Understanding Climate Impacts and the Social Cost of Carbon
October 31, 2025
“The evidence for human-caused climate change is overwhelming, and the consequences are real and serious.”
— Intergovernmental Panel on Climate Change (IPCC, 2021)
“Human influence has unequivocally warmed the atmosphere, ocean, and land.”
— IPCC AR6 (2021)
Together, these form the Shared Socioeconomic Pathways (SSPs) — “what if” futures ranging from rapid decarbonization to continued fossil dependence.
| SSP | Name / Description | Socioeconomic Theme |
|---|---|---|
| SSP1 | Sustainability | Green growth, equity, rapid decarbonization |
| SSP2 | Middle of the Road | Continuation of current trends |
| SSP3 | Regional Rivalry | Fragmented world, low cooperation |
| SSP4 | Inequality | Unequal access to technology and adaptation |
| SSP5 | Fossil-Fueled Development | High growth, carbon-intensive economy |
Each SSP represents a possible pathway for human and economic development.
A forcing level tells us how much additional heat energy the Earth retains due to human activities compared with preindustrial conditions.
| Scenario | Forcing (W/m²) | Approx. Warming by 2100 | Description |
|---|---|---|---|
| SSP1-1.9 | 1.9 | ~1.4 °C | Net-zero by 2050; 1.5 °C goal (Paris) |
| SSP1-2.6 | 2.6 | ~1.8 °C | Strong mitigation |
| SSP2-4.5 | 4.5 | ~2.7 °C | Intermediate; moderate policy action |
| SSP3-7.0 | 7.0 | ~3.6 °C | High emissions; limited cooperation |
| SSP5-8.5 | 8.5 | ~4.4 °C | Fossil-fueled growth; extreme warming |
Higher numbers = higher greenhouse forcing → greater warming and impacts.


| Indicator | Trend | Key Evidence |
|---|---|---|
| 💨 CO₂ Concentration | ⬆️ | From 280 ppm (1850) → 420 ppm (2025) |
| 🌡 Global Temperature | ⬆️ | ~1.2 °C warmer since pre-industrial times |
| 🌊 Sea Level | ⬆️ | Rising ~3.4 mm per year since 1990 |
| 🧊 Arctic Ice | ⬇️ | Summer sea ice down >40% since 1980 |
| 🔥 Extreme Events | ⬆️ | More frequent heatwaves, floods, droughts |
The warming trend is clear across multiple independent datasets — atmosphere, oceans, cryosphere, and biosphere.
The Keeling Curve shows an unbroken rise in CO₂ — the fundamental driver of modern climate change.
These impacts are already being observed — not just projections.
Definition:
The Social Cost of Carbon (SCC) is the monetary estimate of the economic damages caused by emitting one additional ton of CO₂ into the atmosphere.
→ Multiply extra tons of CO₂ by the SCC
→ Add to policy costs
→ Multiply reduced tons of CO₂ by the SCC
→ Add to policy benefits
:::
| Step | Process | Purpose |
|---|---|---|
| 1️⃣ | Project future emissions | Based on population, GDP, and energy use |
| 2️⃣ | Model climate response | e.g., temperature increase and sea level rise |
| 3️⃣ | Estimate economic & social impacts | Agriculture, health, energy, and infrastructure |
| 4️⃣ | Discount future damages | Convert to present-day values |
1️⃣ Socioeconomic and Emissions Pathways
Project how the global economy and emissions evolve under different scenarios.
2️⃣ Climate Model
Quantifies how additional CO₂ affects temperature and sea level.
3️⃣ Damage Function
Links physical climate impacts to economic outcomes—agriculture, health, energy, and property losses.
4️⃣ Discounting
Converts future damages into today’s monetary value; the discount rate reflects how we value future generations.
5️⃣ Equity
Accounts for how climate damages affect regions and income groups differently.
6️⃣ Global vs. Domestic Damages
Determines whether to value global harms or focus only on national impacts—an ethical and policy choice.
7️⃣ Uncertainty
Reflects the wide range of possible outcomes from complex climate and economic systems.
Several major Integrated Assessment Models (IAMs) are used to estimate the SCC — including DICE, FUND, and PAGE.
A new-generation IAM, the Greenhouse Gas Impact Value Estimator (GIVE), was developed by Resources for the Future (RFF) and UC Berkeley (Rennert et al., Nature, 2022).
The GIVE model integrates the latest data on climate science, economic damages, and discounting.
Updated estimate:
\[ \text{SCC} = \$185\ \text{per ton CO₂} \]
Adopted by the U.S. EPA (2023) as the central value → ≈ $190 per ton.
🔺 A recent 2025 study finds SCC values approaching $1,500 per ton (at a 2% discount rate) when accounting for global temperature shocks, far significantly higher than previous work.
| Example | CO₂ (tons, per year) | Social Damage ($ @ $190/ton) |
|---|---|---|
| 🚗 1 car | 4.6 | ≈ $874 |
| ⛽ 1 gallon of gasoline | 0.0089 | ≈ $1.69 |
| ✈️ NYC–LA flight (1 passenger) | 1.0 | ≈ $190 |
| 💡 Typical U.S. home electricity (per year) | 4.0 | ≈ $760 |
| 🏠 Average U.S. household (4 people) | — | ≈ $6,000 annual income loss (permanent) by 2100* |
| 🌎 Global Recession Comparison | — | A 10% GDP drop ≈ a permanent global recession twice larger than 2008 |
*Represents GDP about 10% lower in 2100 than without climate change (~$15 T loss total, ≈ $1,500 per person annually).
💬 The extraordinary becomes ordinary — and the cost of inaction is measured in trillions.
| SDR (%) | SCC (US$ per Ton CO₂) |
|---|---|
| 1.5% | $308 |
| 2.0% | $185 |
| 2.5% | $118 |
| 3.0% | $80 |
SCC estimates are based on the GIVE model (RFF & UC Berkeley, 2022)
| SDR | Interpretation | Effect on SCC |
|---|---|---|
| High | Values the future much less than the present | ⬇️ Lower SCC |
| Low | Values future generations almost equally | ⬆️ Higher SCC |
🧠 The choice of SDR reflects both empirical evidence (expected economic growth, market returns) and ethical judgment (how much we value future well-being).
→ Choice of scope reflects policy values:
Do we count only national welfare, or shared global responsibility?
“CO₂ knows no borders.
A ton emitted in New York warms the planet just as much as one emitted in New Delhi.
The true cost of carbon is global, even when policies are made domestically.”

Because climate, economic growth, and technology are unpredictable: