The DOI matches its Crossref record; 70 of the 71 references it cites were found in a registry or an index.
Fertilizer and grain prices constrain food production in sub-Saharan Africa
Abstract
Crop yields across sub-Saharan Africa are much lower than what is attainable given the environmental conditions and available technologies. Closing this 'ecological yield gap' is considered an important food security and rural welfare goal. It is not clear, however, whether it is economically sensible for farmers to substantially increase crop yields. Here we estimate the local yield response of maize to fertilizer across sub-Saharan Africa with an empirical machine-learning model based on 12,081 trial observations and with a mechanistic model. We show that the average 'economic yield gap'-the difference between current yield and profit-maximizing yield-is about one-quarter of the ecological yield gap. Furthermore, although maize yields could be profitably doubled, the economic incentives to do so may be weak. Our findings suggest that agricultural intensification in sub-Saharan Africa could be supported by complementary agronomic approaches to improve soil fertility, lowering the fertilizer cost, and by spatial targeting of fertilizer recommendations.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Citations
Cites
Classification and Regression by randomForest
Liaw, A. I., & Wiener, M. C. (2007) · Cited by 18,594
WorldClim 2: new 1‐km spatial resolution climate surfaces for global land areas
Fick, S. E., & Hijmans, R. J. (2017) · International Journal of Climatology · doi:10.1002/joc.5086 · Cited by 16,088
Self-citationSolutions for a cultivated planet
Foley, J. A., Ramankutty, N., Brauman, K. A., Cassidy, E. S., Gerber, J. S., Johnston, M., Mueller, N. D., O’Connell, C., Ray, D. K., West, P. C., et al. (2011) · Nature · doi:10.1038/nature10452 · Cited by 8,476
Updated high‐resolution grids of monthly climatic observations – the CRU TS3 .10 Dataset
Harris, I. C., Jones, P. D., Osborn, T. J., & Lister, D. (2013) · International Journal of Climatology · doi:10.1002/joc.3711 · Cited by 6,326
The Conditions of Agricultural Growth. The Economics of Agrarian Change under Population Pressure
C., A., & Boserup, E. (1966) · Population · doi:10.2307/1528968 · Cited by 1,805
Recent patterns of crop yield growth and stagnation
Ray, D. K., Ramankutty, N., Mueller, N. D., West, P. C., & Foley, J. A. (2012) · Nature Communications · doi:10.1038/ncomms2296 · Cited by 1,701
Crop Yield Gaps: Their Importance, Magnitudes, and Causes
Lobell, D. B., Cassman, K. G., & Field, C. B. (2009) · Annual Review of Environment and Resources · doi:10.1146/annurev.environ.041008.093740 · Cited by 1,606
Can sub-Saharan Africa feed itself?
van Ittersum, M. K., van Bussel, L. G. J., Wolf, J., Grassini, P., van Wart, J., Guilpart, N., Claessens, L., de Groot, H., Wiebe, K., Mason-D’Croz, D., et al. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1610359113 · Cited by 899
Hijmans, R. J., Brown, A., Barbosa, A. M., et al. (2020) · doi:10.32614/cran.package.terra · Cited by 796
Self-citationIntegrated Soil Fertility Management
Vanlauwe, B., Bationo, A., Chianu, J. N., Giller, K. E., Merckx, R., Mokwunye, U., Ohiokpehai, O., Pypers, P., Tabo, R., Shepherd, K. D., et al. (2010) · Outlook on Agriculture · doi:10.5367/000000010791169998 · Cited by 764
van Ittersum, M. K., & Rabbinge, R. (1997) · Field Crops Research · doi:10.1016/s0378-4290(97)00037-3 · Cited by 721
Takahashi, K., Muraoka, R., & Otsuka, K. (2019) · Agricultural Economics · doi:10.1111/agec.12539 · Cited by 508
25 years of the WOFOST cropping systems model
de Wit, A. J. W., Boogaard, H., Fumagalli, D., Janssen, S. J. C., Knapen, R., van Kraalingen, D. W. G., Supit, I., van der Wijngaart, R., & van Diepen, K. (2018) · Agricultural Systems · doi:10.1016/j.agsy.2018.06.018 · Cited by 504
A system for quantitative evaluation of the fertility of tropical soils (QUEFTS)
Janssen, B. H., Guiking, F. C. T., van der Eijk, D., Smaling, E. M. A., Wolf, J., & van Reuler, H. (1990) · Geoderma · doi:10.1016/0016-7061(90)90021-z · Cited by 500
Rangeland Productivity and Exploitation in the Sahel
Breman, H., & de Wit, C. T. (1983) · Science · doi:10.1126/science.221.4618.1341 · Cited by 475
The Malawi agricultural input subsidy programme: 2005/06 to 2008/09
Dorward, A., & Chirwa, E. W. (2011) · International Journal of Agricultural Sustainability · doi:10.3763/ijas.2010.0567 · Cited by 430
What is the irrigation potential for Africa? A combined biophysical and socioeconomic approach
You, L., Ringler, C., Wood-Sichra, U., Robertson, R., Wood, S., Zhu, T., Nelson, G., Guo, Z., & Sun, Y. (2011) · Food Policy · doi:10.1016/j.foodpol.2011.09.001 · Cited by 429
Vanlauwe, B., Kihara, J., Chivenge, P. P., Pypers, P., Coe, R., & Six, J. (2010) · Plant and Soil · doi:10.1007/s11104-010-0462-7 · Cited by 421
Vanlauwe, B., Wendt, J., Giller, K. E., Corbeels, M., Gerard, B. G., & Nolte, C. (2013) · Field Crops Research · doi:10.1016/j.fcr.2013.10.002 · Cited by 361
Tomislav Hengl, A., Leenaars, J. G. B., Shepherd, K. D., Walsh, M., Heuvelink, G. B. M., Mamo, T., Tilahun, H., Berkhout, E., Cooper, M., Fegraus, E., et al. (2017) · Nutrient Cycling in Agroecosystems · doi:10.1007/s10705-017-9870-x · Cited by 336
Uniting remote sensing, crop modelling and economics for agricultural risk management
Benami, E., Jin, Z., Carter, M. R., Ghosh, A., Hijmans, R. J., Hobbs, A., Kenduiywo, B. K., & Lobell, D. B. (2021) · Nature Reviews Earth & Environment · doi:10.1038/s43017-020-00122-y · Cited by 269
Self-citationMeta-analysis of maize yield response to woody and herbaceous legumes in sub-Saharan Africa
Sileshi, G. W., Akinnifesi, F. K., Ajayi, O. C., & Place, F. (2008) · Plant and Soil · doi:10.1007/s11104-008-9547-y · Cited by 223
Maize crop nutrient input requirements for food security in sub-Saharan Africa
ten Berge, H. F. M., Hijbeek, R., van Loon, M. P., Rurinda, J., Tesfaye, K., Zingore, S., Craufurd, P., van Heerwaarden, J., Brentrup, F., Schröder, J. J., et al. (2019) · Global Food Security · doi:10.1016/j.gfs.2019.02.001 · Cited by 213
Soil quality and fertilizer use rates among smallholder farmers in western Kenya
Marenya, P., & Barrett, C. B. (2009) · Agricultural Economics · doi:10.1111/j.1574-0862.2009.00398.x · Cited by 198
Liverpool‐Tasie, L. S. O., Omonona, B. T., Sanou, A., & Ogunleye, W. (2016) · Food Policy · doi:10.1016/j.foodpol.2016.09.011 · Cited by 184
A suite of global accessibility indicators
Nelson, A. D., Weiss, D. J., van Etten, J., et al. (2019) · Scientific Data · doi:10.1038/s41597-019-0265-5 · Cited by 170
The last mile(s) in modern input distribution: Pricing, profitability, and adoption
Minten, B., Koru, B., & Stifel, D. (2013) · Agricultural Economics · doi:10.1111/agec.12078 · Cited by 163
Factors influencing the profitability of fertilizer use on maize in Zambia
Xu, Z., Guan, Z., Jayne, T. S., & Black, R. (2009) · Agricultural Economics · doi:10.1111/j.1574-0862.2009.00384.x · Cited by 161
Science-based decision support for formulating crop fertilizer recommendations in sub-Saharan Africa
Rurinda, J., Zingore, S., Jibrin, J. M., Balemi, T., Masuki, K., Andersson, J., Pampolino, M. F., Mohammed, I., Mutegi, J., Kamara, A. Y., et al. (2020) · Agricultural Systems · doi:10.1016/j.agsy.2020.102790 · Cited by 143
Sheahan, M., Black, R., & Jayne, T. S. (2013) · Food Policy · doi:10.1016/j.foodpol.2013.04.008 · Cited by 141
Field-scale experiments reveal persistent yield gaps in low-input and organic cropping systems
Kravchenko, A., Snapp, S. S., & Robertson, G. P. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1612311114 · Cited by 141
Factors explaining the low and variable profitability of fertilizer application to maize in Zambia
Burke, W., Jayne, T. S., & Black, J. R. (2016) · Agricultural Economics · doi:10.1111/agec.12299 · Cited by 127
Fertilizer and sustainable intensification in Sub-Saharan Africa
Holden, S. T. (2018) · Global Food Security · doi:10.1016/j.gfs.2018.07.001 · Cited by 123
Bationo, A., & Mokwunye, A. U. (1991) · Springer eBooks · doi:10.1007/978-94-011-3224-4_18 · Cited by 118
Fertilizer Use and Maize Production in Sub-Saharan AfricaPreprint
Heisey, P. W., & Mwangi, W. M. (1996) · RePEc: Research Papers in Economics · doi:10.22004/ag.econ.7688 · Cited by 118
Maize Response to Fertilizer and Nitrogen Use Efficiency in Uganda
Kaizzi, K. C., Byalebeka, J., Semalulu, O., Alou, I. N., Zimwanguyizza, W., Nansamba, A., Musinguzi, P., Ebanyat, P., Hyuha, T., & Wortmann, C. S. (2012) · Agronomy Journal · doi:10.2134/agronj2011.0181 · Cited by 112
Sattari, S. Z., van Ittersum, M. K., Bouwman, L., et al. (2014) · Field Crops Research · doi:10.1016/j.fcr.2013.12.005 · Cited by 111
Fertilizer response and nitrogen use efficiency in African smallholder maize farms
Ichami, S. M., Shepherd, K. D., Sila, A., Stoorvogel, J. J., & Hoffland, E. (2018) · Nutrient Cycling in Agroecosystems · doi:10.1007/s10705-018-9958-y · Cited by 98
Mukasa, A. N. (2018) · World Development · doi:10.1016/j.worlddev.2017.12.006 · Cited by 95
Spatial variation in fertilizer prices in Sub-Saharan Africa
Bonilla, C., Chamberlin, J., Guo, Z., & Hijmans, R. J. (2020) · PLoS ONE · doi:10.1371/journal.pone.0227764 · Cited by 91
Self-citationDoes smallholder maize intensification reduce deforestation? Evidence from Zambia
Pelletier, J., Ngoma, H., Mason, N. M., & Barrett, C. B. (2020) · Global Environmental Change · doi:10.1016/j.gloenvcha.2020.102127 · Cited by 87
Estimating the Relative Benefits of Agricultural Growth on the Distribution of Expenditures
Ligon, E. A., & Sadoulet, É. (2017) · World Development · doi:10.1016/j.worlddev.2016.12.007 · Cited by 86
Droppelmann, K., Snapp, S. S., & Waddington, S. R. (2017) · Food Security · doi:10.1007/s12571-016-0636-0 · Cited by 85
Closing maize yield gaps in sub-Saharan Africa will boost soil N2O emissions
Leitner, S., Pelster, D. E., Werner, C., Merbold, L., Baggs, E. M., Mapanda, F., & Butterbach‐Bahl, K. (2020) · Current Opinion in Environmental Sustainability · doi:10.1016/j.cosust.2020.08.018 · Cited by 80
Abay, K. A., Bevis, L. E. M., & Barrett, C. B. (2020) · American Journal of Agricultural Economics · doi:10.1111/ajae.12173 · Cited by 76
Kofyar cash-cropping: Choice and change in indigenous agricultural development
Netting, R. M., Stone, M. P., & Stone, G. D. (1989) · Human Ecology · doi:10.1007/bf00889021 · Cited by 64
Alwang, J., Gotor, E., Thiele, G., Hareau, G., Jaleta, M., & Chamberlin, J. (2017) · Agricultural Systems · doi:10.1016/j.agsy.2017.10.005 · Cited by 63
Self-citationChilicka, K., Rogowska, A. M., Szyguła, R., et al. (2020) · Scientific Reports · doi:10.1038/s41598-020-69530-w · Cited by 60
Kofyar Cash-Cropping: Choice and Change in Indigenous Agricultural Development
Netting, R. M., Stone, M. P., & Stone, G. D. (1996) · Springer eBooks · doi:10.1007/978-1-4757-9584-4_15 · Cited by 59
Spatially-Disaggregated Crop Production Statistics Data in Africa South of the Sahara for 2017
International Food Policy Research Institute (2020) · IFPRI E-brary (International Food Policy Research Institute) · doi:10.7910/dvn/fsskbw · Cited by 59
Site-specific agronomic information and technology adoption: A field experiment from Ethiopia
Ayalew, H., Chamberlin, J., & Newman, C. (2021) · Journal of Development Economics · doi:10.1016/j.jdeveco.2021.102788 · Cited by 56
Self-citationReturns to fertiliser use: Does it pay enough? Some new evidence from Sub-Saharan Africa
Koussoubé, E., & Nauges, C. (2016) · European Review of Agricultural Economics · doi:10.1093/erae/jbw018 · Cited by 53
Seasonal, annual, and spatial variation in cereal prices in Sub-Saharan Africa
Bonilla, C., Chamberlin, J., & Hijmans, R. J. (2020) · Global Food Security · doi:10.1016/j.gfs.2020.100438 · Cited by 47
Self-citationReconciling yield gains in agronomic trials with returns under African smallholder conditions
Laajaj, R., Macours, K., Masso, C., Thuita, M., & Vanlauwe, B. (2020) · Scientific Reports · doi:10.1038/s41598-020-71155-y · Cited by 45
Improving African Food Security
Breman, H., & Debrah, S. K. (2003) · SAIS Review · doi:10.1353/sais.2003.0002 · Cited by 42
Optimal Fertilizer Use on Maize Production in East Africa
Matsumoto, T., & Yamano, T. (2011) · Springer eBooks · doi:10.1007/978-94-007-1201-0_8 · Cited by 37
World Development Report 2009: Reshaping Economic Geography, by the World Bank
Aoyama, Y., & Horner, R. (2010) · Journal of Regional Science · doi:10.1111/j.1467-9787.2010.00709_1.x · Cited by 36
Paliwal, A., & Jain, M. (2020) · Frontiers in Sustainable Food Systems · doi:10.3389/fsufs.2020.00025 · Cited by 35
Ollenburger, M., Crane, T., Descheemaeker, K., et al. (2018) · Experimental Agriculture · doi:10.1017/s0014479718000169 · Cited by 35
Wahab, I. (2019) · GeoJournal · doi:10.1007/s10708-019-10039-9 · Cited by 27
Oliphant, A. J., Thenkabail, P. S., Teluguntla, P. G., et al. (2017) · Open Access Repository of ICRISAT (International Crops Research Institute for the Semi-Arid Tropics) · doi:10.5067/measures/gfsad/gfsad30seace.001 · Cited by 22
Mahlatini, P., Hove, A., Maguma, L. F., & Chemura, A. (2018) · GeoJournal · doi:10.1007/s10708-018-9947-3 · Cited by 21
Day, J. C. (1992) · Agricultural Economics · doi:10.1016/0169-5150(92)90053-2 · Cited by 20
Xiong, J., Thenkabail, P. S., Tilton, J. C., et al. (2017) · Open Access Repository of ICRISAT (International Crops Research Institute for the Semi-Arid Tropics) · doi:10.5067/measures/gfsad/gfsad30afce.001 · Cited by 14
Transport Costs and Food Price Volatility in Africa
Cotty, T. L., d’Hôtel, É. M., & Ndiaye, M. (2017) · Journal of African Economies · doi:10.1093/jae/ejx015 · Cited by 11
Day, J. C., Hughes, D. W., & Butcher, W. R. (1992) · Agricultural Economics · doi:10.1111/j.1574-0862.1992.tb00217.x · Cited by 4
Rwofost: WOFOST Crop Growth Simulation Model
Hijmans, R. J. (2020) · doi:10.32614/cran.package.rwofost · Cited by 2
Self-citationWOFOST Crop Growth Simulation Model [R package Rwofost version 0.6-3]
Hijmans, R. J. (2020) · Cited by 1
Self-citationSite-Specific Agronomic Information and Technology Adoption: A Field Experiment from Ethiopia
Ayalew, H. (2019) · AEA Randomized Controlled Trials · doi:10.1257/rct.2678 · Cited by 1
Rquefts: Quantitative Evaluation of the Native Fertility of Tropical Soils
Hijmans, R. J., & Pypers, P. (2019) · doi:10.32614/cran.package.rquefts · Cited by 1
Self-citation
Research works printed but not linked: 2
- Snapp, S., Jayne, T. S., Mhango, W., Benson, T. & Ricker-Gilbert, J. in National Symposium on Eight Years of FISP—Impact and What Next 14–15 (2014).
- Levins, R. The strategy of model building in population ecology. Am. Sci. 54, 421–431 (1996).
Cited by
Sorted by citations
A better use of fertilizers is needed for global food security and environmental sustainability
Peñuelas, J., Coello, F., & Sardans, J. (2023) · Agriculture & Food Security · doi:10.1186/s40066-023-00409-5 · Cited by 422
“However, the fertilization intensification of the last decades aimed to increase yields has produced some new global environmental and geopolitical problems, such as nutrient imbalances, [31, 50, 59, 61, 68], leaching of nutrients from crops to environment and the associated impacts [45, 68, 72, 85, 94], and increasin…”
BackgroundNguyen, T. T., Grote, U., Neubacher, F., Rahut, D. B., Do, M. H., & Paudel, G. P. (2023) · Current Opinion in Environmental Sustainability · doi:10.1016/j.cosust.2023.101322 · Cited by 431
Zhao, J., Chen, J., Beillouin, D., Lambers, H., Yang, Y., Smith, P., Zeng, Z., Olesen, J. E., & Zang, H. (2022) · Nature Communications · doi:10.1038/s41467-022-32464-0 · Cited by 404
Why food insecurity persists in sub-Saharan Africa: A review of existing evidence
Bjornlund, V., Bjørnlund, H., & van Rooyen, A. (2022) · Food Security · doi:10.1007/s12571-022-01256-1 · Cited by 234
Chivenge, P. P., Zingore, S., Ezui, K. S., Njoroge, S., Bunquin, M. A., Dobermann, A., & Saito, K. (2022) · Field Crops Research · doi:10.1016/j.fcr.2022.108503 · Cited by 118
Metadata
- Authors
- Bonilla-Cedrez, C., Chamberlin, J., & Hijmans, R. J.
- Affiliations
- International Maize and Wheat Improvement Center (KE)
- University of California, Davis (US)
- Venue
- Nature Food
- Published
- 2021-10-07
- Volume
- 2
- Issue
- 10
- Pages
- 766-772
- ISSN
- 2662-1355 (ISSN-L)
- OpenAlex
- W3203527942
- Cited by
- 104
- References
- 71
- Citations by year
- 2026: 22 · 2025: 19 · 2024: 17 · 2023: 21 · 2022: 23 · 2021: 2
- FWCI
- 9.20
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Nature Food (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Bill and Melinda Gates Foundation (INV-008260)
- Topics
- Life Sciences › Agricultural and Biological Sciences › Soil Science › Agricultural Science and Fertilization
- Life Sciences › Agricultural and Biological Sciences › General Agricultural and Biological Sciences › Agricultural Innovations and Practices
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Agricultural economics and policies
- Keywords
- fertilizer prices, grain prices, agricultural intensification, soil fertility, food security, sub-Saharan Africa
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review