Open research questions in Soil and Land Suitability Analysis
176 gap statements mined from Soil and Land Suitability Analysis papers in our 7.9M-paper local library, which holds 599 papers on the topic — drawn mostly from each paper's own stated research gap, future-work, challenge and limitation notes, and its abstract. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one.
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What the literature leaves open
There is a gap in understanding the relationship between soil fertility and rice suitability. The paper identifies a need to integrate soil, hydrological, and terrain controls in land evaluation. The study highlights the limitations of prior work in addressing the complexity of floodplain agroecosystems.
Remote sensing-driven soil fertility modelling and summer rice suitability mapping in a floodplain agroecosystem of Assam · 2026 · DOIThe study identifies the need for land-use strategies that harmonize environmental conservation with socio-economic development in the Himalayan region. There is a gap in identifying areas where agroforestry can be most effectively implemented in Himachal Pradesh.
Suitability analysis of agroforestry in Himachal Pradesh by using a multi-criteria GIS–AHP approach · 2026 · DOIIt highlights the need to address region-specific constraints and opportunities. The study identifies the importance of strengthening institutional support systems and promoting awareness among farmers.
Agroforestry in India: review of strategic models, suitability assessment and adoption across agro-ecological regions · 2026 · DOIThe lack of a hybrid approach combining expert knowledge and machine learning for agroforestry suitability assessment. The need for a spatially explicit framework for agroforestry planning and management zoning. The requirement for a more accurate and reliable method for identifying areas suitable for agroforestry.
Agroforestry suitability and management zoning in the northwestern Himalayas using hybrid expert and machine-learning approaches · 2026 · DOITo address this gap, future research could explore how geographically specific factors can be systematically integrated into regional policy planning. Importantly, the analysis relied primarily on static data, not because dynamic information was unavailable but because national-scale panel data remain limited; consequently, temporal changes could not be sufficiently reflected.
Decision Support for Peri-Urban Sustainability: An AHP–EWM Based Livability Vulnerability Assessment · 2025 · DOIThe study notes that previous studies have used different methodologies and variables to assess land suitability. The paper highlights the need to include soil organic carbon as a critical component for soil fertility in land suitability assessments.
The substantial spatial variability in plant available P across fields is not accurately revealed by current methods. There is a need for emerging sensing, data fusion, and spatial predictive modeling approaches.
Implementation of Proximal and Remote Soil Sensing, Data Fusion and Machine Learning to Improve Phosphorus Spatial Prediction for Farms in Ontario, Canada · 2024 · DOIThis study does not account for these circumstances. Additionally, the study suggests conducting additional research on this subject, which might include perceptible water vapor and atmospheric dust.
A GIS-Based Entropy–AHP Hybrid Framework for Site Suitability Assessment of Radio Astronomy Observatories in Southern Jordan · 2026 · DOIThe present study is limited to region-level historical data and restricted to the spatial coverage of eight selected regions of Central Karnataka.
A Hybrid Spatiotemporal Learning for the Regional Agroclimatic Mapping and Genotypic Resilience Analysis: A Case Study of Areca Nut Yield in Central Karnataka · 2026 · DOIThis specific methodology proves to be particularly useful for the Greek context, where the application of similar methodologies is lacking, especially in spatial and development planning.
Landscape Character Assessment for Sustainable Rural Development in Border Insular Areas: A Case Study of Ano Mirabello, Crete · 2025 · DOINonetheless, several limitations remain: the model does not account for varietal differences, management practices, or irrigation conditions, and future socio-economic policies and market feedback may also influence suitability projections.
Impacts of Future Climate and Farmland Changes on the Potential Cultivation Suitability of Apricot in China · 2025 · DOIFuture research should explore the integration of socio-economic and demographic factors, such as population density, income levels, and environmental justice metrics, to better align afforestation efforts with community needs.
These choices could help mitigate one of the key limitations identified in the evaluated methods—slow rendering performance.
Exploring Unconventional 3D Geovisualization Methods for Land Suitability Assessment: A Case Study of Jihlava City · 2025 · DOIConversely, unsuitable cropland conditions or limited cropland area, lack of spare time, as well as low income expectations and high risk expectations, are the reasons why high part-time farmers rarely choose NGPC.
Influencing mechanism of farmers’ willingness to non-grain production of cropland based on SOR-MOA integration model · 2026 · DOIThe study does not provide a comprehensive evaluation of the effectiveness of ex-situ conservation. The study is limited to Uganda and may not be generalizable to other regions.
Land Suitability Mapping of the Most Illegally Harvested Plant Species using a GIS-based Model in Uganda · 2026 · DOIThere is a lack of effective decision-support tools for conservation planning in Uganda. There is a need to identify suitable habitats outside protected areas for ex-situ conservation.
Land Suitability Mapping of the Most Illegally Harvested Plant Species using a GIS-based Model in Uganda · 2026 · DOIReliable high-resolution digital elevation model (DEM) data were limited for the study area. Parameters like aspect, altitude, and remotely sensed vegetation indices could further refine erosion hazard estimation.
Development of erosion hazard index-based land suitability criteria for sustainable agriculture in the Nilgiris hills of India · 2026 · DOIThe research was not limited to the properties of the leaf tissues but also to their eventual changes in their functions; that is, the physiological parameters linked to gas exchanges were evaluated; therefore, the effect of oil accumulation in the fruit and its extra virgin oil quality could not be overlooked.
Olive Plant Treated with Different Geo-Material Foliar Film (Zeolite and Kaolin Based): Leaf Characteristics and Oil Quality · 2025 · DOITopography is less well studied in relation to agricultural land suitability. Most agricultural land suitability research focuses on climate and soil features, neglecting topography.
Evaluating the Topographic Factors for Land Suitability Mapping of Specialty Crops in Southern Ontario · 2024 · DOIThis model effectively balances the objectivity of expert judgment and data-driven methods, and is a universal approach that is not limited to a specific region.
An Integrated AHP–Entropy Weight Approach for Urban Construction Land Suitability Evaluation in Zhengzhou, China · 2026 · DOIThe accuracy of geographic evaluation is decreased by the fact that much earlier research relied on sparse data or distinct analytical approaches.
A GIS-Based Entropy–AHP Hybrid Framework for Site Suitability Assessment of Radio Astronomy Observatories in Southern Jordan · 2026 · DOIMulticollinearity among variables - Need for variable selection to reduce multicollinearity - Challenge of predicting habitat suitability under future climate…
The extent of suitable areas for silvopastoral systems in India is projected to increase under future climate scenarios · 2026 · DOIInvestigation of alternative weighting schemes in the hybrid modelling framework, - Application of the hybrid modelling framework to other regions, - Further research on the impact of AFS on ecosystem…
Agroforestry suitability and management zoning in the northwestern Himalayas using hybrid expert and machine-learning approaches · 2026 · DOIFuture studies should address these limitations by incorporating fine-scale agro-cli-matic data and crop-specific thresholds to enhance the accuracy of land…
Optimal Land Selection for Agricultural Purposes Using Hybrid Geographic Information System–Fuzzy Analytic Hierarchy Process–Geostatistical Approach in Attur Taluk, India: Synergies and Trade-Offs Among Sustainable Development Goals · 2025 · DOIIncluding more topographic features in future modelling scenarios - Exploring the relationship between topography and other types of crops - Applying the findings to other…
Evaluating the Topographic Factors for Land Suitability Mapping of Specialty Crops in Southern Ontario · 2024 · DOI
Most-cited papers in Soil and Land Suitability Analysis
- Regional Scale wind farm and solar farm suitability assessment using GIS-assisted multi-criteria evaluation · Landscape and Urban Planning · 2015 · 348 citations
- Comparison of Fuzzy-AHP and AHP in a spatial multi-criteria decision making model for urban land-use planning · Computers Environment and Urban Systems · 2014 · 346 citations
- Comparison of methods for land-use classification incorporating remote sensing and GIS inputs · Applied Geography · 2010 · 262 citations
- Methods for Generating Land Suitability Maps: A Comparative Evaluation · Journal of the American Institute of Planners · 1977 · 237 citations
- Expert systems and GIS: an application of land suitability evaluation · Computers Environment and Urban Systems · 2002 · 198 citations
- Assessing potential land suitable for surface irrigation using groundwater in Ethiopia · Applied Geography · 2017 · 163 citations
- Aesthetic quality of agricultural landscape elements in different seasonal stages in Switzerland · Landscape and Urban Planning · 2014 · 161 citations
- Dual use of agricultural land: Introducing ‘agrivoltaics’ in Phoenix Metropolitan Statistical Area, USA · Landscape and Urban Planning · 2017 · 157 citations
- GIS-based multi-criteria evaluation to identify potential sites for soil and water conservation techniques in the Ronquillo watershed, northern Peru · Applied Geography · 2014 · 142 citations
- Land Quality, Irrigation Development, and Cropping Patterns in the Northern High Plains · American Journal of Agricultural Economics · 1989 · 117 citations
Most recent work
- Bridging expert knowledge and machine intelligence: a hybrid spatial indicator framework for ecotourism suitability · Ecological Indicators · 2026
- Sustainable land management for food security: a geospatial analysis of desertification sensitivity and agricultural productivity in arid regions · Frontiers in Sustainable Food Systems · 2026
- Comparative assessment of desertification sensitivity in West Africa using standard and FAHP-modified MEDALUS approach. · Ecological Indicators · 2026
- An explainable machine learning framework for sustainable land-use planning: A case study of poplar farming suitability · Environmental Impact Assessment Review · 2026
- Spatiotemporal dynamics and suitability of greenhouse agriculture in China: A GEE-based analysis for sustainable land use planning in Henan Province · Land Use Policy · 2026
- Exploratory bibliometrics: The scientometric analysis and visualization of land suitability · Land Use Policy · 2026
- Assessment of current and future spatial suitability of market-demanded old and new common bean varieties in Tanzania · Frontiers in Agronomy · 2026
- An integrated picture fuzzy entropy–MAIRCA–TOPSIS framework for sustainable soil suitability evaluation · International Journal of Applied Earth Observation and Geoinformation · 2026
- Novel Hybrid Machine Learning Framework for Agroecological Zoning in a Tropical Data-Scarce Region: Case Study of the South-Kivu, Eastern D.R. Congo · Earth Systems and Environment · 2026
- From prediction to action: Using observable spatial constraints to redefine land capability for drought adaptation in arid regions · Journal of Arid Environments · 2026
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