IMF-OCP-Columbia high level seminar: The energy transition, NDCs, and the Post-COP21 Marrakesh, 8-9 September 2016.

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IMF-OCP-Columbia high level seminar: The energy transition, NDCs, and the Post-COP21 Marrakesh, 8-9 September 2016 The Climate Beta Simon Dietz, Christian Gollier and Louise Kessler September 6, 2016 1 / 11

Classical debate on the Discount Rate (DR): CCAPM CBA: An action is socially desirable if the discounted value of the flow of expected net benefits is positive. Why do we discount the future? Because in a growing economy, investing for the future transfer consumption from the poor (us) to the wealthy (future generations). But we are not so sure that future generations will be wealthier, and if they are, by how much. Prudence ( u > 0 ) justifies using a smaller risk-free DR. Decreasing DR: This effect is increasing with maturity. Recommendation: Safe DR goes from 2% for short maturities to 0.5 1% for extra long ones. 2 / 11

Risk-adjustments The practice almost everywhere is to use the same discount rate for all projects. We talk about the DR. This is a catastrophe: Too many projects with a positive NPV when a DR of 1 2% is used! CBA is discredited. Most projects increase risk borne by future generations. They should be penalized because of risk aversion. Increasing risk premia: Because of the deep uncertainties affecting the distant future, this risk premium is increasing with maturity. The DR should be increased by adding a project-specific risk premium π i = β i π. π is the systematic risk premium, which should be around 1% for short maturities, and around 3% for long maturities. βi is the elasticity of the net benefit to changes in aggregate consumption. 3 / 11

Debating on the climate discount rate When estimating the social cost of carbon, which rate should we use to discount marginal climate damages? Much of the debate on this question has been based on the Ramsey rule, thereby implicitly assuming that climate damages are certain. In reality, if β t is the elasticity of the marginal climate damage in t years to changes in aggregate consumption at that time, then, one should use the following DR: ρ t = r f t + β t π t. To debate on the climate DR, one should examine independently the choices of r f t, π t, and β t. 4 / 11

The choice of the risk-adjusted DR for different maturities and different betas ρt 6 β=2.0 5 β=1.5 4 β=1.0 3 2 β=0.5 1 β=0.0 20 40 60 80 100 t β=-1 5 / 11

Climate beta What is the beta of investments whose aim is to reduce emission of CO 2? Two opposite stories: Positive beta: A growth rate larger than expected raises CO 2 concentration and the marginal damage. There is a positive correlation between future consumption and the future benefit of mitigation. Negative beta (Daniel, Litterman and Wagner (2015)): A larger climate sensitivity raises the marginal damages and reduces consumption. This paper: β 1. 6 / 11

Calibration of DICE 7 / 11

Term structure of the climate beta 8 / 11

Calibration of SCC Figure: Social Cost of Carbon in $/tco 2 as a function of the risk-free rate r f and risk premium π. 9 / 11

Take-home messages If we believe in DICE, the climate beta is around 1. Focusing on the Ramsey rule, which provides the risk-free DR, is misleading. Climate discount rate = 1 + 1 3 = 4%. 10 / 11

Wait a minute! There is a Post-Scriptum... The SCC is the discounted sum of the flow of expected damages. The climate beta is the elasticity of marginal climate damages to consumption: D t = C β t. PV = e (r f t +βπt)t ED t ED t = EC β t = C β 0 Eeβ log Ct = C β 0 e(βµ+0.5β2 σ 2 )t The larger the climate beta, the larger the expected damage! This effect dominates the discounting effect. The large climate beta that we obtain is in favor of a large social cost of carbon. 11 / 11