Contents
Introduction
IPCC AR6 warns that climate impacts are intensifying faster than mitigation efforts. Unlike emissions reductions, adaptation lacks a universal metric, making global tracking difficult and deepening vulnerability—especially for the socially marginalized.
Tracking Adaptation Progress: Why It Lacks a Single Global Metric
Adaptation refers to adjustments in natural or human systems that reduce climate-related harm. However, unlike mitigation—where carbon dioxide equivalent (CO₂e) offers a single, quantifiable metric—adaptation is context-specific, multidimensional, and unevenly measurable.
- No universal definition of success: For mitigation: success = emissions reduced. For adaptation: success varies—fewer flood deaths, higher crop yield, resilient infrastructure, or community relocation. UNFCCC Adaptation Committee (2023) notes that adaptation outcomes differ across social, ecological, and institutional systems; hence, progress cannot be captured by one number.
- Heterogeneous risks and contexts: Climate impacts vary: Small Island Developing States → sea-level rise, African Sahel → desertification and India → heatwaves and erratic monsoons. A one-size-fits-all metric ignores local vulnerability and adaptive capacity, violating the principle of Common But Differentiated Responsibilities (CBDR-RC).
- Data scarcity and reporting asymmetry: According to UNEP Adaptation Gap Report 2025, developing nations need USD 310 billion annually till 2035, which is 12 times current flows.
But 70% of countries lack reliable vulnerability data, making progress tracking difficult. - Adaptation is qualitative, not just quantitative: Metrics include:
- number of climate-resilient homes,
- inclusion of indigenous knowledge system,
- institutional capacity-building.
These involve social outcomes, not just physical outputs. Thus, COP 30’s priority — developing a roadmap for global adaptation metrics — needs a hybrid approach: combining quantified indicators (finance, infrastructure) with qualitative evaluation (equity, participation).
Social Inequalities Amplify Climate Vulnerability
Climate impacts are not evenly distributed. Vulnerability is worsened by:
- poverty,
- gender inequality,
- caste/ethnicity,
- geography (coastlines, informal settlements).
- Climate impacts follow social fault lines: WMO (2024): millions lack protection against extreme weather due to poverty-linked exposure. Cyclone Amphan (2020) hit low-income housing clusters hardest, despite early warning systems. In India, Heatwaves kill disproportionately among outdoor workers, migrants, and street vendors.
- Locally unwanted land-use change: Large-scale adaptation projects (sea walls, dams) often displace communities—termed maladaptation (IPCC). Example: Post-tsunami coastal “buffer zone” in Sri Lanka displaced fishing communities without alternatives — increasing livelihood vulnerability.
- Gendered climate vulnerability: UN Women: women constitute 80% of climate-displaced population globally. In Rajasthan, girls drop out of school during drought due to increased domestic workload—non-economic loss & damage.
- Inequitable access to climate finance: Only 10% of climate finance reaches local communities (OECD, 2023). Funds are absorbed by consultants and administrative overheads — classic “climate finance leakage”. Thus, adaptation must adopt Justice-oriented, Locally-Led Adaptation (LLA) frameworks, enabling:
- decentralised finance,
- community-owned planning,
- participation of women and indigenous groups.
Conclusion
As Amartya Sen argues in Development as Freedom, justice requires removing structural inequality. COP 30 must create equity-focused adaptation metrics ensuring finance reaches those most vulnerable—not just those most visible.


