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Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions

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  1. Birhanu Iticha & Muhammad Kamran & Rui Yan & Dorota Siuta & Abdulrahman Al-Hashimi & Chalsissa Takele & Fayisa Olana & Bożena Kukfisz & Shehzad Iqbal & Mohamed S. Elshikh, 2022. "The Role of Digital Soil Information in Assisting Precision Soil Management," Sustainability, MDPI, vol. 14(18), pages 1-13, September.
  2. Dang, Hai-Anh & Carletto, Calogero & Gourlay, Sydney & Abanokova, Kseniya, 2024. "Addressing Soil Quality Data Gaps with Imputation: Evidence from Ethiopia and Uganda," GLO Discussion Paper Series 1445, Global Labor Organization (GLO).
  3. Meyer, Maximilian & Hulke, Carolin & Kamwi, Jonathan & Kolem, Hannah & Börner, Jan, 2022. "Spatially heterogeneous effects of collective action on environmental dependence in Namibia’s Zambezi region," World Development, Elsevier, vol. 159(C).
  4. Sabastine Ugbemuna Ugbaje & Thomas F.A. Bishop, 2020. "Hydrological Control of Vegetation Greenness Dynamics in Africa: A Multivariate Analysis Using Satellite Observed Soil Moisture, Terrestrial Water Storage and Precipitation," Land, MDPI, vol. 9(1), pages 1-15, January.
  5. Kibret, K. S. & Haileslassie, Amare & Mekuria Bori, Wolde & Schmitter, Petra, 2020. "Multicriteria decision-support system to assess the potential of exclosure-based conservation in Ethiopia," Papers published in Journals (Open Access), International Water Management Institute, pages 1-15.().
  6. Llopis, Jorge C. & Chastonay, Jonas F. & Birrer, Franziska C. & Bär, Roger & Andriatsitohaina, R. Ntsiva N. & Messerli, Peter & Heinimann, Andreas & Zaehringer, Julie G., 2021. "Year-to-year ecosystem services supply in conservation contexts in north-eastern Madagascar: Trade-offs between global demands and local needs," Ecosystem Services, Elsevier, vol. 48(C).
  7. Kouame, Anselme K.K. & Bindraban, Prem S. & Kissiedu, Isaac N. & Atakora, Williams K. & El Mejahed, Khalil, 2023. "Identifying drivers for variability in maize (Zea mays L.) yield in Ghana: A meta-regression approach," Agricultural Systems, Elsevier, vol. 209(C).
  8. Jean de Dieu Nambajimana & Xiubin He & Ji Zhou & Meta Francis Justine & Jinlin Li & Dil Khurram & Richard Mind’je & Gratien Nsabimana, 2019. "Land Use Change Impacts on Water Erosion in Rwanda," Sustainability, MDPI, vol. 12(1), pages 1-23, December.
  9. Hijbeek, R. & van Loon, M.P. & Ouaret, W. & Boekelo, B. & van Ittersum, M.K., 2021. "Liming agricultural soils in Western Kenya: Can long-term economic and environmental benefits pay off short term investments?," Agricultural Systems, Elsevier, vol. 190(C).
  10. Joachim Eisenberg & Fabrice A. Muvundja, 2020. "Quantification of Erosion in Selected Catchment Areas of the Ruzizi River (DRC) Using the (R)USLE Model," Land, MDPI, vol. 9(4), pages 1-18, April.
  11. Wu Xiao & Wenqi Chen & Tingting He & Linlin Ruan & Jiwang Guo, 2020. "Multi-Temporal Mapping of Soil Total Nitrogen Using Google Earth Engine across the Shandong Province of China," Sustainability, MDPI, vol. 12(24), pages 1-20, December.
  12. Chantal M. J. Hendriks & Harry S. Gibson & Anna Trett & André Python & Daniel J. Weiss & Anton Vrieling & Michael Coleman & Peter W. Gething & Penny A. Hancock & Catherine L. Moyes, 2019. "Mapping Geospatial Processes Affecting the Environmental Fate of Agricultural Pesticides in Africa," IJERPH, MDPI, vol. 16(19), pages 1-22, September.
  13. Carlos Manuel Hernández & Aliou Faye & Mamadou Ousseynou Ly & Zachary P. Stewart & P. V. Vara Prasad & Leonardo Mendes Bastos & Luciana Nieto & Ana J. P. Carcedo & Ignacio Antonio Ciampitti, 2021. "Soil and Climate Characterization to Define Environments for Summer Crops in Senegal," Sustainability, MDPI, vol. 13(21), pages 1-17, October.
  14. van Dijk, Michiel & Morley, Tomas & van Loon, Marloes & Reidsma, Pytrik & Tesfaye, Kindie & van Ittersum, Martin K., 2020. "Reducing the maize yield gap in Ethiopia: Decomposition and policy simulation," Agricultural Systems, Elsevier, vol. 183(C).
  15. Roomesh Kumar Jena & Pravash Chandra Moharana & Subramanian Dharumarajan & Gulshan Kumar Sharma & Prasenjit Ray & Partha Deb Roy & Dibakar Ghosh & Bachaspati Das & Amnah Mohammed Alsuhaibani & Ahmed G, 2023. "Spatial Prediction of Soil Particle-Size Fractions Using Digital Soil Mapping in the North Eastern Region of India," Land, MDPI, vol. 12(7), pages 1-20, June.
  16. Ravic Nijbroek & Kristin Piikki & Mats Söderström & Bas Kempen & Katrine G. Turner & Simeon Hengari & John Mutua, 2018. "Soil Organic Carbon Baselines for Land Degradation Neutrality: Map Accuracy and Cost Tradeoffs with Respect to Complexity in Otjozondjupa, Namibia," Sustainability, MDPI, vol. 10(5), pages 1-20, May.
  17. Jean Baptiste Nsengiyumva & Geping Luo & Lamek Nahayo & Xiaotao Huang & Peng Cai, 2018. "Landslide Susceptibility Assessment Using Spatial Multi-Criteria Evaluation Model in Rwanda," IJERPH, MDPI, vol. 15(2), pages 1-23, January.
  18. Leroux, L. & Falconnier, G.N. & Diouf, A.A. & Ndao, B. & Gbodjo, J.E. & Tall, L. & Balde, A.A. & Clermont-Dauphin, C. & Bégué, A. & Affholder, F. & Roupsard, O., 2020. "Using remote sensing to assess the effect of trees on millet yield in complex parklands of Central Senegal," Agricultural Systems, Elsevier, vol. 184(C).
  19. George Watene & Lijun Yu & Yueping Nie & Jianfeng Zhu & Thomas Ngigi & Jean de Dieu Nambajimana & Benson Kenduiywo, 2021. "Water Erosion Risk Assessment in the Kenya Great Rift Valley Region," Sustainability, MDPI, vol. 13(2), pages 1-31, January.
  20. Rogna, Marco, 2023. "The Effects of Rising Prices on Corn Production in Western African Countries," 97th Annual Conference, March 27-29, 2023, Warwick University, Coventry, UK 334549, Agricultural Economics Society - AES.
  21. Siatwiinda M. Siatwiinda & Iwan Supit & Bert van Hove & Olusegun Yerokun & Gerard H. Ros & Wim de Vries, 2021. "Climate change impacts on rainfed maize yields in Zambia under conventional and optimized crop management," Climatic Change, Springer, vol. 167(3), pages 1-23, August.
  22. Tamirat B. Jimma & Abel Chemura & Charles Spillane & Teferi Demissie & Wuletawu Abera & Kassahun Ture & Tadesse Terefe & Dawit Solomon & Stephanie Gleixner, 2024. "Coupled Impacts of Soil Acidification and Climate Change on Future Crop Suitability in Ethiopia," Sustainability, MDPI, vol. 16(4), pages 1-17, February.
  23. Berazneva, Julia & McBride, Linden & Sheahan, Megan & Guerena, David, 2016. "Perceived, measured, and estimated soil fertility in east Africa: Implications for farmers and researchers," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235466, Agricultural and Applied Economics Association.
  24. Rufino, Marta M. & Albouy, Camille & Brind'Amour, Anik, 2021. "Which spatial interpolators I should use? A case study applying to marine species," Ecological Modelling, Elsevier, vol. 449(C).
  25. Jean Baptiste Nsengiyumva & Geping Luo & Egide Hakorimana & Richard Mind'je & Aboubakar Gasirabo & Valentine Mukanyandwi, 2019. "Comparative Analysis of Deterministic and Semiquantitative Approaches for Shallow Landslide Risk Modeling in Rwanda," Risk Analysis, John Wiley & Sons, vol. 39(11), pages 2576-2595, November.
  26. Sydney Gourlay & Talip Kilic, 2023. "Is dirt cheap? The economic costs of failing to meet soil health requirements on smallholder farms," Agricultural Economics, International Association of Agricultural Economists, vol. 54(6), pages 793-818, November.
  27. Santiago José Elías Velazco & Franklin Galvão & Fabricio Villalobos & Paulo De Marco Júnior, 2017. "Using worldwide edaphic data to model plant species niches: An assessment at a continental extent," PLOS ONE, Public Library of Science, vol. 12(10), pages 1-24, October.
  28. Akpoti, Komlavi & Dossou-Yovo, Elliott R. & Zwart, Sander J. & Kiepe, Paul, 2021. "The potential for expansion of irrigated rice under alternate wetting and drying in Burkina Faso," Agricultural Water Management, Elsevier, vol. 247(C).
  29. Gerald Forkuor & Ozias K L Hounkpatin & Gerhard Welp & Michael Thiel, 2017. "High Resolution Mapping of Soil Properties Using Remote Sensing Variables in South-Western Burkina Faso: A Comparison of Machine Learning and Multiple Linear Regression Models," PLOS ONE, Public Library of Science, vol. 12(1), pages 1-21, January.
  30. Richard Mind’je & Lanhai Li & Jean Baptiste Nsengiyumva & Christophe Mupenzi & Enan Muhire Nyesheja & Patient Mindje Kayumba & Aboubakar Gasirabo & Egide Hakorimana, 2020. "Landslide susceptibility and influencing factors analysis in Rwanda," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(8), pages 7985-8012, December.
  31. Akpoti, Komlavi & Groen, Thomas & Dossou-Yovo, Elliott & Kabo-bah, Amos T. & Zwart, Sander J., 2022. "Climate change-induced reduction in agricultural land suitability of West-Africa's inland valley landscapes," Agricultural Systems, Elsevier, vol. 200(C).
  32. Amirhossein Hassani & Adisa Azapagic & Nima Shokri, 2021. "Global predictions of primary soil salinization under changing climate in the 21st century," Nature Communications, Nature, vol. 12(1), pages 1-17, December.
  33. Masoud Zolfaghari Nia & Mostafa Moradi & Gholamhosein Moradi & Ruhollah Taghizadeh-Mehrjardi, 2022. "Machine Learning Models for Prediction of Soil Properties in the Riparian Forests," Land, MDPI, vol. 12(1), pages 1-15, December.
  34. Calogero Carletto, 2021. "Better data, higher impact: improving agricultural data systems for societal change [Correlated non-classical measurement errors, ‘second best’ policy inference, and the inverse size-productivity r," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 48(4), pages 719-740.
  35. Fuat Kaya & Gaurav Mishra & Rosa Francaviglia & Ali Keshavarzi, 2023. "Combining Digital Covariates and Machine Learning Models to Predict the Spatial Variation of Soil Cation Exchange Capacity," Land, MDPI, vol. 12(4), pages 1-20, April.
  36. Sawadogo, Alidou & Dossou-Yovo, Elliott R. & Kouadio, Louis & Zwart, Sander J. & Traoré, Farid & Gündoğdu, Kemal S., 2023. "Assessing the biophysical factors affecting irrigation performance in rice cultivation using remote sensing derived information," Agricultural Water Management, Elsevier, vol. 278(C).
  37. Chaodong Li & Zhanbin Li & Mingyi Yang & Bo Ma & Baiqun Wang, 2021. "Grid-Scale Impact of Climate Change and Human Influence on Soil Erosion within East African Highlands (Kagera Basin)," IJERPH, MDPI, vol. 18(5), pages 1-17, March.
  38. Meyer, Maximilian & Hulke, Carolin & Kamwi, Jonathan & Kolem, Hannah & Börner, Jan, 2021. "Spatially heterogeneous effects of collective action on environmental dependence in the Kavango-Zambezi Transfrontier Conservation Area," 2021 Conference, August 17-31, 2021, Virtual 315018, International Association of Agricultural Economists.
  39. Carletto,Calogero & Dillon,Andrew S. & Zezza,Alberto, 2021. "Agricultural Data Collection to Minimize Measurement Error and Maximize Coverage," Policy Research Working Paper Series 9745, The World Bank.
  40. Amit Kumar & Pravash Chandra Moharana & Roomesh Kumar Jena & Sandeep Kumar Malyan & Gulshan Kumar Sharma & Ram Kishor Fagodiya & Aftab Ahmad Shabnam & Dharmendra Kumar Jigyasu & Kasthala Mary Vijaya K, 2023. "Digital Mapping of Soil Organic Carbon Using Machine Learning Algorithms in the Upper Brahmaputra Valley of Northeastern India," Land, MDPI, vol. 12(10), pages 1-17, September.
  41. Martha Kidemu Negassa & Mitiku Haile & Gudina Legese Feyisa & Lemma Wogi & Feyera Merga Liben, 2023. "Soil Organic Carbon Stock Prediction: Fate under 2050 Climate Scenarios, the Case of Eastern Ethiopia," Sustainability, MDPI, vol. 15(8), pages 1-23, April.
  42. Eldon, Jon & Baird, Graeme & Sidibeh, Saidou & Dobasin, Daniel & Rapaport, Philippe & Cheng, Weixin & Shennan, Carol, 2020. "On-farm trials identify adaptive management options for rainfed agriculture in West Africa," Agricultural Systems, Elsevier, vol. 182(C).
  43. Wannes De Crop & Dirk Verschuren & Nick Ryken & Rose Basooma & Judith Tomma Okuonzia & Ann Verdoodt, 2023. "Accelerated Soil Erosion and Sedimentation Associated with Agricultural Activity in Crater-Lake Catchments of Western Uganda," Land, MDPI, vol. 12(5), pages 1-35, April.
  44. Belay Z. Abate & Tewodros T. Assefa & Tibebe B. Tigabu & Wubneh B. Abebe & Li He, 2023. "Hydrological Modeling of the Kobo-Golina River in the Data-Scarce Upper Danakil Basin, Ethiopia," Sustainability, MDPI, vol. 15(4), pages 1-23, February.
  45. Celray James Chawanda & Jeffrey Arnold & Wim Thiery & Ann Griensven, 2020. "Mass balance calibration and reservoir representations for large-scale hydrological impact studies using SWAT+," Climatic Change, Springer, vol. 163(3), pages 1307-1327, December.
  46. Elise Corden & Saman Hasan Siddiqui & Yash Sharma & Muhammad Faraz Raghib & William Adorno & Fatima Zulqarnain & Lubaina Ehsan & Aman Shrivastava & Sheraz Ahmed & Fayaz Umrani & Najeeb Rahman & Rafey , 2021. "Distance from Healthcare Facilities Is Associated with Increased Morbidity of Acute Infection in Pediatric Patients in Matiari, Pakistan," IJERPH, MDPI, vol. 18(21), pages 1-12, November.
  47. Falconnier, Gatien N. & Leroux, Louise & Beillouin, Damien & Corbeels, Marc & Hijmans, Robert J. & Bonilla-Cedrez, Camila & van Wijk, Mark & Descheemaeker, Katrien & Zingore, Shamie & Affholder, Franç, 2023. "Increased mineral fertilizer use on maize can improve both household food security and regional food production in East Africa," Agricultural Systems, Elsevier, vol. 205(C).
  48. Despoina Ioannidou & Laure Malherbe & Maxime Beauchamp & Nicolas P.A. Saby & Roseline Bonnard & Julien Caudeville, 2018. "Characterization of Environmental Health Inequalities Due to Polyaromatic Hydrocarbon Exposure in France," IJERPH, MDPI, vol. 15(12), pages 1-20, November.
  49. Negash Tessema & Dame Yadeta & Asfaw Kebede & Gebiaw T. Ayele, 2022. "Soil and Irrigation Water Salinity, and Its Consequences for Agriculture in Ethiopia: A Systematic Review," Agriculture, MDPI, vol. 13(1), pages 1-19, December.
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