ocean heat content is at record highs, or that sea levels are rising faster than before, the implications for coastal India are obvious. But how those risks manifest in a specific village in the Sundarbans or a basti along the Mithi River depends on the history of embankment construction, mangrove destruction, sand mining, land grabbing and police violence. Local communities can map and narrate those histories far more precisely than any external consultant armed with a geographic information system (GIS). A Quiet Crisis: How Climate Change Pushes Indian Women into Agricultural PenuryClimate Justice Must Start At HomeWe have to confront the internal climate justice question head-on. India is right to insist, in international negotiations, that countries with the greatest historical responsibility must do more. Global indicators underscore how little time is left to avoid catastrophic warming, and how unfair it is that low- and middle-income countries face disproportionate food and displacement risks. But those same principles must apply within our borders. If “those who contributed least are suffering most” is a principle we invoke at climate summits, it should be a principle of domestic climate policy as well.That means naming the fact that Dalits, Adivasis, landless workers, informal migrants, and many religious minorities have historically emitted less, consumed less and benefited least from carbon-intensive development—and yet already bear the sharpest climate impacts. It also means committing that our climate response will not turn them into buffers for everyone else’s comfort. Practically, that could mean reserving a defined share of adaptation and loss-and-damage funds for projects led by and accountable to these communities. It could mean making social and environmental safeguards including anti‑caste and labour protections, a non‑negotiable condition for every climate programme, not a box to tick after the MoU is signed. And it should certainly mean that no project qualifies as a climate success if it produces new evictions, new forms of bonded or hazardous labour, or new exclusions from essential services. Global climate reports will keep refining their baselines and indicators. That work matters. But in India, the more urgent task is to change what and whom we choose to measure.Until our climate metrics and plans are reorganised around justice—not just carbon—we will go on producing strategies that look impressive on paper, even as they fail the people most exposed to a rapidly warming world. (David Sathuluri, a recent graduate from Columbia University, is engaged with questions around caste, climate change, and urban spaces. This is an opinion piece and the views expressed above are the author's. The Quint neither endorses nor is responsible for the same.)COP30: How Article 6.4 Can Unlock Carbon Finance for Rural India