Inflation Thresholds, Financial Inclusion, and the Access to Clean Energy in the Household: Evidence from Africa Using Quantile Regression

Authors

DOI:

https://doi.org/10.33119/ERFIN.2026.11.1.1

Keywords:

Inflation, Financial Inclusion, Energy Transition, Cooking Fuel, Sub-Saharan Africa

Abstract

This study estimates inflation thresholds that nullify the positive impact of financial inclusion on access to clean cooking fuels in sub-Saharan Africa (SSA). Using data from 40 SSA economies between 2002 and 2022 and the Quantile Regression as an estimation strategy, the findings reveal that financial inclusion enhances access to clean cooking fuels, particularly when measured by bank account ownership and bank branch availability. The result also finds that rural areas benefit more from financial inclusion than their urban counterparts. Additionally, the findings show that above certain thresholds, inflation erodes the benefits of financial inclusion. These thresholds are also heterogeneous based on the existing levels of access to clean cooking fuels. Nonetheless, results based on the Prais–Winsten estimator revealed that inflation nullifies the impact of bank account ownership when it surpasses 20.95%, on average. These results are particularly essential for policy, as they offer insights for the design of inflation-targeting policies that can safeguard the role financial inclusion plays in fostering the transition to clean cooking fuels for households in the region.

References

Abokyi, E., Appiah-Konadu, P., Oteng-Abayie, F., and Tangato, K. F. (2024). Consumption of clean and dirty cooking fuels in Ghanaian households: the role of financial inclusion. Cleaner and Responsible Consumption, 13:100187.

Acheampong, A. O. (2023). Governance, credit access and clean cooking technologies in Sub-Saharan Africa: implications for energy transition. Journal of Policy Modeling, 45(2):445–468.

Asongu, S. (2024). Fighting female unemployment: the role of female ownership of bank accounts in complementing female inclusive education. Journal of Entrepreneurship and Public Policy, 13(3):372–390.

Asongu, S. A., Ndour, C. T., and Ngoungou, J. C. M. (2023). The effects of gender political inclusion and democracy on environmental performance: evidence from the method of moments by quantile regression. Politics & Policy, 52(1):118–139.

Asongu, S. A. and Nwachukwu, J. C. (2018). Educational quality thresholds in the diffusion of knowledge with mobile phones for inclusive human development in sub-Saharan Africa. Technological Forecasting and Social Change, 129:164–172.

Asongu, S. A. and Odhiambo, N. M. (2020). Economic development thresholds for a green economy in sub-Saharan Africa. Energy Exploration & Exploitation, 38(1):3–17.

Azorliade, D. A., Twerefou, D. K., and Dovie, D. B. K. (2022). The impact of household cooking fuel choice on healthcare expenditure in Ghana. Frontiers in Environmental Science, 10:861204.

Bardazzi, R., Gastaldi, F., Iafrate, F., Pansini, R. V., Pazienza, M. G., and Pollastri, C. (2024). Inflation and distributional impacts: have mitigation policies been successful for vulnerable and energy poor households? Energy Policy, 188:114082.

Barkat, K., Alsamara, M., and Mimouni, K. (2023). Can remittances alleviate energy poverty in developing countries? New evidence from panel data. Energy Economics, 119:106527.

Bautista, G., Gabriela, M., Moreano, G. Z., Mata, J. P. V., and Martinez, M. F. C. (2024). How do remittances influence the mitigation of energy poverty in Latin America? An empirical analysis using a panel data approach. Economies, 12.

Billger, S. M. and Goel, R. K. (2009). Do existing corruption levels matter in controlling corruption? Cross-country quantile regression estimates. Journal of Development Economics, 90(2):299–305.

Bottomley, C., Ooko, M., Gasparrini, A., and Keogh, R. (2023). In praise of Prais-Winsten: an evaluation of methods used to account for autocorrelation in interrupted time series. Statistics in Medicine, 42(8):1277–1288.

Boyd, J. H., Levine, R., and Smith, B. D. (2001). The impact of inflation on financial sector performance. Journal of Monetary Economics, 47(2):221–248.

Byaro, M., Mmbaga, N. F., and Mafwolo, G. (2024). Tackling energy poverty: do clean fuels for cooking and access to electricity improve or worsen health outcomes in sub-Saharan Africa. World Development Sustainability, 4:100125.

Chillrud, S. N., Ae-Ngibise, K. A., Gould, C. F., Owusu-Agyei, S., Mujtaba, M., Manu, G., Burkart, K., et al. (2021). The effect of clean cooking interventions on mother and child personal exposure to air pollution: results from the Ghana randomized air pollution and health study. Journal of Exposure Science & Environmental Epidemiology, 31(4):683–698.

Cho, R. (2016). The damaging effects of black carbon. State of the Planet, Columbia Climate School.

Damane, M. and Ho, S. Y. (2025). Effects of financial inclusion of small and medium-sized enterprises on financial stability: evidence from selected sub-Saharan African countries. Journal of Innovation and Entrepreneurship, 14:81.

Gould, C. F., Urpelainen, J., and Hopkins, J. (2020). The role of education and attitudes in cooking fuel choice: evidence from states in India. Energy for Sustainable Development, 54:36–50.

Greenbaum, S. I., Thakor, A. V., and Boot, A. W. A. (2019). Further issues in bank lending. In Greenbaum, S. I., Thakor, A. V., and Boot, A. W. A., editors, Contemporary Financial Intermediation, pages 169–204. Academic Press, 4 edition.

Gu, J. (2024). Dynamic bidirectional relationship between financial inclusion and energy poverty: evidence from China. Energy Reports, 11:5300–5314.

Haider, S., Mahapatra, B., Mohammad, S., and Mitra, A. (2024). Understanding the socioeconomic determinants of cooking fuel expenditure in Uttar Pradesh, India. Discover Sustainability, 5:182.

Hsu, E., Forougi, N., Gan, M., Muchiri, E., Pope, D., and Puzzolo, E. (2021). Microfinance for clean cooking: what lessons can be learned for scaling up LPG adoption in Kenya through managed loans? Energy Policy, 154:112263.

Immurana, M., Kisseih, K. G., Ayesu, E. K., Mohammed, A., Ziblilla, Y. M., Mathew, T. J., Boachie, M. K., and Halidu, B. O. (2023). The choice of healthy source of energy for cooking among households in Ghana: does financial inclusion matter? Environmental Health Insights, 17.

Koenker, R. and Bassett, G. (1978). Regression quantiles. Econometrica, 46(1):33–50.

Kwakwa, A. P. (2024). Addressing energy poverty in Africa: the role of institutional quality, trade openness, and financial development in enhancing access to clean fuels and technologies. Journal of Energy and Development, 49(2):241–286.

Leach, G. (1992). The energy transition. Energy Policy, 20(2):116–123.

Maniriho, A. (2024). Examining the effects of wealth, education, and household location on clean cooking energy poverty among rural households in Rwanda. Journal of Poverty, pages 1–28.

Marot, C. (2023). Polluting cooking methods, used by billions of people around the world, remain a threat to women's health. Equal Times.

Mawutor, J. K. M., Gborse, F. C., Agbanyo, R., and Sogah, E. (2024). Inflation and energy poverty: threshold effect of governance quality in Africa. Journal of Economic Studies, 51(1):222–237.

Memis, B. O. and Aydin, R. (2025). Indirect impact of public expenditures and inflation on energy poverty: empirical evidence from 32 developing countries. Applied Economics, 57(7):805–822.

Mperejekumana, P., Shen, L., Gaballah, M. S., and Zhong, S. (2024). Exploring the potential and challenges of energy transition and household cooking sustainability in sub-Saharan Africa. Renewable and Sustainable Energy Reviews, 199:114534.

Murshed, M. (2022). Pathways to clean cooking fuel transition in low and middle income sub-Saharan African countries. Sustainable Production and Consumption, 30:396–412.

Murshed, M. (2025). Can income inequality reduction policies limit the disparity between urban and rural clean cooking fuel access rates? Sustainable Development, 33(1):1104–1123.

Nchofoung, T. N. and Asongu, S. A. (2022). ICT for sustainable development: global comparative evidence of globalisation thresholds. Telecommunications Policy, 46(5):102296.

Nchofoung, T. N., Asongu, S. A., Kengdo, A. A. N., and Achuo, E. D. (2022). Linear and non-linear effects of infrastructures on inclusive human development in Africa. African Development Review, 34(1):81–96.

Ntegwa, M. J. and Olan'g, L. S. (2024). Explaining the rise of economic and rural-urban inequality in clean cooking fuel use in Tanzania. Heliyon, 10(1):e23910.

Ocen, S., Nkurunziza, G., Bagire, V., Echegu, S., Ssekakubo, J., and Atukunda, R. (2024). Unveiling factors influencing choice of clean cooking solutions among households: a systematic review of literature. Frontiers in Sustainability, 5:1452900.

Onyeneke, R. U., Chidiebere-Mark, N. M., Ankrah, D. A., and Onyeneke, L. U. (2023). Determinants of access to clean fuels and technologies for cooking in Africa: a panel autoregressive distributed lag approach. Environmental Progress & Sustainable Energy, 42(3):e14147.

Osei-Gyebi, S. (2023). Does inward remittance influence the choice of households' cooking fuel? International Journal of Sustainable Energy, 42(1):1226–1240.

Osuma, G., Bankole, O., Oyetayo, O. M., and Ohonba, A. (2025). Does financial inclusion grease or sand the wheels of energy poverty in Africa? The role of governance and infrastructure. Sustainable Futures, 10:101161.

Puzzolo, E., Fleeman, N., Lorenzetti, F., Rubinstein, F., Li, Y., Xing, R., Shen, G., Nix, E., Maden, M., Bresnahan, R., Duarte, R., Abebe, L., Lewis, J., Williams, K. N., Adahir-Rohani, H., and Pope, D. (2024). Estimated health effects from domestic use of gaseous fuels for cooking and heating in high-income, middle-income, and low-income countries: a systematic review and meta-analyses. The Lancet Respiratory Medicine, 12(4):281–293.

Puzzolo, E., Pope, D., Stanistreet, D., Rehfuess, E. A., and Bruce, N. G. (2016). Clean fuels for resource-poor settings: a systematic review of barriers and enablers to adoption and sustained use. Environmental Research, 146:218–234.

Qamruzzaman, M. (2025). Remittance and financial inclusion as a determinist of energy poverty reduction in sub-Saharan Africa: evidence from machine learning with fourier functions. Future Business Journal, 11:261.

Rasel, S. M., Siddique, A. B., Nayon, M. F. S., Suzon, M. S. M., Amin, S., Mim, S. S., and Hossain, M. S. (2024). Assessment of the association between health problems and cooking fuel type, and barriers towards clean cooking among rural household people in Bangladesh. BMC Public Health, 24:512.

Stiglitz, J. E. and Weiss, A. (1981). Credit rationing in markets with imperfect information. The American Economic Review, 71(3):393–410.

Twumasi, M. A., Jiang, Y., Ameyaw, B., Danquah, F. O., and Acheampong, M. O. (2020). The impact of credit accessibility on rural households clean cooking energy consumption: the case of Ghana. Energy Reports, 6:974–983.

Waleed, K. and Mirza, F. M. (2023). Examining fuel choice patterns through household energy transition index: an alternative to traditional energy ladder and stacking models. Environment, Development and Sustainability, 25:6449–6501.

Wang, H., Zafar, M. W., Abbas, S., and Destek, M. A. (2023a). An assessment of energy poverty in sub-Saharan Africa: the role of financial inclusion and education. Economic Change and Restructuring, 56:4689–4711.

Wang, X., Bian, Y., and Zhang, Q. (2023b). The effect of cooking fuel choice on the elderly's well-being: evidence from two non-parametric methods. Energy Economics, 125:106826.

Wijayarathne, J. M. D. S., Hassan, G. M., and Holmes, M. J. (2022). Migration, remittances and cooking fuel usage in Sri Lanka: the mediating role of household wealth. Working Papers in Economics 9/22, University of Waikato.

World Bank (2020). The state of access to modern energy cooking services.

World Bank (2024). DataBank: World Development Indicators.

World Bank (2025a). Access to clean fuels and technologies for cooking (% of population).

World Bank (2025b). Global Financial Development Database.

World Bank (2025c). World Development Indicators.

World Health Organization (2024). Household air pollution.

Zhao, J. (2025). Investigating the impact of financial inclusion and institutional performance on energy poverty in developing economies. Energy & Environment.

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Published

2026-05-29

How to Cite

Inflation Thresholds, Financial Inclusion, and the Access to Clean Energy in the Household: Evidence from Africa Using Quantile Regression. (2026). Econometric Research in Finance, 11(1), 1-29. https://doi.org/10.33119/ERFIN.2026.11.1.1