Articles | Volume 9, issue 1
https://doi.org/10.5194/essd-9-1-2017
© Author(s) 2017. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/essd-9-1-2017
© Author(s) 2017. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
WoSIS: providing standardised soil profile data for the world
ISRIC – World Soil Information, Wageningen, 6708 PB, the
Netherlands
Eloi Ribeiro
ISRIC – World Soil Information, Wageningen, 6708 PB, the
Netherlands
Ad van Oostrum
ISRIC – World Soil Information, Wageningen, 6708 PB, the
Netherlands
Johan Leenaars
ISRIC – World Soil Information, Wageningen, 6708 PB, the
Netherlands
Tom Hengl
ISRIC – World Soil Information, Wageningen, 6708 PB, the
Netherlands
Jorge Mendes de Jesus
ISRIC – World Soil Information, Wageningen, 6708 PB, the
Netherlands
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Cited
139 citations as recorded by crossref.
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- Providing quality-assessed and standardised soil data to support global mapping and modelling (WoSIS snapshot 2023) N. Batjes et al.
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- How do hydrogeological and socio-economic parameters influence the likelihood of NO3− pollution and Cl− salinization? An application within the campania region (Italy) M. Bordbar et al.
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- Legacy soil organic carbon stocks in central Spain from whole soil profiles and standardized depths: Influence of land cover and parent material M. Rodríguez-Rastrero et al.
- Machine learning approaches for the prediction of soil aggregate stability Y. Bouslihim et al.
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- Predicting long-term dynamics of soil salinity and sodicity on a global scale A. Hassani et al.
- How to solve small sample size problems in time-series soil organic carbon mapping: New insights from the Third Law of Geography J. Wang et al.
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139 citations as recorded by crossref.
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- Digital mapping of soil organic carbon density in China using an ensemble model Y. Sun et al.
- Networking our science to characterize the state, vulnerabilities, and management opportunities of soil organic matter J. Harden et al.
- Progressive approach to traditional large-scale soil surveys S. Truskavetsky et al.
- New pedotransfer approaches to predict soil bulk density using WoSIS soil data and environmental covariates in Mediterranean agro-ecosystems C. Schillaci et al.
- Characterizing Spatial Variability of Soil Organic Carbon Through Improved Machine-Learning Modeling With In Situ Data Resampling: A Case Study in Alaska W. Peng et al.
- A Methodological Framework for Assessing the Potential Performance of Maize/Soybean Intercropping Under 2050 Climate Scenarios T. Song & C. Zhang
- Predicting below-average NDVI anomalies for agricultural drought impact forecasting K. De Vos et al.
- The application of machine learning methods for prediction of metal immobilization remediation by biochar amendment in soil Y. Sun et al.
- How shrinkage of Lake Chad affects the local climate S. Zhao et al.
- Geospatial prediction of total soil carbon in European agricultural land based on deep learning D. Radočaj et al.
- Cover crop impacts on soil organic matter dynamics and its quantification using UAV and proximal sensing N. Vavlas et al.
- No silver bullet for digital soil mapping: country-specific soil organic carbon estimates across Latin America M. Guevara et al.
- Digital soil mapping and assessment for Australia and beyond: A propitious future R. Searle et al.
- Chronic drought decreased organic carbon content in topsoil greater than intense drought across grasslands in Northern China M. Jaman et al.
- Assessment of the Accuracy of ISRIC and ESDAC Soil Texture Data Compared to the Soil Map of Greece: A Statistical and Spatial Approach to Identify Sources of Differences S. Gerontidis et al.
- Boosting, bagging, and deep learning for soil-water characteristic curve prediction: A large-scale database study S. Pereira et al.
- Similar importance of edaphic and climatic factors for controlling soil organic carbon stocks of the world Z. Luo et al.
- Sensitivity of joint atmospheric-terrestrial water balance simulations to soil representation: Convection-permitting coupled WRF-Hydro simulations for southern Africa Z. Zhang et al.
- A Global High‐Resolution Data Set of Soil Hydraulic and Thermal Properties for Land Surface Modeling Y. Dai et al.
- Human transformation of past terrestrial ecosystems S. Nogué et al.
- Input uncertainty in CSM-CERES-wheat modeling: Dry farming and irrigated conditions using alternative weather and soil data M. Nouri et al.
- PyCLiPSM: Harnessing heterogeneous computing resources on CPUs and GPUs for accelerated digital soil mapping G. Zhang et al.
- HU‐SoilCarbonGrids: An Initiative for Providing Comprehensive Information on Soil Organic Carbon Changes in Hungary G. Szatmári et al.
- A review of the global soil property maps for Earth system models Y. Dai et al.
- CHLSOC: the Chilean Soil Organic Carbon database, a multi-institutional collaborative effort M. Pfeiffer et al.
- Integrated environmental and genomic analysis reveals the drivers of fine‐scale divergence and local adaptation in northern populations of two wild rice species in China Y. Chen et al.
- Remote sensing of soil degradation: Progress and perspective J. Wang et al.
- Spatially explicit terrestrial carbon densities for calibrating the carbon cycle in human-Earth system Models K. Narayan et al.
- Uncertainty in land use obscures global soil organic carbon stock estimates C. Gang et al.
- Negative correlation between soil salinity and soil organic carbon variability A. Hassani et al.
- Options to model the effects of tillage on N2O emissions at the global scale F. Lutz et al.
- A global, empirical, harmonised dataset of soil organic carbon changes under perennial crops A. Ledo et al.
- A Comparison, Validation, and Evaluation of the S-world Global Soil Property Database J. Stoorvogel & V. Mulder
- Reducing spatial resolution increased net primary productivity prediction of terrestrial ecosystems: A Random Forest approach T. Zhou et al.
- Standardised soil profile data to support global mapping and modelling (WoSIS snapshot 2019) N. Batjes et al.
- IrrigationTriggers-Global : A Web Application for Determining Site-Specific Soil Moisture-Based Triggers for Irrigation Scheduling Globally M. Kukal & A. Pennino
- A multi-step approach to evaluate the sustainable use of groundwater resources for human consumption and agriculture M. Bordbar et al.
- Pedotransfer Functions in Earth System Science: Challenges and Perspectives K. Van Looy et al.
- Digital soil mapping of key secondary soil properties using pedotransfer functions and Indian legacy soil data N. Reddy & B. Das
- CLASSIC v1.0: the open-source community successor to the Canadian Land Surface Scheme (CLASS) and the Canadian Terrestrial Ecosystem Model (CTEM) – Part 2: Global benchmarking C. Seiler et al.
- Assessing Soil Erosion Susceptibility for Past and Future Scenarios in Semiarid Mediterranean Agroecosystems G. Busico et al.
- Mapping the major soil-landscape resources of the Ethiopian Highlands using random forest J. Leenaars et al.
- Spatial distribution of soil carbon storage in desert shrubland ecosystems of northwest Mexico F. Ayala-Niño et al.
- Soil Aggregate Stability Mapping Using Remote Sensing and GIS-Based Machine Learning Technique Y. Bouslihim et al.
- Evaluating the quality of soil legacy data used as input of digital soil mapping models P. Lagacherie et al.
- Land suitability assessment for sisal production: A machine learning and Analytical Hierarchy Process integrated approach R. Mgohele et al.
- Open legacy soil survey data in Brazil: geospatial data quality and how to improve it A. Samuel-Rosa et al.
- Large Soil Carbon Storage in Terrestrial Ecosystems of Canada C. Sothe et al.
- The appraisal of pedotransfer functions with legacy data; an example from southern Africa C. Miti et al.
- Application of multidimensional soil data harmonization to develop the Ontario Soil Information System (OSIS) T. Gobezie et al.
- Temperature effects on carbon storage are controlled by soil stabilisation capacities I. Hartley et al.
- Grain-cropping suitability for evaluating the agricultural land use change in Brazil J. Safanelli et al.
- How much carbon can be added to soil by sorption? R. Abramoff et al.
- Global projections of the soil microbiome in the Anthropocene C. Guerra et al.
- Global and regional soil organic carbon estimates: Magnitudes and uncertainties Z. LIN et al.
- Toward an Intelligent and Near-real-time Framework for Global Ecological Monitoring: Advances, Challenges, and the GIEHP Initiative D. Xu et al.
- Responses of soil organic carbon to climate change in the Qilian Mountains and its future projection H. Li et al.
- The implications for potential marginal land resources of cassava across worldwide under climate change challenges Y. Li et al.
- Development of Hierarchical Ensemble Model and Estimates of Soil Water Retention With Global Coverage Y. Zhang et al.
- The landscape of soil carbon data: Emerging questions, synergies and databases A. Malhotra et al.
- A multi-hazard map-based flooding, gully erosion, forest fires, and earthquakes in Iran S. Pouyan et al.
- The advantages and limitations of global datasets to assess carbon stocks as proxy for land degradation in an Ethiopian case study S. Cerretelli et al.
- Assessing the impact of soil data resolution on streamflow prediction with SWAT in a mesoscale headwater basin of Sri Lanka S. Fernando et al.
- Analysis of soil hydraulic and thermal properties for land surface modeling over the Tibetan Plateau H. Zhao et al.
- Carbon Stock Assessment in Gypsum-Bearing Soils: The Role of Subsurface Soil Horizons M. Rodríguez-Rastrero & A. Ortega-Martos
- Spatial modeling of the ecological niche of Pinus greggii Engelm. (Pinaceae): a species conservation proposal in Mexico under climatic change scenarios A. Martínez-Sifuentes et al.
- Challenges and opportunities for biogeography—What can we still learn from von Humboldt? F. Schrodt et al.
- Regional-scale soil carbon predictions can be enhanced by transferring global-scale soil–environment relationships L. Zhang et al.
- Validating the regional estimates of changes in soil organic carbon by using the data from paired-sites: the case study of Mediterranean arable lands C. Schillaci et al.
- Land suitability evaluation using GIS and multicriteria decision analysis for cashew cultivation in the Abaya-Chamo Watershed, Ethiopia S. Tantuoyir et al.
- Prediction of Soil Field Capacity and Permanent Wilting Point Using Accessible Parameters by Machine Learning L. Liu & X. Ma
- Adding soil sampling to household surveys: Information for sample design from pilot data R. Lark et al.
- Assessing Soil Condition and Capacity Using the Global Pedogenon Map Within the Americas’ Horse Latitudes N. Francos et al.
- Challenges in the Geo-Processing of Big Soil Spatial Data L. Liakos & P. Panagos
- Soil carbon stocks across tropical forests of Panama regulated by base cation effects on fine roots D. Cusack et al.
- Providing quality-assessed and standardised soil data to support global mapping and modelling (WoSIS snapshot 2023) N. Batjes et al.
- National soil organic carbon estimates can improve global estimates U. Vitharana et al.
- How do hydrogeological and socio-economic parameters influence the likelihood of NO3− pollution and Cl− salinization? An application within the campania region (Italy) M. Bordbar et al.
- Improving the Latin America and Caribbean Soil Information System (SISLAC) database enhances its usability and scalability S. Díaz-Guadarrama et al.
- Nitrogen functional profiles of microbiomes in diverse agricultural and forest soils and its driver at continental scale in China Y. Zhao et al.
- Remote sensing of the Earth's soil color in space and time R. Rizzo et al.
- Predicting Climate Change Impacts on Candelilla (Euphorbia antisyphilitica Zucc.) for Mexico: An Approach for Mexico’s Primary Harvest Area A. Martínez-Sifuentes et al.
- Organic carbon storage potential of cropland topsoils in East China: Indispensable roles of cropping systems and soil managements W. Ma et al.
- Large scale mapping of soil organic carbon concentration with 3D machine learning and satellite observations C. Sothe et al.
- Multiple factors drive imbalance in the global microbial assemblage in soil Y. Hao et al.
- Legacy soil organic carbon stocks in central Spain from whole soil profiles and standardized depths: Influence of land cover and parent material M. Rodríguez-Rastrero et al.
- Machine learning approaches for the prediction of soil aggregate stability Y. Bouslihim et al.
- DSOLMap, a novel high-resolution global digital soil property map for the SWAT + model: Development and hydrological evaluation A. López-Ballesteros et al.
- Legacy data-based national-scale digital mapping of key soil properties in India N. Reddy et al.
- Dominance and rarity in tree communities across the globe: Patterns, predictors and threats I. Hordijk et al.
- Predicting long-term dynamics of soil salinity and sodicity on a global scale A. Hassani et al.
- How to solve small sample size problems in time-series soil organic carbon mapping: New insights from the Third Law of Geography J. Wang et al.
- A Comparative Analysis of Remote Sensing Soil Moisture Datasets Fusion Methods: Novel LSTM Approach Versus Widely Used Triple Collocation Technique H. Zhao et al.
- Horizontal and vertical variation of soil clay content and its controlling factors in China X. Zhang et al.
- Soil Organic Carbon Across Mexico and the Conterminous United States (1991–2010) M. Guevara et al.
- Modelado actual y futuro de la idoneidad de hábitat el ahuehuete ( Taxodium mucronatum Ten.): una propuesta para conservación en México A. Martínez-Sifuentes et al.
- Evaluation, source apportionment and health risk assessment of heavy metal and polycyclic aromatic hydrocarbons in soil and vegetable of Ahvaz metropolis S. Bahrami et al.
- Deep Learning Optimizes Data-Driven Representation of Soil Organic Carbon in Earth System Model Over the Conterminous United States F. Tao et al.
- Impact of spatial variability in hydraulic parameters on plume migration within unsaturated surficial formations L. Pannecoucke et al.
- Soil Vertical Distribution of Organic Carbon and Sequestration Potential in Ponte de Lima (Alto Minho Region, Northern Portugal) C. Rodrigues et al.
- A biophysical model to simulate seasonal variations of soil respiration in agroecosystems in China S. Chen et al.
- Estimation of saturated hydraulic conductivity with pedotransfer functions: A review Y. Zhang & M. Schaap
- The genetic basis of chloride exclusion in grapevines S. Sharma et al.
- Mapping soil organic carbon distribution across South Africa's major biomes using remote sensing-topo-climatic covariates and Concrete Autoencoder-Deep neural networks O. Odebiri et al.
- Soil carbon stocks and dynamics of different land uses in Italy using the LUCAS soil database M. Khan & T. Chiti
- A global soil spectral grid based on space sensing J. Demattê et al.
- Improved Wetland Soil Organic Carbon Stocks of the Conterminous U.S. Through Data Harmonization B. Uhran et al.
- Machine learning for digital soil mapping: Applications, challenges and suggested solutions A. Wadoux et al.
- Does digital soil mapping prediction performance of soil texture improve when adding uncertain field texture estimates? A study based on clay content A. Richer-de-Forges et al.
- Global soil organic carbon–climate interactions: Why scales matter H. Jungkunst et al.
- Characterizing the vertical structure of forests in the Brazilian Amazon D. Valle et al.
- Global patterns of leaf construction traits and their covariation along climate and soil environmental gradients K. Xing et al.
- Mapping soil pH baselines, trends, and time-to-critical crop risk using harmonized legacy datasets: A large-scale assessment S. Thai et al.
- Climate indices as predictors of global soil organic carbon stocks Q. Zhang et al.
- The INFOSOLO database as a first step towards the development of a soil information system in Portugal T. Ramos et al.
- The experience of creating and using seven soil databases in the Soil-Geoeocophysics Laboratory T. Laktionova
- Spatial phylogenetics of Fagales: Investigating drivers of temperate forest distributions R. Folk et al.
- Optimizing multi-environment trials in the Southern US Rice belt via smart-climate-soil prediction-based models and economic importance M. Prado et al.
- Phylogenetic diversity and regionalization in the temperate arid zone R. Folk et al.
- Using digital soil maps to infer edaphic affinities of plant species in Amazonia: Problems and prospects G. Moulatlet et al.
- Assessing synergies between soil research in the Republic of Ireland and European Union policies H. Binner et al.
- Digital soil mapping across the globe D. Arrouays et al.
- Multiple soil map comparison highlights challenges for predicting topsoil organic carbon concentration at national scale C. Feeney et al.
- Soil legacy data rescue via GlobalSoilMap and other international and national initiatives D. Arrouays et al.
- Biochar addition reduces salinity in salt-affected soils with no impact on soil pH: A meta-analysis X. Wang et al.
- Design and functional features of the world leading soil databases. Analytical review T. Laktionova et al.
- Evenness mediates the global relationship between forest productivity and richness I. Hordijk et al.
- Global stocks and capacity of mineral-associated soil organic carbon K. Georgiou et al.
- Soil carbon debt of 12,000 years of human land use J. Sanderman et al.
- Guatemala soil organic carbon database (GTMSOC) A. Vásquez et al.
- Spatiotemporal prediction of soil organic carbon density in Europe (2000–2022) using earth observation and machine learning X. Tian et al.
- A comparison between three legacy soil maps of Zambia at national scale: The spatial patterns of legend units and their relation to soil properties I. Mukumbuta et al.
- Desertification–Scientific Versus Political Realities G. Sterk & J. Stoorvogel
- Predicting the risk of invasion by broadleaf watermilfoil (Myriophyllum heterophyllum) in mainland Portugal I. Diogo et al.
- Retrieval of Land Surface Emissivities Over Partially Vegetated Surfaces From Satellite Data Using Radiative Transfer Models L. Perez-Planells et al.
- Recent impacts of water management on dryland’s salinization and degradation neutralization H. Shi et al.
- Temperature shapes spatial-temporal patterns of global soil carbon accumulation S. Yang et al.
Saved (final revised paper)
Latest update: 01 May 2026
Short summary
Soil is an important provider of ecosystem services. Yet this natural resource is being threatened. Professionals, scientists, and decision makers require quality-assessed soil data to address issues such as food security, land degradation, and climate change. Procedures for safeguarding, standardising, and subsequently serving of consistent soil data to underpin broad-scale mapping and modelling are described. The data are freely accessible at doi:10.17027/isric-wdcsoils.20160003.
Soil is an important provider of ecosystem services. Yet this natural resource is being...
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