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The impacts of REDD+ on the social-ecological resilience of community forests

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Published 19 January 2021 © 2021 The Author(s). Published by IOP Publishing Ltd
, , Citation Reem Hajjar et al 2021 Environ. Res. Lett. 16 024001 DOI 10.1088/1748-9326/abd7ac

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1748-9326/16/2/024001

Abstract

Reducing emissions from deforestation and forest degradation (REDD+) has emerged as an important and cost-effective climate change mitigation strategy internationally. In many localities around the world, REDD+ and related interventions have been superimposed on, and overlap with, existing decentralized institutional arrangements such as community forests. These interventions often modify local institutions through new rules and practices that comply with mostly carbon-related objectives, prompting questions about the compatibility of a top-down mechanism such as REDD+ with the decentralized approaches of community forestry. Thus, we asked: are REDD+ interventions in community forests enhancing or detracting from communities' abilities to practice adaptive management and governance—key desired components of local social-ecological resilience and the ability of communities to respond to disturbance and global change? We conducted a systematic review of studies examining REDD+ interventions in community forests. We extracted data on 59 case studies reported on in 43 articles, stemming from 14 countries, with two thirds of the cases located in two countries alone. Our meta-analysis found that REDD+ has had mixed impacts on communities' social-ecological resilience. Increases in network ties, connectivity across scales, and increased participation in decision making are indicators of enhanced potential for local adaptability. However, we also see that, through restrictions on local forest practices, rigidity in rules, and communities' natural capital being locked into carbon contracts, REDD+ has limited communities' ability to manage for uncertainty. While not representative of all existing REDD+ projects, our results suggest important implications for REDD+ policymakers and forest-reliant communities engaging in REDD+. Reconciling REDD+ goals with the need for forest communities to retain adaptive capacity will be a challenge moving forward, particularly if REDD+ compromises the ability of forest-reliant communities to respond to unexpected shocks or their ability to adapt to changing environmental or economic conditions.

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1. Introduction

Reducing emissions from deforestation and forest degradation (REDD+) has emerged as an important and cost-effective climate change mitigation strategy internationally (Recio 2014). There has also been considerable interest in the co-benefits that REDD+ programmes can deliver: improved livelihoods, biodiversity conservation, and socio-economic development of rural areas through monetization of standing forests (UN-REDD Programme 2009). REDD+ is currently being implemented in more than 50 countries, with myriad interventions being piloted by multiple actors, from national to local governments, NGOs, and development agencies (Wong et al 2019). While initially envisioned as a market-based instrument for carbon emissions reductions, where landowners could sell REDD+ credits on a carbon market for avoiding deforestation or enhancing carbon stocks, REDD+ has evolved to encompass various funding mechanisms promoting integrated conservation and development projects (Angelsen et al 2017). Several subnational governments have additionally developed jurisdictional approaches that combine carbon market-related mechanisms into broader low-emission development strategies and regulations (Wunder et al 2020). Although only about one third of REDD+ projects have sold verified carbon credits (Duchelle et al 2018), it has been estimated that USD 323 million annually has been directed to REDD+ financing (Martius et al 2018).

Shortly following the conceptualization of REDD+, there was a strong recognition that community forest management (CFM) and other forms of decentralized and localized forest governance can play an important role in REDD+ implementation and success (Agrawal and Angelsen 2009, Cronkleton et al 2011, Tomaselli and Hajjar 2011, Balooni and Lund 2014). Community forests are a promising path for retaining and enhancing forest carbon stocks (Chhatre and Agrawal 2009, Walker et al 2014), and recent calls have been made for titling Indigenous lands as a strategy to conserve tropical forests and mitigate climate change (Fa et al 2020). Community-based carbon monitoring and management can also be cheaper than professional surveys (Danielsen et al 2011, Torres and Skutsch 2015), and enhance participation and transparency in the process (Agrawal and Angelsen 2009). As such, REDD+ mechanisms are superimposed on, and overlap with, existing decentralized institutional arrangements in many localities around the world; in other locations, implementers seek to create new community forests as part of national REDD+ strategies (Hajjar and Oldekop 2018).

REDD+ interventions in community forests often modify local institutions through new rules and practices that comply with mostly carbon-related objectives (Poudel et al 2014, Bayrak and Marafa 2016, Duchelle et al 2018). Early critique of REDD+ included worries that REDD+ could reverse the progress made around the world in devolving rights to Indigenous and local communities, as central governments and technocrats seek to regain control of forest governance by limiting local uses and a community's ability to set their own objectives (Phelps et al 2010, Chomba et al 2016, Khatri et al 2018). Further concerns have been raised around the potential for the commodification of forest carbon to detrimentally impact local, communal forest governance (Osborne 2015, Martin et al 2019). Yet, decentralized decision making and management of natural resources is a central tenet of adaptive management, where the cycle of local monitoring, decision making, and action better allows communities to adapt to changing social, economic, and ecological conditions (Folke 2004, Folke et al 2005, Kinzig et al 2006, Fischer et al 2016). Adaptive capacity is a component of social-ecological resilience that captures the ability of a system to learn, remain flexible, innovate, and respond to changes (Walker et al 2004, Berkes 2017). Should REDD+ limit communities' adaptive capacity through substantial modifications of rules and resources, communities may face difficulties in responding to biophysical and social environments characterized by change, unpredictability, and uncertainty (Magis 2010).

Thus, questions remain about the compatibility of a top-down mechanism such as REDD+ with the decentralized approaches of CFM. Given that REDD+ will likely modify existing local institutions to comply with objectives focused on carbon emissions reductions, it is important to examine the impacts that REDD+ can have on communities' abilities to practice adaptive management and governance. That is not to say that the decentralized approaches of CFM are not without their critique. Several studies have examined the governance challenges that community forests face in many locations, including limitations on communities' natural resources rights (Hajjar et al 2020), unequal distributions of benefits and elite capture (Persha and Andersson 2014), and difficulties in long-term viability of CFM projects and dependence on outside sources (Humphries et al 2012). The question is, does REDD+ ameliorate some of these challenges, or does it further detract from forest communities' social-ecological resilience?

We conducted a systematic review and meta-analysis of peer-reviewed studies that describe current or previous REDD+ interventions in community forests. Our global meta-analysis of 59 cases found that there are several key areas where REDD+ is further limiting communities' abilities to practice adaptive management and retain resilience, whereas some changes caused by REDD+ can aid communities' adaptive capacity. Given the global scale and scope of REDD+ implementation, this analysis highlights reforms that should be considered by REDD+ implementers to ensure that changes to local systems are not diminishing their resilience.

2. Methods

2.1. Search strategy and inclusion criteria

We performed a series of Boolean searches in four languages and three publication databases in May 2018 (see supplementary information (available online at stacks.iop.org/ERL/16/024001/mmedia) for keywords used). Each abstract and article was reviewed by at least two people using the following inclusion criteria: articles had to (a) be published peer-reviewed research; (b) present empirical research (excluding reviews); and (c) focus on specific REDD+ interventions which are currently taking place or have taken place in a forested area with some form of community management. REDD+ was broadly defined to include project-based or jurisdictional approaches, identified by the study's authors as a REDD+ initiative, both where verified carbon emissions credits were being sold and where they were not. These criteria excluded future-focused articles, where authors conjectured about what REDD+ could or would do in a locality; our analysis focuses on what REDD+ has done or is currently doing. Covidence, a software for evidence synthesis by groups, was used to organize and exclude papers among the team.

2.2. Data extraction and analysis

We developed an analytical framework from the social-ecological systems concept of resilience (examining a system for characteristics related to diversity, openness, tightness of feedbacks, system reserves, and modularity (Walker et al 2010)—see table 1 for definitions), combined with the community capitals framework used in vulnerability assessments (Emery and Flora 2006, Magis 2010—table 2). From these theories, we developed indicators and a protocol to extract information from the studies included in our review to document the impacts that REDD+ has had on communities' social-ecological resilience; indicators covered community governance structures, natural and social capital, and livelihoods (figure 1; table S1). While almost none of the reviewed articles used the language of resilience, we connected changes described in the articles with characteristics of resilient systems (see supplementary information for details on development of the theoretical framework and how it has been applied to the context of community forestry and REDD+).

Figure 1.

Figure 1. Analytical framework, combining attributes of general resilience and forms of community capital, used to inform indicators assessing resilience and adaptive capacity in community forests following REDD+ implementation. See SI for details on the development of the framework, definitions of indicators, and how indicators link back to various aspects of resilience.

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Table 1. Attributes of general resilience (adapted from Walker et al 2010).

Attribute of resilienceDefinitionEffect on resilience
DiversityThe presence of many different components in a system, such as biodiversity or diversity in stakeholdersLittle or no diversity may make the system more vulnerable to a loss of function
OpennessThe connection and interaction of the system with other systemsExtremely open or extremely closed systems can reduce resilience
Tightness of feedbacksThe speed at which a system recognizes and responds to a disturbanceTighter feedback loops lead to more resilience
System reservesThe ecological, social, and economic resources a system can draw on, such as wood, knowledge, and moneyMore reserves generally contribute to greater resilience
ModularityThe degree to which the different components of a system are connected; modularity entails loosely connected components of a system that tightly interactA modular system leads to more resilience, while a fully connected system may more rapidly transmit shocks

Table 2. Forms of community capital (adapted from Emery and Flora 2006, Magis 2010).

Type of capitalDefinition
NaturalThe natural resources, ecosystem services, and features connected to a community's location, such as water, weather, and geography
HumanThe innate and acquired attributes of the individuals in a community, including health, skills, and knowledge
CulturalCommunity-based values, traditions, and ways of knowing
FinancialMonetary resources available to the community for capacity-building and development
BuiltA community's physical assets and infrastructure, such as roads, buildings, and equipment
PoliticalA community's access to power and ability to impact the rules and regulations that affect it
SocialThe connections between people within a community that allow them to collectively take action; includes cohesion between community members (bonding), the ties between them (bridging), and their links to others with resources (linking)

We extracted qualitative data on 22 indicators linked to changes in resilience of social-ecological systems (defined in table S2). We noted whether the article described a change in the chosen indicators (increased, little/no change, decrease, or mixed) after REDD+ had been implemented. For publications presenting multiple cases of CFM, we extracted data separately for each case where possible. To reduce coding bias and enhance rigor in data extraction, each article was assigned to at least two coders (authors) who first extracted data independently, then conferred with each other to justify their coding and reach consensus on the data extracted from each article and case. We use this information to describe how REDD+ has affected community resilience and adaptive capacity in community-managed forests.

Lastly, given concerns about the potential negative and marginalizing impacts of forest carbon commodification (Ribot and Larson 2012, Osborne 2015, Martin et al 2019), we sought to examine whether REDD+ projects that are selling carbon credits were impacting community resilience differently than projects that were not selling carbon credits. For each case in our sample, we searched for project names, project proponents, and keywords in two online databases: the Verra Registry (which lists projects that have received Verified Carbon Standard (VCS) or Climate, Community and Biodiversity Standards (CCB) certifications), and the International Database on REDD+ Projects and Programs (ID-RECCO). Cases that were listed as selling verified carbon credits with any certifications, or cases that were listed as being in the process of verification (a sometimes multi-year process), were considered 'certified.' These cases were then compared to the remaining, non-certified cases to ascertain whether any trends in impacts could be related to the certification status (and thus key financing and implementation mechanism) of the REDD+ project.

3. Results

From our initial pool of 495 articles, we extracted data from 43 articles (figure S1 shows inclusion results at each filtering stage of the systematic review). From these papers, we identified 59 unique cases of implemented REDD+ projects superimposed on community forests. These cases stemmed from 14 countries, although Tanzania and Nepal accounted for 66% of cases 1 . Sixty-eight percent of cases had some form of CFM prior to REDD+ implementation (44% formal arrangements, 29% informal, 20% unclear, 2% mixed), with 15% of the 59 cases seeing the creation of new CFM institutions with REDD+ (17% of cases were unclear as to whether CFM existed previously). Almost half of the cases (42% of 59 cases) came from studies published before 2017, with the last year of data collection for 45% of 47 reporting cases occurring in 2013 or earlier (figure S2), indicating that much of the reported cases stemmed from early REDD+ projects. Overall, 11 of the 59 cases had been certified (1 Plan Vivo certification and 10 VCS/CCB certified), and 3 were in the process of getting certified at the time of research. Twelve projects had been described in the studies as intending to seek certification, but as several years had passed since the project had been implemented and they had yet to appear in any carbon registries as certified or seeking certification, these were considered as non-certified. Thirty-three additional cases did not mention certification in the study and were not located in the carbon registries we searched.

The following results are a summary of the reported changes in resilience indicators. Notably, there were no statistically significant relationships between certification status and the resilience-related outcomes we assessed (see supplementary information)—the positive and negative changes we report on occurred independently of certification status. While certified and non-certified cases showed mostly similar patterns in outcomes, we highlight some differences here and show descriptive results differentiated by certification status in the supplementary information (figures S3–S5).

3.1. Governance

The majority of cases reported increased local participation in decision making, management, and monitoring (figure 2), although some still excluded those traditionally marginalized (Nathan and Pasgaard 2017). Twenty cases reported that new decision-making bodies had been created at the local level and 15 stated that multiple decision-making bodies had been created at various levels. The vast majority of cases reporting on procedural requirements described increased procedural requirements (32 of 34 reporting cases), especially restrictions on forest uses such as harvesting and grazing (Poudel et al 2014, Peras et al 2016, Isyaku et al 2017) or closures in restoration areas for extended periods (Poffenberger 2015). A number of cases also saw decreased flexibility to change local forest use and management rules (16 of 25 cases), such as those regulating local benefit-sharing mechanisms (Nantongo 2017) or those that 'locked in' forest resources for 30 years through REDD+ arrangements (Khatun et al 2017). The increase in procedural requirements was consistent across both certified and non-certified cases, but increases in governance transparency were proportionally more often reported in certified cases (figure S3), likely reflecting consultation requirements of the certification process.

Figure 2.

Figure 2. Changes in governance indicators following REDD+ implementation.

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3.2. Social and natural capital

Increases in social and natural capital indicators were recorded in most studies reporting on these indicators (figure 3). Increases in natural capital (71% of 38 reporting cases) were mostly due to reforestation and afforestation efforts brought by REDD+ interventions (Shrestha et al 2014, Saito-Jensen et al 2015, Khatri et al 2018), increased efforts to reduce illegal logging (Patel et al 2013, Larson et al 2018), or reduced forest losses to fire (Khatun et al 2017). However, in many cases, the increases in forest resources were accompanied by restrictions on their use, putting in question community members' abilities to use this 'capital' for productive purposes (Bayrak and Marafa 2017, Scheba and Scheba 2017). In 'mixed' cases, communities lost agricultural lands or grazing rights (and thus livestock) to the creation of a community forest or REDD+ area (Poudela 2014, Poudel et al 2015, Scheba and Scheba 2017), trading increases in forest resources for decreases in food production resources. Awareness raising and training activities contributed to knowledge sharing and increased human capital in some cases (Atela et al 2015, Bayrak and Marafa 2017, Nantongo 2017). However, changes to social capital and network connections were less consistently positive (50% and 36% of reporting cases described decreases or mixed results in these categories, respectively). In these cases, conflicts arose as REDD+ interventions exacerbated inequalities in power and economic status within communities (Poudela 2014, Scheba and Rakotonarivo 2016, Vatn et al 2017). Certified cases in particular showed proportionally more decreases in community social connections than non-certified cases (figure S4): cases in Tanzania, Cambodia, and Papua New Guinea highlighted land disputes and conflicts over required rules related to maximizing carbon benefits to different community groups, as well as reports of favouritism among management committees leading to decreases in trust (Leggett and Lovell 2012, Scheba and Rakotonarivo 2016, Nathan and Pasgaard 2017). Several non-certified cases reported that REDD+ development projects united neighbouring communities and increased social cohesion (multiple cases in Corbera et al 2020). Finally, while 13 of 17 reporting cases saw increased connections to outside bodies and resources, 6 of these cases reported increases in dependency on these outside institutions (exemplified in Blomley et al 2017).

Figure 3.

Figure 3. Changes in natural and social capital indicators following REDD+ implementation.

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3.3. Livelihood indicators

Fifty-seven percent of the 23 reporting cases showed increases in community physical capital and development projects (figure 4), such as investing in fish ponds (Khatri et al 2018), seed grants for pro-poor activities (Maraseni et al 2014), or purchasing cookstoves (Poffenberger 2015). Thirty-five percent (of 43 reporting cases) described increases in monetary benefits following REDD+ implementation 2 , while 51% of the 43 reporting cases saw decreases or mixed results. In most of the mixed cases, some community members saw payments or increased incomes from carbon payments or other project activities, but others (often the more marginalized) saw decreased incomes because of the opportunity costs associated with lost revenues from forest uses that were outlawed with REDD+; this exacerbated existing community inequities (74% of 27 cases saw increases in opportunity costs because of REDD+ related conservation; e.g. Maraseni et al 2014, Nantongo 2017, Nathan and Pasgaard 2017, Khatri et al 2018). Seven of 10 certified cases reported 'mixed' results for monetary benefits, with 2 cases reporting increases, while 13 of 33 non-certified cases reported 'mixed' results and 13 reported increases (figure S5). Relative to non-certified cases, certified cases also reported a disproportionate number of cases with mixed impacts on community equity in adaptation and resilience (figure S5).

Figure 4.

Figure 4. Changes in livelihood indicators following REDD+ implementation.

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3.4. Implications for forest community resilience

Several studies have examined the performance of REDD+ as related to emissions reductions, non-carbon co-benefits, benefit sharing, and community engagement (Bos et al 2017, Duchelle et al 2018, Arts et al 2019, Wong et al 2019). Yet, few studies have explicitly examined REDD+ impacts on forest community resilience (Bayrak and Marafa 2017). Our analysis shows that REDD+ will likely have mixed impacts on communities' resilience, for both those REDD+ projects that have been certified to sell carbon credits and projects that have not. Here we focus on five key characteristics of resilient systems (Walker and Salt 2006).

3.4.1. Diversity

A lack of diversity may make systems more vulnerable to unpredictable disturbances, whereas a diverse system has more variations of individuals, resources, or opportunities available to respond to or absorb an unforeseen shock (Walker and Salt 2006). Our meta-analysis finds that while many projects are including more diverse stakeholders in local decision making and forest management, decreases in livelihood diversity have occurred as many forest-based activities are outlawed by REDD+. This limits individuals' abilities to respond to unexpected shocks, should their livelihoods be threatened by environmental or economic changes.

3.4.2. Openness

Openness can enhance a system's resilience by increasing the ability of new information to flow through a system and being open to making changes to the system (Walker and Salt 2006). In many cases, we saw expanded social networks, where communities engaged with outside groups, enhancing their openness to new information and resources. This can increase social capital and exchange of knowledge (Folke et al 2005, Kinzig et al 2006). At the same time, we see an increase in externally imposed rules regarding forest management, and inflexibility in changing such rules, with contracts committing forest users to certain practices. This inflexibility may prevent communities from modifying practices should a need arise to adapt to new conditions.

3.4.3. Tightness of feedbacks

Increased local involvement in decision making, monitoring, and management, which many certified and non-certified cases reported, indicates an increased ability of communities to detect and respond to changes, as they evaluate whether desired outcomes are being achieved—a tightening of the feedback loops needed to rapidly respond to changes in the system (Walker and Salt 2006). This larger role for local decision making has come about from REDD+'s increased efforts to clarify land and forest tenure (Duchelle et al 2018), which is key to ensuring effectiveness, efficiency, and equity in REDD+ implementation (Barbier and Tesfaw 2012; although see Resosudarmo et al 2014). However, increased restrictions on access and use, and the above-mentioned inflexibility in rule making, also indicate that the adaptive management cycle (Rist et al 2013) may be cut short: local monitoring can speed up observation time, but inability to change practices may limit adaptation options. Halting the local rule-making process can have negative impacts on both carbon storage and livelihood outcomes (Chhatre and Agrawal 2009).

3.4.4. System reserves

With increases in social and natural capital, and in some cases financial and built capital, REDD+ seems to be increasing system reserves that can be drawn upon in the face of adversity, although increases in social conflicts may detract from social reserves. We did not specifically address ecological resilience, but increases in forest area and species diversity reported in many studies indicate a potential trend towards healthier ecosystems. However, as demonstrated in many cases, it is questionable how accessible some of these reserves will be when they are needed as assets for production or development. In particular, we see that natural capital, while increasing, is often less accessible to communities following REDD+ implementation, and capital that is more readily convertible to productive assets (agricultural land and livestock) has decreased in many cases. This resonates with a recent meta-analysis that found CFM interventions, with or without REDD+, tend to have more positive forest-related outcomes than positive livelihood outcomes (Hajjar et al 2020). Additional rules for forest protection and restoration might be positive for short-term conservation, but leave in question long-term sustainability when livelihoods are not carefully integrated with conservation goals. This short-term view may counteract the gains in local decision making and stakeholder participation.

3.4.5. Modularity

In this context, we look at modularity as how connected or disconnected, and centralized or decentralized, the broader system is, with more modular systems being more resilient (Walker and Salt 2006). We found that, following REDD+ implementation, modularity of the broader system seems to increase, with multiple decision-making bodies at different scales being created to implement national REDD+ plans. Yet, not many cases saw new or strengthened decision-making bodies at the local level, and some cases were relying on outside bodies for resources (not unusual for CFM—see Hajjar et al 2011, Humphries et al 2012). This increased connectedness, centralization, and reliance on others theoretically indicates that if there were to be a shock in the system—for example, if an NGO that played a key role in setting up local REDD+ projects were to leave the network—the shock would have a more severe impact on the community than if they were part of a more modular system.

4. Conclusion

We explore how REDD+ may be contributing to, or detracting from, the resilience of community forestry. While we note that CFM interventions alone have resulted in many of the positive and negative effects on community social-ecological resilience that we report here, we found that REDD+ is bolstering some aspects of adaptive capacity while further limiting others. Local adaptability may be enhanced by increasing network ties and connectivity across scales that allow for new resources and information to reach communities, as well as by increasing participatory decision making. However, we also see that REDD+ has further limited communities' ability to manage for uncertainty through restrictions on local forest practices, rigidity in rules, and 'locking-in' of communities' natural capital through carbon contracts. These findings seem to cut across both certified and non-certified REDD+ projects, although the effect of carbon credit certification merits further investigation given the small number of certified cases in our sample.

As with any meta-analysis, we acknowledge limitations and biases associated with the use of secondary data that in many cases is subject to individual authors' interpretations and our own interpretation of how the data related to resilience theory, as well as the necessary simplification of information presented in articles to be able to standardize data collection across papers. We further acknowledge that the geographical spread of the cases reviewed in this systematic review of the academic literature is not representative of the country distribution of REDD+ projects globally. This skewed geographical focus of REDD+ in the academic literature is reported elsewhere (Duchelle et al 2018), so we suggest that future research additionally examine the grey literature on REDD+ and CFM for information on social-ecological resilience. Many of the cases in this review were reporting results from early REDD+ projects and preparation phases, so they may not be representative of ongoing and evolving initiatives. Yet these exploratory results bring out important implications for REDD+ policymakers and forest-reliant communities engaging in REDD+, particularly during those preparatory, planning, and demonstration phases.

Reconciling REDD+ goals and policies with the need for forest communities to retain adaptive capacity will be a challenge moving forward. REDD+ is likely just one of many changes to come in these social-ecological systems—the climate will continue to change, as will social, economic and policy landscapes. Forest communities cannot afford to lose their ability to respond to what will come next. As such, interventions such as REDD+ should consider unintended consequences that can limit long-term resilience. While safeguards such as biodiversity conservation and free, prior and informed consent are already part of many REDD+ strategies (UNFCCC 2011), efforts need to be made to include additional adaptability safeguards. Here we point to key indicators, such as building or retaining local decision making, rule-making flexibility, systems reserves, and livelihood diversity, that are potentially being undermined by REDD+.

A resilience perspective recommends a variety of approaches regarding how a top-down mechanism such as REDD+ can be implemented in a decentralized CFM context so as not to further limit a community's ability to respond effectively to change. A shift towards adaptive governance of REDD+ projects is needed, where representative stakeholder groups are involved in community resource management embedded in strong social networks, and where space is created for opportunities to self-organize while nurturing reserves (Folke et al 2005). Data beyond carbon monitoring (the focus of current monitoring efforts) can be used to determine thresholds in social-ecological systems (Walker and Salt 2006). Adaptive management of REDD+ requires enabling legislation, funds for responding to change, and information sharing that allows for collaborative learning among actors at different scales (Kinzig et al 2006). Many of these, and other, aspects of resilience thinking can be taken into account in new and existing REDD+ projects, and would allow for forest communities to retain their adaptive capacity in the face of change. We advocate the use of assessments similar to the one conducted here to examine unintended consequences of other climate-related or conservation interventions on community resilience.

Acknowledgments

The authors would like to thank A Faria for his early contributions to this study, and M Jacobson, S Mawutor, and J Pelletier for their insightful comments and suggestions to improve this paper.

Data availability statement

The data that support the findings of this study are available upon request from the authors.

Footnotes

  • Given that two thirds of our cases came from two countries, we examined whether those two countries may have been driving the patterns in the results. Except for two indicators (local participation in decision-making and flexibility to change rules), there were no statistically significant relationships (Fischer's Exact Test p > 0.05) between country context (whether a case was located in Tanzania, Nepal or elsewhere) and resilience-related outcomes, indicating that location and outcomes were independent for almost all indicators. Our results thus broadly held across cases regardless of whether they were located in Nepal, Tanzania or elsewhere.

  • The 15 cases reporting increases in monetary benefits is reduced to only ten cases if discounting one study (Corbera et al 2020) that, while it found absolute increases in monetary benefits in eight communities, this amount was statistically insignificantly different from control communities that did not experience REDD+.

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