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Factoring carbon taxes into a Value strategy

Factoring carbon taxes into a Value strategy

22-12-2021 | 研究

Incorporating carbon taxes into a Value strategy at a stock level is equivalent to imposing carbon footprint constraints on the overall portfolio. Our new research explores this mathematical relationship and provides more clarity on the implicit assumptions behind decarbonizing investment portfolios.

  • David Blitz
    David
    Blitz
    Chief Researcher
  • Tobias Hoogteijling
    Tobias
    Hoogteijling
    Researcher

Speed read

  • Value strategies are effectively decarbonized with carbon taxes in the USD 10-100 range
  • Value exposure decays as carbon taxes increase, but at a slow rate
  • The effect of a carbon tax on historical returns is minimal up to the USD 100 level
Congratulations David Blitz for surpassing 100,000 downloads
Congratulations David Blitz for surpassing 100,000 downloads
We would like to congratulate David Blitz for surpassing the 100,000 downloads mark for his inspiring and thought-provoking research papers on SSRN.
View his body of work

Given the growing impetus to tackle climate change, it is seems inevitable that carbon emissions will be penalized more heavily in the future. While various emissions mitigating measures already exist, including fuel excise duties and emissions trading systems, the scope and effectiveness of these methods is currently limited. Thus, one can expect an increasing focus on carbon taxation as a mechanism to curb emissions.

From a corporate perspective, the cost implications of carbon taxes will likely become more punitive going forward. And in terms of investments, traditional valuation metrics – such as price-to-earnings (P/E) ratios – do not yet reflect the costs of carbon emissions. In anticipation of likely future developments, we examined the impact of incorporating a hypothetical carbon tax in valuation ratios.1

Factoring in carbon pricing results in downward adjustments in valuations to account for unrecognized liabilities

Our research is related to a recent stream of literature that modifies traditional valuation metrics by incorporating intangibles, such as knowledge capital, organizational capital and brand value.2 However, whereas these studies adjust valuations upwards by identifying unrecognized assets, factoring in carbon pricing results in downward adjustments in valuations to account for unrecognized liabilities.

Mathematical relationship between carbon taxes and carbon footprint constraints

Our research demonstrates that applying a carbon footprint reduction constraint to a value portfolio is mathematically the same as following a carbon-tax-adjusted value strategy. This means that a certain percentage of carbon footprint reduction corresponds to a specific level of carbon tax, and vice versa. This insight provides more clarity on the implicit assumptions behind decarbonizing investment portfolios, while it also gives us an economic interpretation to portfolio footprint reduction targets.

In our investigation, we analyzed a sample of developed market stocks for the period December 1985 to August 2021. We first compared a carbon-tax-adjusted value strategy and a value portfolio optimized with a carbon budget constraint, to illustrate the equivalence between the two approaches.

For the carbon-tax-adjusted value approach, we sorted stocks into five quintile portfolios based on their carbon-tax-adjusted earnings before interest, taxes, depreciation and amortization/enterprise value (EBITDA/EV) ratios. For solving the optimization problem with a carbon budget constraint, we used the SciPy linear programming functionality, where portfolio weights were restricted between 0 and 5/N, with N being the total number of available stocks.

Figure 1 displays the weighted average EBITDA/EV and CO2/EV levels of top quintile carbon-tax-adjusted value portfolios at different carbon tax levels, along with portfolios optimized with various carbon budgets (as a percentage of market carbon footprint), as at end August 2021. The dots, which represent optimal portfolios given a specific carbon tax and carbon constraint, lie on exactly the same curve. This illustrates that the maximum exposure to EBITDA/EV for a certain carbon footprint can be achieved by using either a tax or a portfolio constraint. This curve can be seen as the value-carbon efficient frontier.

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Figure 1 | Simulated portfolio levels of EBITDA/EV for various carbon tax and carbon constraint levels

Source: Refinitiv, TruCost, Robeco Quantitative Research. Our sample consists of MSCI World constituent stocks at the end of every month from December 1985 to August 2021. Before 2001, we do not have access to MSCI World constituents, so we use FTSE developed as a proxy. We exclude financials, since the EBITDA/EV measure is not defined for such stocks. For the carbon emissions we take the combined scope 1 and 2 emissions. We also exclude a small number of stocks for which carbon emissions data is missing.

Carbon tax sweet spot for carbon footprint reduction

We also examined the long-term characteristics of carbon-tax-adjusted value strategies. In one of our analyses, we evaluated how carbon taxes reduce the carbon footprint of a value portfolio. Figure 2 shows the percentage reduction in the carbon footprint of the top quintile portfolio, measured against the base case top quintile portfolio without a carbon tax, as well as the equally-weighted universe of all stocks.

We observed that the largest carbon tax effect occurred in the USD 10-100 range. For the top quintile portfolio, a carbon tax of USD 10 led to an 18% lower carbon footprint compared to the base case; a USD 50 tax resulted in a 39% lower carbon footprint; and a USD 100 tax amounted to a 49% lower carbon footprint. We also noted that carbon tax levels below USD 10 did not have a significant impact, while those above USD 100 had a progressively smaller effect on the portfolios.

Figure 2 | Simulated average carbon footprint (CO2/EV) reduction of carbon-tax-adjusted value (EBITDA/EV) top quintile portfolios versus base case value portfolio

Source: Refinitiv, TruCost, Robeco Quantitative Research. Our sample consists of MSCI World constituent stocks at the end of every month from December 1985 to August 2021. Before 2001, we do not have access to MSCI World constituents, so we use FTSE developed as a proxy. We exclude financials, since the EBITDA/EV measure is not defined for such stocks. For the carbon emissions we take the combined scope 1 and 2 emissions. We also exclude a small number of stocks for which carbon emissions data is missing.

In our research paper, we also scrutinized the impact of carbon taxes on the portfolios’ value exposure. We observed that the EBITDA/EV exposure of the top quintile portfolio was virtually unaffected by carbon taxes up to USD 50, and slowly began to decay after that. Even at a carbon tax level of USD 1,000, a large part of the base case EBITDA/EV exposure still remained.

The impact of carbon taxes on performance

Furthermore, we analyzed the impact of carbon taxes on returns. To do this, we sorted stocks into five quintile portfolios on their carbon-tax-adjusted EBITDA/EV ratios at the end of every month, and then computed the return of the five quintiles over the subsequent month. Figure 3 illustrates that the outperformance of the top quintile portfolio was effectively immune to carbon tax levels up to USD 100. At higher tax levels, the performance began to deteriorate, but it took a carbon tax of over USD 20,000 to fully wipe out the performance of the top quintile portfolio.

Figure 3 | Simulated cumulative outperformance of carbon-tax-adjusted value (EBITDA/EV) top quintile portfolios versus equally-weighted universe over time

Source: Refinitiv, TruCost, Robeco Quantitative Research. Our sample consists of MSCI World constituent stocks at the end of every month from December 1985 to August 2021. Before 2001, we do not have access to MSCI World constituents, so we use FTSE developed as a proxy. We exclude financials, since the EBITDA/EV measure is not defined for such stocks. For the carbon emissions we take the combined scope 1 and 2 emissions. We also exclude a small number of stocks for which carbon emissions data is missing.

In conclusion, our research empirically found that carbon taxes up to USD 100, corresponding with a portfolio carbon footprint reduction of about 50%, had little effect on the characteristics and the performance of the long side of an EBITDA/EV value strategy. However, to increase the carbon footprint reduction to 70%, the assumed carbon tax would need to rise from USD 100 to about USD 5,000. Such a level does not seem realistic, and it would also have an adverse effect on the performance of the value strategy.

1 See: Blitz, D., and Hoogteijling, T., November 2021, “Carbon-tax-adjusted value”, working paper.
2 See: Park, H., October 2019, “An intangible-adjusted book-to-market ratio still predicts stock returns”, Critical Finance Review, forthcoming; Lev, B., and Srivastava, A., March 2020, “Explaining the recent failure of value investing”, working paper; and Arnott, R. D., Harvey, C. R., Kalesnik, V., and Linnainmaa, J. T., January 2021, “Reports of value’s death may be greatly exaggerated”, Financial Analysts Journal.

Important information

The contents of this document have not been reviewed by any regulatory authority in Hong Kong. If you are in any doubt about any of the contents of this document, you should obtain independent professional advice. This document has been distributed by Robeco Hong Kong Limited (‘Robeco’). Robeco is regulated by the Securities and Futures Commission in Hong Kong.
This document has been prepared on a confidential basis solely for the recipient and is for information purposes only. Any reproduction or distribution of this documentation, in whole or in part, or the disclosure of its contents, without the prior written consent of Robeco, is prohibited. By accepting this documentation, the recipient agrees to the foregoing
This document is intended to provide the reader with information on Robeco’s specific capabilities, but does not constitute a recommendation to buy or sell certain securities or investment products. Investment decisions should only be based on the relevant prospectus and on thorough financial, fiscal and legal advice.
The contents of this document are based upon sources of information believed to be reliable. This document is not intended for distribution to or use by any person or entity in any jurisdiction or country where such distribution or use would be contrary to local law or regulation.
Investment Involves risks. Historical returns are provided for illustrative purposes only and do not necessarily reflect Robeco’s expectations for the future. The value of your investments may fluctuate. Past performance is no indication of current or future performance.

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