Portfolio Optimization in the Carbon Market

Aakash Roy

What Is Carbon Pricing?

A policy tool that puts a price on \(CO_2\) to incentivize reductions

  • Mechanism: Two approaches are used

    1. Carbon taxes (fixed prices)
    2. Cap-and-trade systems (flexible price)
  • Shifts costs from affected communities to producers of \(CO_2\)

  • Polluters evaluate if the cost of their activity outweighs the benefits of reductions

Financial Instruments

Two types of financial instruments used in carbon pricing:

  1. Carbon taxes: direct price per ton of \(CO_2\) (e.g., Canada’s former $65/ton tax)
    • Pros: predictable costs

    • Cons: no guaranteed emission cap

  2. Cap-and-Trade System/Emissions Trading System (ETS): sets a (declining) cap on total allowable emissions
    • Allows agents to sell their extra allowances (e.g., EU ETS)

    • Creates a marketplace: low emitters profit by selling spare permits (e.g., Tesla earned $1.8B selling credits)

    • Pros: guarantees reductions while keeping emissions below the pre-allocated budget

    • Cons: price volatility

Challenges & Criticisms of Carbon Pricing

Implementation Issues:

  • “Climate washing”: lead to misleading offsets

    • Shell’s “carbon-neutral” liquid natural gas (LNG)

    • Research into Verra (carbon credit registry) found 90% of their rainforest offsets were “phantom credits” (2023)

Structural Flaws:

  • Fragmentation: 70+ global systems with uneven prices

  • Low prices: IMF estimates the global average of carbon at $6/ton ($75/ton needed)

    • But, Canada’s tax shows that carbon taxes can work, even at low prices

The Research Opportunity for Carbon Markets

Growth of Carbon Markets:

  • Global ETS surged to $865B in 2023 (World Bank)

  • New systems launching (China, Indonesia, Mexico)

  • Carbon futures trading volume up 30% YoY (CEF 2023)

Investment Opportunities:

  • Low correlation with traditional assets (S&P 500, bonds)

  • Potential hedge against policy shocks

Research Question

To what extent can diversified portfolio performance be improved by using carbon securities?

Why Portfolio Analysis?

How portfolio analysis can explain market dynamics:

  • Market Efficiency

    • Do carbon prices reflect new information (e.g., policy changes) quickly?
  • Volatility Profile

    • How does carbon’s volatility compare to stocks/bonds?

    • Are they driven by policy shocks or energy prices?

  • Macroeconomic Sensitivity

    • Do carbon prices correlate with GDP, inflation, or interest rates? Or are they decoupled?
  • Diversification Benefits (and more broadly, investment attractiveness)

    • Can carbon securities reduce portfolio risk?

Asset Selection for Portfolio Analysis

Carbon Exposure:

ETF/Asset Carbon Coverage
Global Carbon ETF (GRN) Global Carbon Futures (EU only)
KraneShares ETF (KRBN) Multi-region ETS (EU, CA, US)

Traditional Assets:

  • Equities: S&P 500 (SPY)

  • Commodities: Dow Jones Commodity Index (DJCI)

  • Fixed Income:

    • Government: T-bills (SHV), 7-10Y treasuries (IEF)

    • Corporate: High-yield (HYG), investment-grade (LQD)

Summary Statistics

All assets are sourced from Yahoo Finance (07/31/2020 - 02/28/2025, using available daily data)
Asset Daily Mean (%) Annual Mean (%) Std Dev Annual Vol Skewness Excess Kurtosis VaR 95%
UST -0.051 -12.758 0.010 0.156 0.185 -1.976 -0.016
SPY 0.052 13.119 0.010 0.165 -0.317 -1.226 -0.017
DJCI 0.007 1.763 0.003 0.052 3.100 92.149 0.000
GRN 0.085 21.344 0.027 0.426 -0.280 1.542 -0.039
KRBN 0.027 6.886 0.021 0.327 -1.540 12.372 -0.030
HYG -0.006 -1.393 0.005 0.077 -0.113 1.996 -0.008
LQD -0.020 -5.103 0.006 0.088 0.009 -1.369 -0.010
SHV -0.000 -0.057 0.001 0.010 -5.330 27.590 -0.000
IEF -0.022 -5.551 0.005 0.078 0.138 -1.766 -0.008

Discussion

Mixed results as an investment opportunity:

  • Benefits of investing in carbon assets:

    • Demonstrated growth potential in the past, but has tapered off

    • Low correlation with other equities means they have upside as a diversifier or hedging option

    • Modestly improved diversified portfolio performance

  • Why investors might stay away:

    • Tail risk needs to be carefully managed

      • KRBN’s diversification backfired
    • Policy-driven volatility demands active management

Conclusion

Unexpected findings over the course of the project:

  • Carbon credits are neither traditional commodities nor pure ESG plays, but a distinct asset class requiring their own specialized frameworks

  • Lack of correlation with bonds (despite both being policy driven)

Future steps:

  • Expand analysis to more carbon assets

  • Dynamic allocations strategies (e.g., options-based tail hedging)