Strengthening the integrity of REDD+ credits: objectively assessing counterfactual methods using placebos

24 June 2025, Version 2
This content is an early or alternative research output and has not been peer-reviewed by Cambridge University Press at the time of posting.

Abstract

The financing of tropical forest conservation projects through the sale of carbon credits remains a key opportunity to curb forest loss. REDD+ projects generate carbon credits by reducing deforestation and degradation within the project area compared with a counterfactual area that faces similar pressures (known as “additionality”). Several methods are available for constructing counterfactuals, but comparing their effectiveness is challenging. Here, we present an evaluation approach based on the creation of placebo projects, in which there are no REDD+ activities and in which we would not expect any carbon credits to be generated. We compare four methods based on pixel matching to estimate counterfactual deforestation rates. Using 40 placebo projects spread across the tropics, we found that pixel-matching is a reliable way of calculating a key element of additionality (i.e. deforestation in counterfactual areas) when based on data gathered at the end of an accounting period (i.e. ex post estimation). However, forecasting additionality from information available at the start of projects (i.e. ex ante estimation) is much less reliable, reinforcing existing concerns about ex ante crediting mechanisms. We argue that systematic application of the placebo approach can accelerate the development and adoption of more credible counterfactual-estimating methods. As counterfactuals are the basis which underpins the validity claims of most nature credits, strengthening the credibility of counterfactuals will enhance the effectiveness of conservation finance, helping REDD+ and other nature-based solutions realise their full potential in delivering real, measurable benefits.

Keywords

carbon credit
REDD+
emissions reductions
avoided deforestation
conservation finance
carbon market
carbon finance
forest conservation
counterfactual analysis
placebo unit
impact evaluation
deforestation
land use change

Supplementary materials

Title
Description
Actions
Title
Supplementary Information for “A placebo approach to evaluate methods of counterfactual estimation for REDD+”
Description
This Supplementary Information contains two sections: (1) a mathematical representation of the forecasting procedure, and (2) the exploratory analysis of an hybrid ex ante forecasting method
Actions

Supplementary weblinks

Comments

Comments are not moderated before they are posted, but they can be removed by the site moderators if they are found to be in contravention of our Commenting and Discussion Policy [opens in a new tab] - please read this policy before you post. Comments should be used for scholarly discussion of the content in question. You can find more information about how to use the commenting feature here [opens in a new tab] .
This site is protected by reCAPTCHA and the Google Privacy Policy [opens in a new tab] and Terms of Service [opens in a new tab] apply.