REDD+ Projects and Their Impact on Household Incomes in Indonesian Borneo

Authors

DOI:

https://doi.org/10.24259/fs.v9i2.44699

Keywords:

REDD+, Forest policy, Impact evaluation, Difference-in-differences, Matching, Household income

Abstract

In Indonesia, early Reducing Emissions from Deforestation and Forest Degradation (REDD+) projects, established in the early 2010s, were required to self-fund through carbon credit sales or donor aid while supporting local livelihoods. This paper examines the impact of REDD+ projects on both agricultural and overall household incomes (i.e., from all economic activities, including agriculture). We hypothesize that the agricultural incomes of REDD+ participating households (or treated households) would decrease as REDD+ forbids forest clearance, but this loss would be offset by a subsequent rise in overall household income as REDD+ encourages income diversification. Additionally, we assess whether REDD+ implementation has an intra-community 'spillover' effect by comparing the incomes of households living in REDD+ villages but abstaining from participation, with those in non-REDD+ (control) villages. We evaluate two such projects in Indonesian Borneo (Kalimantan) using panel survey data from over 400 households, collected in 2010, 2014, and 2018. Our analysis employs panel difference-in-differences in matched samples. Overall, our results reveal a small, heterogeneous impact of REDD+ on household incomes. While we found no significant impact in East Kalimantan’s BFCP site, participation in Central Kalimantan’s KMP site led to a reduced agricultural income over the short term (2010-2014). However, we detected no improvement in overall household income, nor did we find this impact to be long-lasting. We also found no conclusive evidence of intra-community spillover effects. The short-term income shock observed at the KMP site, despite its small overall magnitude, indicates the need for strategies to support and safeguard household incomes against temporary disruptions associated with REDD+ implementation. Our research contributes to the broader discourse on REDD+ performance, echoing previous findings of its mixed and modest impact on local communities' incomes globally.

References

Abadie, A. (2005). Semiparametric difference-in-differences estimators. The review of economic studies, 72(1), 1-19. http://dx.doi.org/10.1111/0034-6527.00321

Afiff, S. (2015). Learning from green enclosure practice in Indonesia: Katingan REDD+ case study project in Central Kalimantan. International Conference Paper Series No. 67, Chiang May University. Retrieved from https://www.iss.nl/sites/corpora te/files/CMCP_67-Afiff.pdf

Anandi, C. A. M., Resosudarmo, I. A. P., Komalasari, M., Ekaputri, A. D., & Itarini, D. Y. (2014). TNC's initiative within the Berau forest carbon Program, east kalimantan, Indonesia. In Sills, E. O., S. Atmadja, C. De Sassi, A. E. Duchelle, D. L. Kweka, & I. A. P. Resosuda (Eds.), REDD+ on the ground: A case book of subnational initiatives across the globe (pp. 363-378). Center for International Forestry Research (CIFOR).

Angelsen, A., Jagger, P., Babigumira, R., Belcher, B., Hogarth, N. J., Bauch, S., ... & Wunder, S. (2014). Environmental income and rural livelihoods: a global-comparative analysis. World development, 64, S12-S28. https://doi.org/10.10 16/j.worlddev.2014.03.006

Asfaw, A., Lemenih, M., Kassa, H., & Ewnetu, Z. (2013). Importance, determinants and gender dimensions of forest income in eastern highlands of Ethiopia: The case of communities around Jelo Afromontane forest. Forest Policy and Economics, 28, 1-7. https://doi.org/10.1016/j.forpol.2013.01.005

Astuti, R., & McGregor, A. (2015). Responding to the green economy: how REDD+ and the One Map Initiative are transforming forest governance in Indonesia. Third World Quarterly, 36(12), 2273-2293. https://doi.org/10.1080/01436597.2015. 1082422

Astuti, R., & McGregor, A. (2017). Indigenous land claims or green grabs? Inclusions and exclusions within forest carbon politics in Indonesia. The Journal of Peasant Studies, 44(2), 445-466. https://doi.org/10.1080/03066150.2016.1197908

Bertrand, M., Duflo, E., & Mullainathan, S. (2004). How much should we trust differences-in-differences estimates?. The Quarterly journal of economics, 119(1), 249-275. https://doi.org/10.1162/003355304772839588

Biland, M., Zeb, A., Ullah, A., & Kaechele, H. (2021). Why do households depend on the forest for income? Analysis of factors influencing households’ decision-making behaviors. Sustainability, 13(16), 9419. https://doi.org/10.3390/su13169419

Brockhaus, M., Korhonen-Kurki, K., Sehring, J., Di Gregorio, M., Assembe-Mvondo, S., Babon, A., ... & Zida, M. (2017). REDD+, transformational change and the promise of performance-based payments: a qualitative comparative analysis. Climate Policy, 17(6), 708-730. https://doi.org/10.1080/14693062.2016.1169392

Caplow, S., Jagger, P., Lawlor, K., & Sills, E. (2011). Evaluating land use and livelihood impacts of early forest carbon projects: Lessons for learning about REDD+. Environmental Science & Policy, 14(2), 152-167. https://doi.org/10.1016 /j.envsci.2010.10.003

Carrilho, C. D., Demarchi, G., Duchelle, A. E., Wunder, S., & Morsello, C. (2022). Permanence of avoided deforestation in a Transamazon REDD+ project (Pará, Brazil). Ecological Economics, 201, 107568. https://doi.org/10.1016/j.ecolecon. 2022.107568

Chervier, C., & Costedoat, S. (2017). Heterogeneous impact of a collective payment for environmental services scheme on reducing deforestation in Cambodia. World Development, 98, 148-159. https://doi.org/10.1016/j.worlddev.2017.04.014

Chomba, S., Kariuki, J., Lund, J. F., & Sinclair, F. (2016). Roots of inequity: How the implementation of REDD+ reinforces past injustices. Land use policy, 50, 202-213. https://doi.org/10.1016/j.landusepol.2015.09.021

Coe, R. (2002). It’s the effect size, stupid: What effect size is and why it is important. British Educational Research Association Annual Conference, Exeter, United Kingdom. Retrieved from https://cebma.org/wp-content/uploads/Coe-2002.pdf

Duchelle, A. E., de Sassi, C., Jagger, P., Cromberg, M., Larson, A. M., Sunderlin, W. D., ... & Pratama, C. D. (2017). Balancing carrots and sticks in REDD+ implications for social safeguards. Ecology and Society, 22(3). https://doi.org/10.5751/ES-0933 4-220302

Duchelle, A. E., de Sassi, C., Sills, E. O., & Wunder, S. (2018). People and communities: Well-being impacts of REDD+ on the ground. In Angelsen, A. E., Martius, C., de Sy, V., Duchelle, A. E., Larson, A. M., & Pham, T. T. (Eds)., Transforming REDD+: Lessons and new directions (pp. 131–141). CIFOR-ICRAF.

Enrici, A., & Hubacek, K. (2019). A crisis of confidence: stakeholder experiences of REDD+ in Indonesia. Human ecology, 47(1), 39-50. https://doi.org/10.1007/s107 45-019-0045-z

Enrici, A. M., & Hubacek, K. (2018). Challenges for REDD+ in Indonesia. Ecology and Society, 23(2). https://doi.org/10.5751/ES-09805-230207

Fatem, S. M., Awang, S. A., Pudyatmoko, S., Sahide, M. A., Pratama, A. A., & Maryudi, A. (2018). Camouflaging economic development agendas with forest conservation narratives: A strategy of lower governments for gaining authority in the re-centralising Indonesia. Land use policy, 78, 699-710. https://doi.org/10.1016/ j.landusepol.2018.07.018

Gatto, A., & Sadik-Zada, E. R. (2024). REDD+ in Indonesia: An assessment of the international environmental program. Environment, Development and Sustainability, 1-16. https://doi.org/10.1007/s10668-024-05368-w

Groom, B., & Palmer, C. (2012). REDD+ and rural livelihoods. Biological conservation, 154, 42-52. https://doi.org/10.1016/j.biocon.2012.03.002

Ho, D. E., Imai, K., King, G., & Stuart, E. A. (2007). Matching as nonparametric preprocessing for reducing model dependence in parametric causal inference. Political analysis, 15(3), 199-236. https://doi.org/10.1093/pan/mp 1013

Indriatmoko, Y., Atmadja, S., Utomo, N. A., Ekaputri, A. D., & Komalasari, M. (2014). Katingan Peatland Restoration and Conservation Project, Central Kalimantan, Indonesia. In Sills, E. O., Atmadja, S. S., de Sassi, C., Duchelle, A. E., Kweka, D. L., Resosudarmo, I. A. P., & Sunderlin, W. D. (Eds)., REDD+ on the ground: A case book of subnational initiatives across the globe. CIFOR.

Ingalls, M. L., & Dwyer, M. B. (2016). Missing the forest for the trees? Navigating the trade-offs between mitigation and adaptation under REDD. Climatic Change, 136(2), 353-366. https://doi.org/10.1007/s10584-016-1612-6

Jagger, P., & Rana, P. (2017). Using publicly available social and spatial data to evaluate progress on REDD+ social safeguards in Indonesia. Environmental Science & Policy, 76, 59-69. https://doi.org/10.1016/j.envsci.2017.06.006

Jayachandran, S., De Laat, J., Lambin, E. F., Stanton, C. Y., Audy, R., & Thomas, N. E. (2017). Cash for carbon: A randomized trial of payments for ecosystem services to reduce deforestation. Science, 357(6348), 267-273. https://doi.org/10.1126/sci ence.aan0568

Ken, S., Entani, T., Tsusaka, T. W., & Sasaki, N. (2020). Effect of REDD+ projects on local livelihood assets in Keo Seima and Oddar Meanchey, Cambodia. Heliyon, 6(4), e03802. https://doi.org/10.1016/j.heliyon.2020.e03802

Korhonen-Kurki, K., Brockhaus, M., Bushley, B., Babon, A., Gebara, M. F., Kengoum, F., ... & Maharani, C. (2016). Coordination and cross-sectoral integration in REDD+: experiences from seven countries. Climate and development, 8(5), 458-471. http://dx.doi.org/10.1080/17565529.2015.1050979

Lamb, D., Erskine, P. D., & Parrotta, J. A. (2005). Restoration of degraded tropical forest landscapes. Science, 310(5754), 1628-1632. https://doi.org/10.1126/science.1 111773

Larson, A. M., Solis, D., Duchelle, A. E., Atmadja, S., Resosudarmo, I. A. P., Dokken, T., & Komalasari, M. (2018). Gender lessons for climate initiatives: A comparative study of REDD+ impacts on subjective wellbeing. World Development, 108, 86-102. https://doi.org/10.1016/j.worlddev.2018.02.027

Liu, G., Liu, Q., Song, M., Chen, J., Zhang, C., Meng, X., ... & Lu, H. (2020). Costs and carbon sequestration assessment for REDD+ in Indonesia. Forests, 11(7), 770. https://doi.org/10.3390/f11070770

Massarella, K., Sallu, S. M., Ensor, J. E., & Marchant, R. (2018). REDD+, hype, hope and disappointment: The dynamics of expectations in conservation and development pilot projects. World Development, 109, 375-385. https://doi.org/10.1016/j.worl ddev.2018.05.006

Mcelwee, P. D. (2008). Forest environmental income in Vietnam: household socioeconomic factors influencing forest use. Environmental conservation, 35(2), 147-159. https://doi.org/10.1017/S0376892908004736

Miles, W. B. (2021). The invisible commodity: Local experiences with forest carbon offsetting in Indonesia. Environment and Planning E: Nature and Space, 4(2), 499-524. https://doi.org/10.1177/2514848620905235

Moeliono, M., Brockhaus, M., Gallemore, C., Dwisatrio, B., Maharani, C. D., Muharrom, E., & Pham, T. T. (2020). REDD+ in Indonesia: A new mode of governance or just another project? Forest Policy and Economics, 121, 102316. https://doi.org/10.1 016/j.forpol.2020.102316

Montoya-Zumaeta, J. G., Wunder, S., Rojas, E., & Duchelle, A. E. (2022). Does REDD+ complement law enforcement? Evaluating impacts of an incipient initiative in Madre de Dios, Peru. Frontiers in Forests and Global Change, 5, 870450. https://doi.org/10.3389/ffgc.2022.870450

Pasgaard, M. (2015). Lost in translation? How project actors shape REDD+ policy and outcomes in C ambodia. Asia Pacific Viewpoint, 56(1), 111-127. https://doi.org/ 10.1111/apv.12082

Rakatama, A., Pandit, R., Iftekhar, S., & Ma, C. (2018). Heterogeneous public preference for REDD+ projects under different forest management regimes. Land Use Policy, 78, 266-277. https://doi.org/10.1016/j.landusepol.2018.07.004

Resosudarmo, I. A. P., Duchelle, A. E., Ekaputri, A. D., & Sunderlin, W. D. (2012). Local hopes and worries about REDD+ projects. In Angelsen, A., Brockhaus, M., Sunderlin, W. D., & Verchot, L. V. (Eds). Analysing REDD+: Challenges and choices (pp. 193–208). CIFOR.

Rochmayanto, Y., Nurrochmat, D. R., Nugroho, B., Darusman, D., & Satria, A. (2019). Implementation of REDD+ in the existing forest property rights: lessons from Berau, East Kalimantan Province, Indonesia. IOP Conference Series: Earth and Environmental Science, 285(1), 012007). https://doi.org/10.1088/1755-1315/2 85/1/012007

Sanders, A. J., Ford, R. M., Mulyani, L., Larson, A. M., Jagau, Y., & Keenan, R. J. (2019). Unrelenting games: Multiple negotiations and landscape transformations in the tropical peatlands of Central Kalimantan, Indonesia. World Development, 117, 196-210. https://doi.org/10.1016/j.worlddev.2019.01.008

Sawilowsky, S. S. (2009). New effect size rules of thumb. Journal of modern applied statistical methods, 8(2), 597–599. https://doi.org/10.22237/jmasm/12570 35100

Seymour, F., & Busch, J. (2016). Why forests? Why now?: The science, economics, and politics of tropical forests and climate change. Brookings Institution Press.

Sills, E. O., de Sassi, C., Jagger, P., Lawlor, K., Miteva, D. A., Pattanayak, S. K., & Sunderlin, W. D. (2017). Building the evidence base for REDD+: Study design and methods for evaluating the impacts of conservation interventions on local well-being. Global environmental change, 43, 148-160. https://doi.org/10.1016/j.glo envcha.2017.02.002

Simonet, G., Subervie, J., Ezzine‐de‐Blas, D., Cromberg, M., & Duchelle, A. E. (2019). Effectiveness of a REDD+ project in reducing deforestation in the Brazilian Amazon. American Journal of Agricultural Economics, 101(1), 211-229. https://doi.org/10.1093/ajae/aay028

Solis, D., Cronkleton, P., Sills, E. O., Rodriguez-Ward, D., & Duchelle, A. E. (2021). Evaluating the impact of REDD+ interventions on household forest revenue in Peru. Frontiers in Forests and Global Change, 4, 624724. https://doi.org/10.338 9/ffgc.2021.624724

Stuart, E. A. (2010). Matching methods for causal inference: A review and a look forward. Statistical science: a review journal of the Institute of Mathematical Statistics, 25(1), 1-21- https://doi.org/10.1214/09-STS313

Sunderlin, W. D., Ekaputri, A. D., Sills, E. O., Duchelle, A. E., Kweka, D., Diprose, R., ... & Toniolo, A. (2014). The challenge of establishing REDD+ on the ground: Insights from 23 subnational initiatives in six countries (Vol. 104). CIFOR.

Sunderlin, W. D., De Sassi, C., Ekaputri, A. D., Light, M., & Pratama, C. D. (2017). REDD+ contribution to well-being and income is marginal: the perspective of local stakeholders. Forests, 8(4), 125. https://doi.org/10.3390/f8040125

Sunderlin, W. D., Atmadja, S. S., Chervier, C., Komalasari, M., Resosudarmo, I. A. P., & Sills, E. O. (2024). Can REDD+ succeed? Occurrence and influence of various combinations of interventions in subnational initiatives. Global Environmental Change, 84, 102777. https://doi.org/10.1016/j.gloenvcha.2023.102777

Tacconi, L., & Muttaqin, M. Z. (2019). Policy forum: Institutional architecture and activities to reduce emissions from forests in Indonesia. Forest Policy and Economics, 108, 101980. https://doi.org/10.1016/j.forpol.2019.101980

Yuniarti, Y., Tendy, T., Budiman, B., & Prakoso, C. T. (2019). Political Economy of Berau Forest Carbon Program Implementation. ICONEG 2019: Proceedings of the 1st International Conference on Environmental Governance (pp. 58-65). http://dx.doi.org/10.4108/eai.25-10-2019.2300489

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2025-09-22

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REDD+ Projects and Their Impact on Household Incomes in Indonesian Borneo. (2025). Forest and Society, 9(2), 665-683. https://doi.org/10.24259/fs.v9i2.44699

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