A. Model Output
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What Is the Social Cost of Carbon?

Imagine a social planner who wants to make society as well-off as possible over the next two centuries. She controls how much the economy consumes today versus invests for the future—but there's a catch: production generates CO₂, which warms the planet, which damages the economy. More output today means more emissions, more warming, and less output tomorrow.

The Social Cost of Carbon (SCC) answers a simple question: if we emit one extra ton of CO₂ right now, how much total economic damage does that cause (in today's dollars)? It's the price tag on a ton of pollution. If a carbon tax were set equal to the SCC, it would give the economy exactly the right incentive to pollute less—it's the optimal Pigouvian tax.

Three things matter most for the SCC:

1. The discount rate \(\rho\) — How much do we value future generations' welfare compared to our own? A low discount rate says "future people matter almost as much as us," which makes distant climate damages count heavily and drives the SCC up. This is the single most important parameter and the source of the biggest disagreements (Stern vs. Nordhaus).

2. The damage function \(D(T) = \pi_1 T + \pi_2 T^2\) — How badly does each degree of warming hurt the economy? The linear term \(\pi_1 T\) captures damages proportional to warming; the quadratic term \(\pi_2 T^2\) captures damages that accelerate as it gets hotter. Bigger coefficients mean more damage per degree, raising the SCC.

3. Climate sensitivity \(\eta\) — How much does temperature rise when CO₂ doubles? Higher sensitivity means each ton of CO₂ causes more warming, which again raises the SCC.

Play with the sliders to see how these assumptions change the answer. Try setting \(\rho\) very low (Stern's argument) or \(\pi_1 > 0\) to see how even small linear damages at low temperatures can matter.

Step-by-Step: How the SCC Is Calculated
The Optimization Problem

The social planner maximizes the sum of discounted utility from per-capita consumption \(c_t = C_t / L_t\):

\[ \max \; W = \sum_{t=0}^{T} \left(\frac{1}{1+\rho}\right)^{t} L_t \;\ln(c_t) \]

Output \(Q_t\) is produced from capital and labor. A fraction \(D(T_t)\) is destroyed by climate damages, so net output is:

\[ Y_t = \bigl[1 - D(T_t)\bigr] \cdot Q_t \qquad \text{where } D(T) = \pi_1 T + \pi_2 T^2 \]

Temperature rises as emissions accumulate in the atmosphere. The SCC is the shadow price on emissions — it answers "how much would welfare improve if we could magically remove one ton of CO₂?"

Social Cost of Carbon
\( \displaystyle \text{SCC}_t \;=\; \sum_{s \geq t} \left(\frac{1}{1+\rho}\right)^{\!s-t} \!\frac{c_t}{c_s} \cdot (\pi_1 + 2\pi_2 T_s)\, Q_s \cdot \frac{\partial T_s}{\partial E_t} \)

Reading right to left: \(\partial T_s / \partial E_t\) is how much today's extra ton warms the planet at future time \(s\). Multiplied by \((\pi_1 + 2\pi_2 T_s) Q_s\), that gives the dollar damage. The ratio \(c_t / c_s\) adjusts for the fact that future people are richer. The discount factor weighs near-term damages more. Sum over all future periods and you get the SCC.

Discounting
Discount rate \(\rho\)1.5%
Low = care more about the future → higher SCC
\( \text{Discount factor at year } t = \left(\dfrac{1}{1+\rho}\right)^t \)
Intuition
$1 of damage 50 years from now is worth $0.47 today.
Damage Function
Linear coeff. \(\pi_1\)0.000
Damage proportional to temperature
Quadratic coeff. \(\pi_2\)0.00236
Damage that accelerates with temperature
\( D(T) = \pi_1 \, T + \pi_2 \, T^2 \)
At 3°C warming
2.1% of GDP lost to damages
Climate Sensitivity
Climate sensitivity \(\eta\)3.0°C
Warming when CO₂ doubles. IPCC range: 2.5–4.0°C
\( \text{CO}_2 \times 2 \;\Longrightarrow\; \Delta T = \eta \)
Results
Social Cost of Carbon (2025)
$51/tCO₂
= the optimal carbon tax today
SCC in 2050$85
SCC in 2100$206
Peak warming3.2°C
Peak damage (% GDP lost)2.4%
GDP without damages
GDP after damages (no policy)
GDP with optimal carbon tax
Lost GDP (damage wedge)
Temperature pathway
SCC trajectory