Listed below are known citations to the NASA Socioeconomic Data and Applications Center (SEDAC) Global Roads Open Access Data Set (gROADS) data collection. The data collection, and specific data set (if known), being cited are beneath each citation. Citations to multiple collections/sets are listed on separate lines. If a publication cites remotely sensed earth observation data, whether from NASA or another source, those instruments and/or platforms are listed as well.
List last updated on 3 October 2023.

Abdul Rahaman, S., & Venkatesh, R. (2020). Application of remote sensing and Google Earth Engine for monitoring environmental degradation in the Nilgiri Biosphere Reserv and its ecosystem of Western Ghats, India. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLIII-B3-2020, 933-940. doi:10.5194/isprs-archives-XLIII-B3-2020-933-2020
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (Landsat)

Adame, M. F., Connolly, R. M., Turschwell, M. P., Lovelock, C. E., Fatoyinbo, T., Lagomasino, D., . . . Brown, C. J. (2021). Future carbon emissions from global mangrove forest loss. Global Change Biology, 27(12), 2856-2866. doi:10.1111/gcb.15571
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)

Akinyemi, F. O., & Ifejika Speranza, C. (2022). Agricultural landscape change impact on the quality of land: An African continent-wide assessment in gained and displaced agricultural lands. International Journal of Applied Earth Observation and Geoinformation, 106, 102644. doi:10.1016/j.jag.2021.102644
Gridded Population of the World (GPW) v4.11 (population density) - 10.7927/H49C6VHW
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (settlement points) - 10.7927/H4M906KR
NASA REMOTE SENSING (MODIS)

Alegre, V. B., Rio-Maior, H., de Faria Oshima, J. E., Niebuhr, B. B., Morato, R., & Ribeiro, M. C. (2023). The effect of anthropogenic features on the habitat selection of a large carnivore is conditional on sex and the circadian period, suggesting a landscape of coexistence. Journal for Nature Conservation, 73, 126412. doi:10.1016/j.jnc.2023.126412
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Amratia, P., Psychas, P., Abuaku, B., Ahorlu, C., Millar, J., Oppong, S., . . . Valle, D. (2019). Characterizing local-scale heterogeneity of malaria risk: A case study in Bunkpurugu-Yunyoo district in northern Ghana. Malaria Journal, 18(1), 81. doi:10.1186/s12936-019-2703-4
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)
REMOTE SENSING (DMSP-OLS)

Andrade-Núñez, M. J., & Aide, T. M. (2020). The socio-economic and environmental variables associated with hotspots of infrastructure expansion in South America. Remote Sensing, 12(1), 116. doi:10.3390/rs12010116
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Andrasi, B., Jaeger, J. A. G., Heinicke, S., Metcalfe, K., & Hockings, K. J. (2021). Quantifying the road-effect zone for a critically endangered primate. Conservation Letters, 14(6), 312839. doi:10.1111/conl.12839
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Armenteras, D., Barreto, J. S., Tabor, K., Molowny, R., & Retana, J. (2017). Changing patterns of fire occurrence in proximity to forest edges, roads and rivers between NW Amazonian countries. Biogeosciences, 14, 2755-2765. doi:10.5194/bg-14-2755-2017
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS Active Fires)
REMOTE SENSING (ALOS PALSAR)

Arowolo, A. O., & Deng, X. (2018). Land use/land cover change and statistical modelling of cultivated land change drivers in Nigeria. Regional Environmental Change, 18(1), 247-259. doi:10.1007/s10113-017-1186-5
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)

Baptista, I., Irvine, B., Fleskens, L., Geissen, V., & Ritsema, C. (2016). Assessing the biophysical impact and financial viability of soil management technologies under variable climate in Cabo Verde drylands: the PESERA-DESMICE approach. Land Degradation & Development, 27(7), 1679-1690. doi:10.1002/ldr.2552
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Barrington-Leigh, C., & Millard-Ball, A. (2017). The world’s user-generated road map is more than 80% complete. PLoS ONE, 12(8), e0180698. doi:10.1371/journal.pone.0180698
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Bartonova, A., Konvicka, M., Korb, S., Kramp, K., Schmitt, T., & Faltynek Fric, Z. (2018). Range dynamics of Palaearctic steppe species under glacial cycles:  The phylogeography of Proterebia afra (Lepidoptera: Nymphalidae: Satyrinae). Biological Journal of the Linnean Society, 125(4), 867-884. doi:10.1093/biolinnean/bly136
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Baruch-Mordo, S., Kiesecker, J., Kennedy, C. M., Oakleaf, J. R., & Opperman, J. J. (2019). From Paris to practice: Sustainable implementation of renewable energy goals. Environmental Research Letters, 14(2), 024013. doi:10.1088/1748-9326/aaf6e0
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Beaudrot, L., Ahumada, J. A., O'Brien, T., Alvarez-Loayza, P., Boekee, K., Campos-Arceiz, A., . . . Andelman, S. J. (2016). Standardized assessment of biodiversity trends in tropical forest protected areas: The end is not in sight. PLoS Biology, 14(1), e1002357. doi:10.1371/journal.pbio.1002357
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Beazley, R. E., & Lassoie, J. P. (2017). A Global Review of Road Development. In Himalayan Mobilities: An Exploration of the Impact of Expanding Rural Road Networks on Social and Ecological Systems in the Nepalese Himalaya (pp. 3-28). Cham: Springer International Publishing.
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

BenYishay, A., Heuser, S., Runfola, D., & Trichler, R. (2016). Indigenous Land Rights and Deforestation: Evidence from the Brazilian Amazon. Retrieved from Williamsburg VA: http://aiddata.org/sites/default/files/wps22_indigenous_land_rights_and_deforestation.pdf
Gridded Population of the World (GPW) v3 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)

BenYishay, A., Heuser, S., Runfola, D., & Trichler, R. (2017). Indigenous land rights and deforestation: Evidence from the Brazilian Amazon. Journal of Environmental Economics and Management, 86, 29-47. doi:10.1016/j.jeem.2017.07.008
Gridded Population of the World (GPW) v3 (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 
NASA REMOTE SENSING (MODIS)
NASA REMOTE SENSING (SRTM)

Bhatt, C. M., & Karnatak, H. C. (2019). Geoweb services and open online data repositories for North West Himalayas studies including disaster monitoring and mitigation. In R. R. Navalgund, A. S. Kumar, & S. Nandy (Eds.), Remote Sensing of Northwest Himalayan Ecosystems (pp. 501-536). Singapore: Springer Singapore.
Global Agricultural Lands (collection)
Anthropogenic Biomes of the World (collection)
Gridded Population of the World (GPW) v4 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (collection)
Human Appropriation of Net Primary Productivity (HANPP) (collection)
Natural Disaster Hotspots (collection)
Last of the Wild v2 (collection)
NASA EOSDIS (Earthdata website)
NASA REMOTE SENSING (ASTER GDEM)
NASA REMOTE SENSING (FIRMS)
NASA REMOTE SENSING (ISCCP)
NASA REMOTE SENSING (MODIS Land cover)

Bhunia, G. S., & Shit, P. K. (2019). Spatial Database for Public Health and Cartographic Visualization. In G. S. Bhunia & P. K. Shit (Eds.), Geospatial Analysis of Public Health (pp. 29-57). Cham: Springer International Publishing.
Global Agricultural Lands (collection)
Gridded Population of the World (GPW) v4 (collection)
Global Reservoir and Dam (GRanD) v1.01 (dams)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (ASTER GDEM)

Bird Reddiar, I., & Osti, M. (2022). Quantifying transportation infrastructure pressure on Southeast Asian World Heritage forests. Biological Conservation, 270, 109564. doi:10.1016/j.biocon.2022.109564
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Bizhanova, N., Steiner, M., Rametov, N., Grachev, A., Grachev, Y., Bespalov, M., . . . Sah, S. A. M. (2022). The elusive Turkestan Lynx at the northwestern edge of geographic range: Current suitable habitats and distribution forecast in the climate change. Sustainability, 14(15), 9491. doi:10.3390/su14159491
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Last of the Wild v2 Global Human Influence Index (Geographic)
NASA REMOTE SENSING (MODIS)

Boke-Olén, N., Abdi, A. M., Hall, O., & Lehsten, V. (2017). High-resolution African population projections from radiative forcing and socio-economic models, 2000 to 2100. Scientific Data, 4(160130). doi:10.1038/sdata.2016.130
Gridded Population of the World (GPW) v1
Gridded Population of the World (GPW) v4 (Doxsey-Whitfield et al. paper)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 
Global Rural-Urban Mapping Project (GRUMP) v1 (National Administrative Boundaries)

Brass, J. N., Schon, J., Baldwin, E., & MacLean, L. M. (2020). Spatial analysis of bureaucrats’ attempts to resist political capture in a developing democracy: The distribution of solar panels in Ghana. Political Geography, 76, 102087. doi:10.1016/j.polgeo.2019.102087
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Brito, J. C., Sow, A. S., Vale, C. G., Pizzigalli, C., Hamidou, D., Gonçalves, D. V., . . . Álvares, F. (2022). Diversity, distribution and conservation of land mammals in Mauritania, North-West Africa. PLoS ONE, 17(8), e0269870. doi:10.1371/journal.pone.0269870
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)

Bunte, J. B., Desai, H., Gbala, K., Parks, B. C., & Runfola, D. M. (2017). Natural Resource Sector FDI and Growth in Post Conflict Settings: Subnational Evidence from Liberia. Retrieved from Williamsburg VA: http://aiddata.org/natural-resource-sector-fdi-and-growth-in-post-conflict-settings-evidence-from-liberia
Gridded Population of the World (GPW) v4 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (DMSP-OLS)

Bunte, J. B., Desai, H., Gbala, K. B., Parks, B. C., & Runfola, D. (2018). Natural Resource Sector FDI, Government Policy, and Economic Growth: Quasi-experimental Evidence from Liberia. Retrieved from London: https://www.theigc.org/wp-content/uploads/2018/04/Natural-Resource-Sector-FDI-cover.pdf
Gridded Population of the World (GPW) v4 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Busch, J., & Engelmann, J. (2014). The Future of Forests: Emissions from Tropical Deforestation with and without a Carbon Price, 2016–2050. Retrieved from http://www.cgdev.org/publication/future-forests-emissions-tropical-deforestation-carbon-price
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Butsic, V., Munteanu, C., Griffiths, P., Knorn, J., Radeloff, V. C., Lieskovský, J., . . . Kuemmerle, T. (2017). The effect of protected areas on forest disturbance in the Carpathian Mountains from 1985 to 2010. Conservation Biology, 31(3), 570-580. doi:10.1111/cobi.12835
Gridded Population of the World (GPW) v3 (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Butynski, M., Williams, S., Neelakantan, A., Parashar, S., Stonecipher, G., & DiCarlo, J. (2023). FOCUS-BRI Country Report: Kenya. Retrieved from Bozeman, MT: https://largelandscapes.org/wp-content/uploads/Kenya-FOCUS-BRI.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Calabrese, L., Gelb, S., & Hou, J. (2017). What Drives Chinese Outward Manufacturing Investment?  A Review of Enabling Factors in Africa and Asia. Retrieved from London: https://www.odi.org/publications/10964-what-drives-chinese-outward-manufacturing-investment-review-enabling-factors-africa-and-asia
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Capitani, C., Mukama, K., Mbilinyi, B., Malugu, I. O., Munishi, P. K. T., Burgess, N. D., . . . Marchant, R. (2016). From local scenarios to national maps: a participatory framework for envisioning the future of Tanzania. Ecology and Society, 21(3), 4. doi:10.5751/ES-08565-210304
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Carmichael, M. J., Bernhardt, E. S., Bräuer, S. L., & Smith, W. K. (2014). The role of vegetation in methane flux to the atmosphere: should vegetation be included as a distinct category in the global methane budget? Biogeochemistry, 119(1-3), 1-24. doi:10.1007/s10533-014-9974-1
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Carrão, H., Naumann, G., & Barbosa, P. (2016). Mapping global patterns of drought risk: An empirical framework based on sub-national estimates of hazard, exposure and vulnerability. Global Environmental Change, 39, 108-124. doi:10.1016/j.gloenvcha.2016.04.012
Global Agricultural Lands (Cropland)
Gridded Population of the World (GPW) v4 beta (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Chamberlain, D. E., Henry, D. A. W., Reynolds, C., Caprio, E., & Amar, A. (2019). The relationship between wealth and biodiversity: A test of the Luxury Effect on bird species richness in the developing world. Global Change Biology, 25(9), 3045-3055. doi:10.1111/gcb.14682
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Chauvier, Y., Thuiller, W., Brun, P., Lavergne, S., Descombes, P., Karger, D. N., . . . Zimmermann, N. E. (2021). Influence of climate, soil, and land cover on plant species distribution in the European Alps. Ecological Monographs, 91(2), e01433. doi:10.1002/ecm.1433
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Chen, C. l., Chen, X., Qian, J., Hu, Z., Liu, J., Xing, X., . . . Wei, S. (2021). Spatiotemporal changes, trade-offs, and synergistic relationships in ecosystem services provided by the Aral Sea Basin. PeerJ, 9, e12623. doi:10.7717/peerj.12623
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)

Chen, G., Li, X., & Liu, X. (2022). Global land projection based on plant functional types with a 1-km resolution under socio-climatic scenarios. Scientific Data, 9(1), 125. doi:10.1038/s41597-022-01208-6
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Last of the Wild v2 Global Human Influence Index (Geographic) - 10.7927/H4BP00QC

Chen, Y., Guo, F., Wang, J., Cai, W., Wang, C., & Wang, K. (2020). Provincial and gridded population projection for China under shared socioeconomic pathways from 2010 to 2100. Scientific Data, 7(1), 83. doi:10.1038/s41597-020-0421-y
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Cheng, Y., Wu, H., & Yang, B. (2023). Conserving habitat and ecosystem in protected areas amid increasing intensive human modification: A case study of China’s Pan-Pearl River Delta. Ecological Indicators, 154, 110799. doi:10.1016/j.ecolind.2023.110799
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Last of the Wild v3 (Human Footprint, 2018 Release (2009))
Land Use and Land Cover (LULC) (Global Human Modification of Terrestrial Systems, v1)
REMOTE SENSING (DMSP-OLS)
REMOTE SENSING (VIIRS NTL)

Cil, D., Fjelde, H., Hultman, L., & Nilsson, D. (2020). Mapping blue helmets: Introducing the Geocoded Peacekeeping Operations (Geo-PKO) dataset. Journal of Peace Research, 57(2), 360-370. doi:10.1177/0022343319871978
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Coffin, A. W., Ouren, D. S., Bettez, N. D., Borda-de-Água, L., Daniels, A. E., Grilo, C., . . . Rauschert, E. S. J. (2021). The ecology of rural roads: Effects, management, and research. Retrieved from https://www.esa.org/wp-content/uploads/2021/06/IIE_24-Rural-Roads.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Collinson, W., Davies-Mostert, H., Roxburgh, L., & van der Ree, R. (2019). Status of road ecology research in Africa: Do we understand the impacts of roads, and how to successfully mitigate them? Frontiers in Ecology and Evolution, 7(479). doi:10.3389/fevo.2019.00479
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Coombs, M., Li, Y., Ronaess Melleby, P., Normand, A., Postle-Floyd, H., & Stapel, G. (2015). East Africa Operations Expansion:  Collaborative Environmental Systems Project. Retrieved from London: http://www.cege.ucl.ac.uk/cesp/Pages/Projects/africa-solar-systems.aspx
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Creutzig, F., Lohrey, S., Bai, X., Baklanov, A., Dawson, R., Dhakal, S., . . . Walsh, B. (2019). Upscaling urban data science for global climate solutions. Global Sustainability, 2, e2. doi:10.1017/sus.2018.16
Global Rural-Urban Mapping Project (GRUMP) v1.01 (urban extent) - 10.7927/H4Z31WKF
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Satellite-Derived Environmental Indicators (Global Urban Heat Island (UHI) Data Set, v1)- 10.7927/H4H70CRF
NASA REMOTE SENSING (OCO)

Creutzig, F., Lohrey, S., Bai, X., Dawson, R., Dhakal, S., Lamb, W., . . . Walsh, B. (2018). Upscaling urban data science for global climate solutions. Paper presented at the CitiesIPCC Cities and Climate Change Science Conference, Edmonton. https://citiesipcc.org/wp-content/uploads/2018/03/Upscaling-urban-data-science-for-global-climate-solutions-v28_clean.pdf
Global Rural-Urban Mapping Project (GRUMP) v1.01 (urban extent) - 10.7927/H4Z31WKF
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Satellite-Derived Environmental Indicators (Global Urban Heat Island (UHI) Data Set, v1)- 10.7927/H4H70CRF
NASA REMOTE SENSING (OCO)

Croicu, M., & Kreutz, J. (2017). Communication technology and reports on political violence: Cross-national evidence using African events data. Political Research Quarterly, 70(1), 19-31. doi:10.1177/1065912916670272
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Crooks, K. R., Burdett, C. L., Theobald, D. M., King, S. R. B., Di Marco, M., Rondinini, C., & Boitani, L. (2017). Quantification of habitat fragmentation reveals extinction risk in terrestrial mammals. Proceedings of the National Academy of Sciences, 114(29), 7635-7640. doi:10.1073/pnas.1705769114
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (VIIRS NTL)

Czepkiewicz, M., Klaas, V., & Heinonen, J. (2020). Compensation or cosmopolitan attitudes: Explaining leisure travel of Nordic urbanites. Travel Behaviour and Society, 21, 167-187. doi:10.1016/j.tbs.2020.06.002
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Czepkiewicz, M., Ottelin, J., Ala-Mantila, S., Heinonen, J., Hasanzadeh, K., & Kyttä, M. (2018). Urban structural and socioeconomic effects on local, national and international travel patterns and greenhouse gas emissions of young adults. Journal of Transport Geography, 68, 130-141. doi:10.1016/j.jtrangeo.2018.02.008
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Daberger, M., Kuemmerle, T., Khaleghi Hamidi, A., Khalatbari, L., Abolghasemi, H., Mirzadeh, H. R., & Ghoddousi, A. (2022). Prioritizing livestock grazing right buyouts to safeguard Asiatic cheetahs from extinction. Conservation Science and Practice, 4(12), e12832. doi:10.1111/csp2.12832
Gridded Population of the World (GPW) v4.11 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Dang, Y., He, H., Zhao, D., Sunde, M., & Du, H. (2020). Quantifying the relative importance of climate change and human activities on selected wetland ecosystems in China. Sustainability, 12(3), 912. doi:10.3390/su12030912
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Darko, C., Occhiali, G., & Vanino, E. (2021). The Chinese are here: Import penetration and firm productivity in Sub-Saharan Africa. The Journal of Development Studies, 57(12), 2112-2135. doi:10.1080/00220388.2021.1956468
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Das, P., Kanudia, A., Bhakar, R., & Mathur, J. (2022). Intra-regional renewable energy resource variability in long-term energy system planning. Energy, 245, 123302. doi:10.1016/j.energy.2022.123302
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Day, J., Ashfield, S., Brown, D., Gale, P., Heeley, L., Snary, E., . . . Jones, G. (2021). Copernicus User Uptake (CUU): Applying Earth Observation (EO) to horizon scanning for Emerging Infectious Diseases (EIDs). Retrieved from Peterborough, UK: https://hub.jncc.gov.uk/assets/9efd4ce0-b7a9-4ad2-b7ed-f0e7646927b3
Global Agricultural Lands (collection)
Gridded Population of the World (GPW) v4 (collection)
Global Rural-Urban Mapping Project (GRUMP) v1 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Human Appropriation of Net Primary Productivity (HANPP) (collection)
Last of the Wild v3 (Human Footprint, 2018 Release (1993)) - 10.7927/H4H9938Z
Last of the Wild v3 (Human Footprint, 2018 Release (2009)) - 10.7927/H46T0JQ4
NASA REMOTE SENSING (ASTER)
NASA REMOTE SENSING (GRACE)
NASA REMOTE SENSING (MODIS)
NASA REMOTE SENSING (SMAP)
NASA REMOTE SENSING (VIIRS DNB)
REMOTE SENSING (DMSP-OLS)
REMOTE SENSING (Landsat)

De Lotto, R., Pietra, C., & Venco, E. M. (2019). Open source data and tools for disaster risk management: Definition of urban exposure index. Paper presented at the Pedestrians, Urban Spaces and Health: Proceedings of the XXIV International Conference on Living and Walking in Cities (LWC, September 12-13, 2019, Brescia, Italy), Brescia, Italy.
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

De Palma, A., Kuhlmann, M., Bugter, R., Ferrier, S., Hoskins, A. J., Potts, S. G., . . . Purvis, A. (2017). Dimensions of biodiversity loss: Spatial mismatch in land-use impacts on species, functional and phylogenetic diversity of European bees. Diversity and Distributions, 23(12), 1435-1446. doi:10.1111/ddi.12638
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (population density) - 10.7927/H4R20Z93
NASA REMOTE SENSING (MODIS)

Demaya, G. S., Benansio, J. S., Petrozzi, F., Di Vittorio, M., Dendi, D., Fa, J. E., & Luiselli, L. (2020). Habitat use and spatial niche overlap of sympatric savannah tortoises at multiple spatial scales in South Sudan. Journal of Arid Environments, 183, 104287. doi:10.1016/j.jaridenv.2020.104287
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Deshmukh, R., Wu, G., & Phadke, A. (2017). Renewable Energy Zones for Balancing Siting Trade-offs in India:  Multi-criteria Analysis for Planning Renewable Energy (MapRE). Retrieved from Berkeley, CA: http://mapre.lbl.gov/download/1025/
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)

DiCarlo, J., Williams, S., Parashar, S., Stonecipher, G., & Neelakantan, A. (2023). FOCUS-BRI Country Report: Laos. Retrieved from Bozeman, MT: https://largelandscapes.org/wp-content/uploads/Laos-FOCUS-BRI.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Dolan, C. B., & McDade, K. K. (2020). Pulling the purse strings: Are there sectoral differences in political preferencing of Chinese aid to Africa? PLoS ONE, 15(4), e0232126. doi:10.1371/journal.pone.0232126
Gridded Population of the World (GPW) v4 (population count UN WPP-adjusted)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Dreher, A., Fuchs, A., Hodler, R., Parks, B. C., Raschky, P. A., & Tierney, M. J. (2014). Aid on Demand: African Leaders and the Geography of China’s Foreign Assistance. Retrieved from Williamsburg VA: http://aiddata.org/sites/default/files/wps3_aid_on_demand_african_leaders_and_the_geography_of_chinas_foreign_assistance.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1
REMOTE SENSING (DMSP-OLS)

Dreher, A., Fuchs, A., Hodler, R., Parks, B. C., Raschky, P. A., & Tierney, M. J. (2019). African leaders and the geography of China's foreign assistance. Journal of Development Economics, 140, 44-71. doi:10.1016/j.jdeveco.2019.04.003
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Driscoll, D. A., Bland, L. M., Bryan, B. A., Newsome, T. M., Nicholson, E., Ritchie, E. G., & Doherty, T. S. (2018). A biodiversity-crisis hierarchy to evaluate and refine conservation indicators. Nature Ecology & Evolution, 2, 775-781. doi:10.1038/s41559-018-0504-8
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Dubois, G., Basti, L., Bertzky, B., Mandrici, A., Conti, M., Saura, S., . . . Graziano, M. (2016). Integrating multiple spatial datasets to assess protected areas: Lessons learnt from the Digital Observatory for Protected Area (DOPA). ISPRS International Journal of Geo-Information, 5(12), 19 pp. doi:10.3390/ijgi5120242
Gridded Population of the World (GPW) v3 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 

Dubois, G., Bastin, L., Martínez-López, J., Cottam, A., Temperley, W., Bertzky, B., & Graziano, M. (2015). The Digital Observatory for Protected Areas (DOPA) Explorer 1.0. Retrieved from Luxembourg: https://doi.org/10.2788/436594
Gridded Population of the World (GPW) v3 (population count)
Gridded Population of the World (GPW) v3 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Dwomoh, F., & Wimberly, M. (2017). Fire regimes and their drivers in the Upper Guinean region of West Africa. Remote Sensing, 9(11), 19pp. doi:10.3390/rs9111117
Gridded Population of the World (GPW) v4 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)
NASA REMOTE SENSING (TRMM)

Echeverri, A., Smith, J. R., MacArthur-Waltz, D., Lauck, K. S., Anderson, C. B., Vargas, R. M., . . . Daily, G. C. (2022). Biodiversity and infrastructure interact to drive tourism to and within Costa Rica. Proceedings of the National Academy of Sciences, 119(11), e2107662119. doi:10.1073/pnas.2107662119
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)

Entwisle, B. (2021). Population responses to environmental change: looking back, looking forward. Population and Environment, 42, 431-444. doi:10.1007/s11111-021-00382-w
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Erbaugh, J. T. (2018). Forest Landscapes and Institutional Transition: Essays Examining Sociopolitical and Forest Cover Change in Indonesia. (Ph.D.). University of Michigan, Ann Arbor. Retrieved from http://hdl.handle.net/2027.42/147505 
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)
NASA REMOTE SENSING (TRMM)

Erbaugh, J. T. (2022). Impermanence and failure: The legacy of conservation-based payments in Sumatra, Indonesia. Environmental Research Letters, 17(5), 054015. doi:10.1088/1748-9326/ac6437
Gridded Population of the World (GPW) v4.11 (population count UN WPP-adjusted)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Fadelu, T., Nadella, P., Iyer, H. S., Uwikindi, F., Cyprien, S., Manirakiza, A., . . . Shulman, L. N. (2022). Toward equitable access to tertiary cancer care in Rwanda: A geospatial analysis. JCO Global Oncology, 8, e2100395. doi:10.1200/go.21.00395
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)

Falchetta, G., Stevanato, N., Moner-Girona, M., Mazzoni, D., Colombo, E., & Hafner, M. (2021). The M-LED platform: advancing electricity demand assessment for communities living in energy poverty. Environmental Research Letters, 16(7), 074038. doi:10.1088/1748-9326/ac0cab
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Falchetta, G., Stevenato, N., Moner-Girona, M., Mazzoni, D., Colombo, E., & Hafner, M. (2020). M-LED: Multi-sectoral Latent Electricity Demand Assessment For Energy Access Planning. Retrieved from https://www.feem.it/en/publications/feem-working-papers-note-di-lavoro-series/m-led-multi-sectoral-latent-electricity-demand-assessment-for-energy-access-planning/
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Feng, D., Bao, W., Fu, M., Zhang, M., & Sun, Y. (2021). Current and future land use characters of a national central city in eco-fragile region—a case study in Xi’an City based on FLUS model. Land, 10(3), 286. doi:10.3390/land10030286
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)
REMOTE SENSING (Landsat)

Fisher-Phelps, M., Cao, G., Wilson, R. M., & Kingston, T. (2017). Protecting bias: Across time and ecology, open-source bat locality data are heavily biased by distance to protected area. Ecological Informatics, 40, 22-34. doi:10.1016/j.ecoinf.2017.05.003
Gridded Population of the World (GPW) v3 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)
REMOTE SENSING (DMSP-OLS)

Foster, M. (2021). Forest Conservation within Bounds: An Analysis of the Development and Impact of Protected Area Policies in Uganda. (Ph.D.). Yale University, New Haven, CT. Retrieved from https://elischolar.library.yale.edu/gsas_dissertations/47/ (47)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Frair, J. L., & Bastille-Rousseau, G. (2021). Data collection and quantitative considerations for studying pattern-process relationships on landscapes. In W. F. Porter, C. J. Parent, R. A. Stewart, & D. M. Williams (Eds.), Wildlife Management and Landscapes: Principles and Applications (pp. 114-136). Baltimore: Johns Hopkins University Press.
Gridded Population of the World (GPW) v4 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (many)

Furian, W., Loibl, D., & Schneider, C. (2021). Future glacial lakes in High Mountain Asia: an inventory and assessment of hazard potential from surrounding slopes. Journal of Glaciology, 64(264), 653-670. doi:10.1017/jog.2021.18
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)

Galang, A. C., Dong, S., Hanaoka, S., & Kanda, M. (2023). Evaluating future railway-induced urban growth of twelve cities using multiple SLEUTH models with open-source geospatial inputs. Sustainable Cities and Society, 91, 104442. doi:10.1016/j.scs.2023.104442
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Galway, L. P., Acharya, Y., & Jones, A. D. (2018). Deforestation and child diet diversity: A geospatial analysis of 15 Sub-Saharan African countries. Health & Place, 51, 78-88. doi:10.1016/j.healthplace.2018.03.002
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat 7)

Gao, C., Cheng, D., Iqbal, J., & Yao, S. (2023). Spatiotemporal change analysis and prediction of the Great Yellow River Region (GYRR) land cover and the relationship analysis with mountain hazards. Land, 12(2), 340. doi:10.3390/land12020340
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Garzon-Lopez, C. X., Bastin, L., Foody, G. M., & Rocchini, D. (2016). A virtual species set for robust and reproducible species distribution modelling tests. Data in Brief, 7, 476-479. doi:10.1016/j.dib.2016.02.058
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Geldmann, J., Coad, L., Barnes, M., Craigie, I. D., Hockings, M., Knights, K., . . . Burgess, N. D. (2015). Changes in protected area management effectiveness over time: A global analysis. Biological Conservation, 191, 692-699. doi:10.1016/j.biocon.2015.08.029
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (urban extent)

Geldmann, J., Joppa, L. N., & Burgess, N. D. (2014). Mapping change in human pressure globally on land and within protected areas. Conservation Biology, 28(6), 1604-1616. doi:10.1111/cobi.12332
Anthropogenic Biomes of the World v1
Gridded Population of the World (GPW) v3 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (collection)
Last of the Wild v1 (Global Human Footprint (Geographic))
REMOTE SENSING (DMSP-OLS)

Gomez-Barroso, D., Velasco, E., Varela, C., Leon, I., & Cano, R. (2017). Spread of Ebola virus disease based on the density of roads in West Africa. Geospatial Health, 12(2), 193-198. doi:10.4081/gh.2017.552
Gridded Population of the World (GPW) v3 (population count future estimates)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Goodman, S., BenYishay, A., Lv, Z., & Runfola, D. (2019). GeoQuery: Integrating HPC systems and public web-based geospatial data tools. Computers & Geosciences, 122, 103-112. doi:10.1016/j.cageo.2018.10.009
Gridded Population of the World (GPW) v3 (population count) - 10.​7927/​H4639MPP
Gridded Population of the World (GPW) v4.10 (population count) - 10.7927/H4PG1PPM
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS land cover)
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (DMSP-OLS)

Gosal, A. S., Giannichi, M. L., Beckmann, M., Comber, A., Massenberg, J. R., Palliwoda, J., . . . Ziv, G. (2021). Do drivers of nature visitation vary spatially? The importance of context for understanding visitation of nature areas in Europe and North America. Science of The Total Environment, 776, 145190. doi:10.1016/j.scitotenv.2021.145190
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Last of the Wild v2 (Global Human Footprint (Geographic))

Grainger, M. J., Garson, P. J., Browne, S. J., McGowan, P. J. K., & Savini, T. (2018). Conservation status of Phasianidae in Southeast Asia. Biological Conservation, 220, 60-66. doi:10.1016/j.biocon.2018.02.005
Gridded Population of the World (GPW) v3 (population count future estimates) - 10.7927/H42B8VZZ
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Grêt-Regamey, A., & Weibel, B. (2020). Global assessment of mountain ecosystem services using earth observation data. Ecosystem Services, 46, 101213. doi:10.1016/j.ecoser.2020.101213
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (GIMMS)

Guariso, A., & Rogall, T. (2017). Rainfall Inequality, Political Power, and Ethnic Conflict in Africa. Retrieved from Leuven, Belgium: http://feb.kuleuven.be/drc/licos/publications/dp/dp-391
Gridded Population of the World (GPW) v3 (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Guler, D., Charisoulis, G., Buttenfield, B. P., & Yomralioglu, T. (2021). Suitability modeling and sensitivity analysis for biomass energy facilities in Turkey. Clean Technologies and Environmental Policy, 23, 2183-2199. doi:10.1007/s10098-021-02126-8
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Habrich, A. K., Lawrence, E. R., & Fraser, D. J. (2021). Varying genetic imprints of road networks and human density in North American mammal populations. Evolutionary Applications, 14(6), 1659-1672. doi:10.1111/eva.13232
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Hagen-Zanker, J., Mallett, R., & Ghimire, A. (2015). How Does Nepal’s Child Grant Work for Dalit children and Their Families? Retrieved from London: http://www.odi.org/publications/9851-nepal-dalit-child-grant-hagen-zanker
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Han, B., Jin, X., Sun, R., Li, H., Liang, X., & Zhou, Y. (2023). Understanding land-use sustainability with a systematical framework: An evaluation case of China. Land Use Policy, 132, 106767. doi:10.1016/j.landusepol.2023.106767
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Satellite-Derived Environmental Indicators (Global (GL) Annual PM2.5 Grids from MODIS, MISR and SeaWiFS Aerosol Optical Depth (AOD), v4.03)
NASA REMOTE SENSING (MODIS - MOD17A3)
REMOTE SENSING (DMSP-OLS)

Hannah, C., Davies, J., Green, R., Zimmer, A., Anderson, P., Battersby, J., . . . Evans, T. P. (2022). Persistence of open-air markets in the food systems of Africa's secondary cities. Cities, 124, 103608. doi:10.1016/j.cities.2022.103608
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Hardesty, B. D., Roman, L., Leonard, G. H., Mallos, N., Pragnell-Raasch, H., Campbell, I., & Wilcox, C. (2021). Socioeconomics effects on global hotspots of common debris items on land and the seafloor. Global Environmental Change, 71, 102360. doi:10.1016/j.gloenvcha.2021.102360
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Harrucksteiner, A., Thakur, J., Franke, K., & Sensfuß, F. (2023). A geospatial assessment of the techno-economic wind and solar potential of Mongolia. Sustainable Energy Technologies and Assessments, 55, 102889. doi:10.1016/j.seta.2022.102889
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Helgeson, K. J. (2022). Geographic, Cultural, and Ecological Correlations with Indigenous Language Vitality in North America. (Ph.D.). University of Hawaiʻi at Mānoa, Mānoa, Hawaiʻi. Retrieved from https://hdl.handle.net/10125/103934 
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Hinz, R., Sulser, T. B., Huefner, R., Mason-D’Croz, D., Dunston, S., Nautiyal, S., . . . Schaldach, R. (2020). Agricultural development and land-use change in India: A scenario analysis of trade-offs between UN Sustainable Development Goals (SDGs). Earth's Future, 8(2), e2019EF001287. doi:10.1029/2019ef001287
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Holland, E. C., Witmer, F. D. W., & O’Loughlin, J. (2017). The decline and shifting geography of violence in Russia’s North Caucasus, 2010-2016. Eurasian Geography and Economics, 58(6), 613-641. doi:10.1080/15387216.2018.1438905
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Holloway, P. (2020). Aggregating the conceptualization of movement data better captures real world and simulated animal–environment relationships. International Journal of Geographical Information Science, 34(8), 1585-1606. doi:10.1080/13658816.2019.1618464
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS - MCD12Q1)

Holloway, P., & Miller, J. A. (2014). Uncertainty analysis of step-selection functions: The effect of model parameters on inferences about the relationship between animal movement and the environment. In M. Duckham, E. Pebesma, K. Stewart, & A. U. Frank (Eds.), Geographic Information Science (Vol. 8728, pp. 48-63): Springer International Publishing.
Global Agricultural Lands (Cropland)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)

Huang, Y., Huang, J.-L., Liao, T.-J., Liang, X., & Tian, H. (2018). Simulating urban expansion and its impact on functional connectivity in the Three Gorges Reservoir Area. Science of The Total Environment, 643, 1553-1561. doi:10.1016/j.scitotenv.2018.06.332
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 

Huang, Y., & Liao, T.-J. (2019). An integrating approach of cellular automata and ecological network to predict the impact of land use change on connectivity. Ecological Indicators, 98, 149-157. doi:10.1016/j.ecolind.2018.10.065
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 

Ibisch, P. L., Hoffmann, M. T., Kreft, S., Pe’er, G., Kati, V., Biber-Freudenberger, L., . . . Selva, N. (2016). A global map of roadless areas and their conservation status. Science, 354(6318), 1423-1427. doi:10.1126/science.aaf7166
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Ickler, C. (2014). Limits of Control:  Challenges to Spatiotemporal Analysis of Sub-State War. Retrieved from Berlin: http://www.sfb-governance.de/publikationen/working_papers/wp66/SFB-Governance-Working-Paper-66.pdf
Gridded Population of the World (GPW) v3 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Iyer, H. S., Flanigan, J., Wolf, N. G., Schroeder, L. F., Horton, S., Castro, M. C., & Rebbeck, T. R. (2020). Geospatial evaluation of trade-offs between equity in physical access to healthcare and health systems efficiency. BMJ Global Health, 5(10), e003493. doi:10.1136/bmjgh-2020-003493
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS - MCD12Q1)

Iyer, H. S., Wolf, N. G., Flanigan, J. S., Castro, M. C., Schroeder, L. F., Fleming, K., . . . Massambu, C. (2021). Evaluating urban–rural access to pathology and laboratory medicine services in Tanzania. Health Policy and Planning, 36(7), 1116-1128. doi:10.1093/heapol/czab078
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS)

Jardeleza, J. M., Gotangco, C. K., & Guzman, M. A. L. (2019). Simulating national-scale deforestation in the Philippines using land cover change models. Philippine Journal of Science, 148(4), 597-608. Retrieved from http://philjournalsci.dost.gov.ph/images/pdf/pjs_pdf/vol148no4/simulating_national_scale_deforestation_in_the_philippines_.pdf
Gridded Population of the World (GPW) v4 (population density) - 10.7927/H4NP22DQ
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS Vegetation Continuous Fields)
REMOTE SENSING (Landsat)

Jung, P. H., Thill, J.-C., & Galvis-Aponte, L. A. (2021). State Failure, Violence, and Trade: Dangerous Trade Routes in Colombia. Retrieved from Cartagna, Colombia: https://www.banrep.gov.co/en/state-failure-violence-and-trade-dangerous-trade-routes-colombia
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Kang, S., Realff, M. J., Yuan, Y., Chance, R., & Lee, J. H. (2022). Global evaluation of economics of microalgae-based biofuel supply chain using GIS-based framework. Korean Journal of Chemical Engineering, 39, 1524-1541. doi:10.1007/s11814-021-1053-4
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Kapitza, S., Golding, N., & Wintle, B. A. (2022). A fractional land use change model for ecological applications. Environmental Modelling & Software, 147, 105258. doi:10.1016/j.envsoft.2021.105258
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Keijzer, T., Schipper, A., Meijer, J., & Nijland, W. (2022). Detecting Roads from Space: Testing the Potential of Sentinel-1 SAR Imagery and Deep Learning for Automated Road Mapping. Retrieved from The Hague: https://www.pbl.nl/en/publications/detecting-roads-from-space
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Sentinel-1 SAR)

Keles, D., Pfaff, A., & Mascia, M. (2023). Does the selective erasure of protected areas raise deforestation in the Brazilian Amazon? Journal of the Association of Environmental and Resource Economists, 10(4), 1121-1147. doi:10.1086/723543
Gridded Population of the World (GPW) v4 (admin unit center points with population estimates)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Satellite-Derived Environmental Indicators (Global Fire Emissions Indicators, Grids, v1)
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (DMSP-OLS)

Kennedy, C. M., Oakleaf, J. R., Theobald, D. M., Baruch-Mordo, S., & Kiesecker, J. (2019). Managing the middle: A shift in conservation priorities based on the global human modification gradient. Global Change Biology, 25(3), 811-826. doi:10.1111/gcb.14549
Gridded Population of the World (GPW) v4 (population density UN WPP-adjusted)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Kirschbaum, D., Stanley, T., & Yatheendradas, S. (2016). Modeling landslide susceptibility over large regions with fuzzy overlay. Landslides, 13(3), 185-496. doi:10.1007/s10346-015-0577-2
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)

Kirschbaum, D., Watson, C. S., Rounce, D. R., Shugar, D. H., Kargel, J. S., Haritashya, U. K., . . . Jo, M. (2019). The state of remote sensing capabilities of cascading hazards over high mountain Asia. Frontiers in Earth Science, 7(197). doi:10.3389/feart.2019.00197
Gridded Population of the World (GPW) v4 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (ASTER)
NASA REMOTE SENSING (GRACE-FO)
NASA REMOTE SENSING (MODIS)
NASA REMOTE SENSING (SRTM)
NASA REMOTE SENSING (TRMM)

Kirschbaum, D. B., Stanley, T., & Simmons, J. (2015). A dynamic landslide hazard assessment system for Central America and Hispaniola. Natural Hazards and Earth System Sciences, 15(10), 2257-2272. doi:10.5194/nhess-15-2257-2015
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (GPM)
NASA REMOTE SENSING (TRMM)

Koch, J., Schaldach, R., & Göpel, J. (2019). Can agricultural intensification help to conserve biodiversity? A scenario study for the African continent. Journal of Environmental Management, 247, 29-37. doi:10.1016/j.jenvman.2019.06.015
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (population count)
NASA REMOTE SENSING (MODIS)

Konno, A., Kato, H., Takeuchi, W., & Kiguchi, R. (2021). Global evidence on productivity effects of road infrastructure incorporating spatial spillover effects. Transport Policy, 103, 167-182. doi:10.1016/j.tranpol.2021.02.007
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Korbli, M. Y. (2020). Spatial dimensions of food and nutrition security in the Northern regions. South African Journal of Geomatics, 9(2), 415-432. Retrieved from http://www.sajg.org.za/index.php/sajg/article/view/782
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Korkovelos, A., Khavari, B., Sahlberg, A., Howells, M., & Arderne, C. (2019). The role of open access data in geospatial electrification planning and the achievement of SDG7. An OnSSET-based case study for Malawi. Energies, 12(7), 1395. doi:10.3390/en12071395
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS - MCD12C1)

Kudrimoti, A., Williams, S., Neelakantan, A., Parashar, S., Stonecipher, G., & DiCarlo, J. (2023). FOCUS-BRI Country Report: Pakistan. Retrieved from Bozeman, MT: https://largelandscapes.org/wp-content/uploads/Pakistan-FOCUS-BRI.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Kumar, P., Gupta, K., Karnatak, H. C., Siddiqui, A., & Senthil Kumar, A. (2017). Geo-enabled e-Democracy Tools and Services for Smart Cities. In T. M. Vinod Kumar (Ed.), E-Democracy for Smart Cities (pp. 391-440). Singapore: Springer Singapore.
Gridded Population of the World (GPW) v4 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (collection)
Last of the Wild v2 (collection)
Natural Disaster Hotspots (collection)
NASA REMOTE SENSING (MODIS)
NASA REMOTE SENSING (ASTER GDEM)

Lamba, A., Teo, H. C., Sreekar, R., Zeng, Y., Carrasco, L. R., & Koh, L. P. (2023). Climate co-benefits of tiger conservation. Nature Ecology & Evolution, 7, 1104-1113. doi:10.1038/s41559-023-02069-x
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Landis, S. T., Rezaeedaryakenari, B., Zhang, Y., Thies, C. G., & Maciejewski, R. (2017). Fording differences? Conditions mitigating water insecurity in the Niger River Basin. Political Geography, 56, 77-90. doi:10.1016/j.polgeo.2016.10.002
Gridded Population of the World (GPW) v3 (population count future estimates) - 10.7927/H42B8VZZ
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Laurance, W. F. (2018). Apes, protected areas and infrastructure in Africa. In H. Rainer, A. White, & A. Lanjouw (Eds.), Infrastructure Development and Ape Conservation (Vol. 3, pp. 106-135). Cambridge: Cambridge University Press.
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Laurance, W. F., Clements, G. R., Sloan, S., O'Connell, C. S., Mueller, N. D., Goosem, M., . . . Arrea, I. B. (2014). A global strategy for road building. Nature, 513, 229-232. doi:10.1038/nature13717
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Lawal, O., & Arokoyu, S. B. (2015). Modelling social vulnerability in sub-Saharan West Africa using a geographical information system. Jàmbá: Journal of Disaster Risk Studies, 7(1), a155. doi:10.4102/jamba.v7i1.155 
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

le Polain de Waroux, Y., Garrett, R. D., Heilmayr, R., & Lambin, E. F. (2016). Land-use policies and corporate investments in agriculture in the Gran Chaco and Chiquitano. Proceedings of the National Academy of Sciences, 113(5), 4021-4026. doi:10.1073/pnas.1602646113
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Lei, Z., Xie, Y., Cheng, P., & Yang, H. (2023). From auxiliary data to research prospects, a review of gridded population mapping. Transactions in GIS, 27(1), 3-39. doi:10.1111/tgis.13020
Gridded Population of the World (GPW) v4 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (collection)
POPGRID

Leung, B., Hudgins, E. J., Potapova, A., & Ruiz-Jaen, M. C. (2019). A new baseline for countrywide α-diversity and species distributions: illustration using >6000 plant species in Panama. Ecological Applications, 29(3), e01866. doi:10.1002/eap.1866
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Leweri, C. M., Bartzke, G. S., Msuha, M. J., & Treydte, A. C. (2022). Spatial and seasonal group size variation of wild mammalian herbivores in multiple use landscapes of the Ngorongoro Conservation Area, Tanzania. PLoS ONE, 17(4), e0267082. doi:10.1371/journal.pone.0267082
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)

Lewis, J. S., & Topal, S. A. (2023). Proximate exposure to conflict and the spatiotemporal correlates of social trust. Political Psychology, 44(3), 667-687. doi:10.1111/pops.12864
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Li, F., Li, W., Li, F., Long, Y., Guo, S., Li, X., . . . Li, J. (2022). Global projections of future wilderness decline under multiple IPCC Special Report on Emissions Scenarios. Resources, Conservation and Recycling, 177, 105983. doi:10.1016/j.resconrec.2021.105983
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)
REMOTE SENSING (DMSP-OLS)

Li, J., Chen, X., Kurban, A., Van de Voorde, T., De Maeyer, P., & Zhang, C. (2021). Coupled SSPs-RCPs scenarios to project the future dynamic variations of water-soil-carbon-biodiversity services in Central Asia. Ecological Indicators, 129, 107936. doi:10.1016/j.ecolind.2021.107936
Gridded Population of the World (GPW) v4.11 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Li, S., Zhang, H., Zhou, X., Yu, H., & Li, W. (2020). Enhancing protected areas for biodiversity and ecosystem services in the Qinghai–Tibet Plateau. Ecosystem Services, 43, 101090. doi:10.1016/j.ecoser.2020.101090
Gridded Population of the World (GPW) v4 (population density UN WPP-adjusted)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Liang, Y., Wang, B., Hashimoto, S., Peng, S., Yin, Z., & Huang, J. (2023). Habitat quality assessment provides indicators for socio-ecological management: a case study of the Chinese Loess Plateau. Environmental Monitoring and Assessment, 195(1), 101. doi:10.1007/s10661-022-10714-4
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Liao, W., Liu, X., Xu, X., Chen, G., Liang, X., Zhang, H., & Li, X. (2020). Projections of land use changes under the plant functional type classification in different SSP-RCP scenarios in China. Science Bulletin, 65(22), 1935-1947. doi:10.1016/j.scib.2020.07.014
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)

Lin, Y., Wan, L., Zhang, H., Wei, S., Ma, P., Li, Y., & Zhao, Z. (2021). Leveraging optical and SAR data with a UU-Net for large-scale road extraction. International Journal of Applied Earth Observation and Geoinformation, 103, 102498. doi:10.1016/j.jag.2021.102498
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Sentinel-1 SAR)
REMOTE SENSING (Sentinel-2 SAR)

Linke, A. M., Witmer, F. D. W., Holland, E. C., & O'Loughlin, J. (2017). Mountainous terrain and civil wars: Geospatial analysis of conflict dynamics in the post-Soviet Caucasus. Annals of the American Association of Geographers, 107(2), 520-535. doi:10.1080/24694452.2016.1243038
Gridded Population of the World (GPW) v3 (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)

Liu, P., & Trieb, F. (2021). Transformation of the electricity sector with thermal storage power plants and PV – A first conceptual approach. Journal of Energy Storage, 44, 103444. doi:10.1016/j.est.2021.103444
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Liu, P., & Trieb, F. (2023). German atlas of Thermal Storage Power Plants (TSPP) - A first approach. Journal of Energy Storage, 72, 108603. doi:10.1016/j.est.2023.108603
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Liu, X., Liang, X., Li, X., Xu, X., Ou, J., Chen, Y., . . . Pei, F. (2017). A future land use simulation model (FLUS) for simulating multiple land use scenarios by coupling human and natural effects. Landscape and Urban Planning, 168(Supplement C), 94-116. doi:10.1016/j.landurbplan.2017.09.019
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Liu, Y., Fu, B., Wang, S., Rhodes, J. R., Li, Y., Zhao, W., . . . Wang, C. (2023). Global assessment of nature’s contribution to people. Science Bulletin, 68(4), 424-435. doi:10.1016/j.scib.2023.01.027
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS - MOD44W)
NASA REMOTE SENSING (SRTM)

Luo, L., Duan, Q., Wang, L., Zhao, W., & Zhuang, Y. (2020). Increased human pressures on the alpine ecosystem along the Qinghai-Tibet Railway. Regional Environmental Change, 20(1), 33. doi:10.1007/s10113-020-01616-7
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS - MOD13A2)
REMOTE SENSING (AVHRR GIMMS NDVI)

Lupinetti-Cunha, A., Cirino, D. W., Vale, M. M., & Freitas, S. R. (2022). Roadless areas in Brazil: land cover, land use, and conservation status. Regional Environmental Change, 22(3), 96. doi:10.1007/s10113-022-01953-9
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Lwin, N., Sukumal, N., & Savini, T. (2021). Modelling the conservation status of the threatened hoolock gibbon (genus Hoolock) over its range. Global Ecology and Conservation, 29, e01726. doi:10.1016/j.gecco.2021.e01726
Gridded Population of the World (GPW) v3 (population count future estimates) - 10.7927/H42B8VZZ
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Macharia, P. M., Ouma, P. O., Gogo, E. G., Snow, R. W., & Noor, A. M. (2017). Spatial accessibility to basic public health services in South Sudan. Geospatial Health, 12(1), 106-113. Retrieved from http://geospatialhealth.net/index.php/gh/article/view/510
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 
NASA REMOTE SENSING (ASTER GDEM)
REMOTE SENSING (MERIS GlobCover)
REMOTE SENSING (SPOT)

Maresova, J., Habel, J. C., Neve, G., Sielezniew, M., Bartonova, A., Kostro-Ambroziak, A., & Fric, Z. F. (2019). Cross-continental phylogeography of two Holarctic Nymphalid butterflies, Boloria eunomia and Boloria selene. PLoS ONE, 14(3), e0214483. doi:10.1371/journal.pone.0214483
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Maresova, J., Suchackova Bartonova, A., Konvicka, M., Høye, T. T., Gilg, O., Kresse, J.-C., . . . Faltynek Fric, Z. (2021). The story of endurance: Biogeography and the evolutionary history of four Holarctic butterflies with different habitat requirements. Journal of Biogeography, 48(3), 590-602. doi:10.1111/jbi.14022
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Markert, K. N., Griffin, R. E., Limaye, A. S., & McNider, R. T. (2018). Spatial modeling of land cover/land use change and Its effects on hydrology within the Lower Mekong Basin. In K. P. Vadrevu, T. Ohara, & C. Justice (Eds.), Land-Atmospheric Research Applications in South and Southeast Asia (pp. 667-698). Cham: Springer International Publishing.
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS - MCD12Q1v5)
REMOTE SENSING (VIIRS ST EDR)

Marlier, M. E., Liu, T., Yu, K., Buonocore, J. J., Koplitz, S. N., DeFries, R. S., . . . Myers, S. S. (2019). Fires, smoke exposure, and public health: An integrative framework to maximize health benefits from peatland restoration. GeoHealth, 3(7), 178-189. doi:10.1029/2019GH000191
Gridded Population of the World (GPW) v4 (population density UN WPP-adjusted) - 10.7927/H4D50JX4
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS - MCD64A1)

Martchenko, D., White, K. S., & Shafer, A. B. A. (2022). Long-term data reveal effects of climate, road access, and latitude on mountain goat horn size. The Journal of Wildlife Management, 86(3), e22195. doi:10.1002/jwmg.22195
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Martinez, J. F., MacManus, K., Stokes, E. C., Wang, Z., & de Sherbinin, A. (2023). Suitability of NASA's Black Marble Daily Nighttime Lights for population studies at varying spatial and temporal scales. Remote Sensing, 15(10), 2611. doi:10.3390/rs15102611
Gridded Population of the World (GPW) v4.11 (national identifier grid) - 10.7927/H4TD9VDP
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (Black Marble -VIIRS)

Martinez, L., Kauppila, J., & Castaing, M. (2014). International Freight and Related CO2 Emissions by 2050: A New Modelling Tool. Retrieved from Paris: http://www.internationaltransportforum.org/jtrc/DiscussionPapers/jtrcpapers.html
http://www.internationaltransportforum.org/jtrc/DiscussionPapers/DP201421.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Martínez, L. M., Kauppila, J., & Castaing, M. (2015). International freight and related carbon dioxide emissions by 2050. Transportation Research Record: Journal of the Transportation Research Board, 2477, 58-67. doi:10.3141/2477-07
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Martínez-Harms, M. J., Quijas, S., Merenlender, A. M., & Balvanera, P. (2016). Enhancing ecosystem services maps combining field and environmental data. Ecosystem Services, 22, Part A, 32-40. doi:10.1016/j.ecoser.2016.09.007
Gridded Population of the World (GPW) v3
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (SPOT Image)

Maru, Y. T., Stafford Smith, M., Sparrow, A., Pinho, P. F., & Dube, O. P. (2014). A linked vulnerability and resilience framework for adaptation pathways in remote disadvantaged communities. Global Environmental Change, 28, 337-350. doi:10.1016/j.gloenvcha.2013.12.007
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Masaki, T. (2016). The Impact of Intergovernmental Transfers On Local Revenue Generation In Africa:  Evidence From Tanzania. Retrieved from Washington DC: https://www.wider.unu.edu/sites/default/files/wp2016-113.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Masaki, T. (2018). The impact of intergovernmental transfers on local revenue generation in Sub-Saharan Africa: Evidence from Tanzania. World Development, 106, 173-186. doi:10.1016/j.worlddev.2018.01.026
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 

McLean, E. V., Bagchi-Sen, S., Atkinson, J. D., & Schindel, A. (2019). Household dependence on solid cooking fuels in Peru: An analysis of environmental and socioeconomic conditions. Global Environmental Change, 58, 101961. doi:10.1016/j.gloenvcha.2019.101961
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Medley, K. E., Maingi, K., Maingi, J. K., & Abbitt, R. J. F. (2020). Short-term dynamics in livelihood conditions and woody plant extraction as an environmental entitlement at Mt. Kasigau, Kenya. GeoJournal, 85, 127-144. doi:10.1007/s10708-018-9956-2
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Panchromatic KOMPSAT-2 (Korean MultiPurpose SATellite))

Meijer, J., Huijbregts, M. A. J., Schotten, K., & Schipper, A. (2018). Global patterns of current and future road infrastructure. Environmental Research Letters, 13(6), 064006. doi:10.1088/1748-9326/aabd42
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Menz, A. (2015). A means to alleviate the bushmeat crisis? The feasibility of establishing sustainable grasscutter farms in Kenya. Consilience:  The Journal of Sustainable Development, 13(1), 130-164. Retrieved from http://www.consiliencejournal.org/index.php/consilience/article/viewArticle/407
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (population count)

Metcalf, C. J. E., Tatem, A. J., Bjornstad, O. N., Lessler, J., O'Reilly, K., Takahashi, S., . . . Grenfell, B. T. (2015). Transport networks and inequities in vaccination: remoteness shapes measles vaccine coverage and prospects for elimination across Africa. Epidemiology & Infection, 143(7), 1457-1466. doi:10.1017/S0950268814001988
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Millar, J., Psychas, P., Abuaku, B., Ahorlu, C., Amratia, P., Koram, K., . . . Valle, D. (2018). Detecting local risk factors for residual malaria in northern Ghana using Bayesian model averaging. Malaria Journal, 17(1), 343. doi:10.1186/s12936-018-2491-2
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)

Min, B., Arima, E., Backer, D., Hicken, A., Kollman, K., & Selway, J. (2023). Local partisan biases in allocations of foreign aid: A study of agricultural assistance in India. World Politics, 75(1), 43-98. doi:10.1353/wp.2023.0000
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
REMOTE SENSING (DMSP-OLS)

Moksnes, N., Korkovelos, A., Mentis, D., & Howells, M. (2017). Electrification pathways for Kenya – linking spatial electrification analysis and medium to long term energy planning. Environmental Research Letters, 12(9), 13pp. doi:10.1088/1748-9326/aa7e18
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Möller, B., Wiechers, E., Persson, U., Grundahl, L., Lund, R. S., & Mathiesen, B. V. (2019). Heat Roadmap Europe: Towards EU-Wide, local heat supply strategies. Energy, 177, 554-564. doi:10.1016/j.energy.2019.04.098
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Moreno Navarro, J. G., Jaramillo, L. A., & Magan, E. L. (2019). Assessing connectivity in single and multimodal networks using Geographic Information Systems (GIS). Transportation Research Procedia, 40, 1473-1480. doi:10.1016/j.trpro.2019.07.204
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Morley, J., Buchanan, G., Mitchard, E. T. A., & Keane, A. (2022). Quasi-experimental analysis of new mining developments as a driver of deforestation in Zambia. Scientific Reports, 12(1), 18252. doi:10.1038/s41598-022-22762-4
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Moulds, S., Buytaert, W., & Mijic, A. (2018). A spatio-temporal land use and land cover reconstruction for India from 1960–2010. Scientific Data, 5, 180159. doi:10.1038/sdata.2018.159
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)
REMOTE SENSING (Resourcesat-1)
REMOTE SENSING (IRS 1C-LISS III)

Moura, M. R., Costa, H. C., Peixoto, M. A., Carvalho, A. L. G., Santana, D. J., & Vasconcelos, H. L. (2018). Geographical and socioeconomic determinants of species discovery trends in a biodiversity hotspot. Biological Conservation, 220, 237-244. doi:10.1016/j.biocon.2018.01.024
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Mu, H., Li, X., Wen, Y., Huang, J., Du, P., Su, W., . . . Geng, M. (2022). A global record of annual terrestrial Human Footprint dataset from 2000 to 2018. Scientific Data, 9(1), 176. doi:10.1038/s41597-022-01284-8
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)
REMOTE SENSING (Landsat)
REMOTE SENSING (VIIRS NTL)

Muhammad, R., Zhang, W., Abbas, Z., Guo, F., & Gwiazdzinski, L. (2022). Spatiotemporal change analysis and prediction of future land use and land cover changes using QGIS MOLUSCE plugin and remote sensing big data: A case study of Linyi, China. Land, 11(3), 419. doi:10.3390/land11030419
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)

Muis, S., Güneralp, B., Jongman, B., Aerts, J. C. J. H., & Ward, P. J. (2015). Flood risk and adaptation strategies under climate change and urban expansion: A probabilistic analysis using global data. Science of The Total Environment, 538, 445-457. doi:10.1016/j.scitotenv.2015.08.068
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (population density)

Müller, M. F., Penny, G., Niles, M. T., Ricciardi, V., Chiarelli, D. D., Davis, K. F., . . . Mueller, N. D. (2021). Impact of transnational land acquisitions on local food security and dietary diversity. Proceedings of the National Academy of Sciences, 118(4), e2020535118. doi:10.1073/pnas.2020535118
Gridded Population of the World (GPW) v3 (population density) - 10.7927/H4XK8CG2
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS - MOD13A1.005)

Müller, M. F., Thompson, S. E., & Gadgil, A. J. (2018). Estimating the price (in)elasticity of off-grid electricity demand. Development Engineering, 3, 12-22. doi:10.1016/j.deveng.2017.12.001
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 
NASA REMOTE SENSING (ASTER GDEM)

Munster, V. J., Bausch, D. G., de Wit, E., Fischer, R., Kobinger, G., Muñoz-Fontela, C., . . . Mombouli, J.-V. (2018). Outbreaks in a rapidly changing Central Africa — lessons from Ebola. New England Journal of Medicine, 379, 1198-1201. doi:10.1056/NEJMp1807691
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Munteanu, C., Kuemmerle, T., Boltiziar, M., Lieskovský, J., Mojses, M., Kaim, D., . . . Radeloff, V. C. (2017). Nineteenth-century land-use legacies affect contemporary land abandonment in the Carpathians. Regional Environmental Change, 17(8), 2209-2222. doi:10.1007/s10113-016-1097-x
Gridded Population of the World (GPW) v3 (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 
REMOTE SENSING (Landsat)

Munteanu, C., Kuemmerle, T., Keuler, N. S., Müller, D., Balázs, P., Dobosz, M., . . . Radeloff, V. C. (2015). Legacies of 19th century land use shape contemporary forest cover. Global Environmental Change, 34, 83-94. doi:10.1016/j.gloenvcha.2015.06.015
Gridded Population of the World (GPW) v3 (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)

Naia, M., & Brito, J. (2021). Geographical Atlas of Mauritania. Retrieved from Vairão, Portugal: https://biodeserts.cibio.up.pt/images/resources_to_download/Naia_Brito_2021_Geographical_Atlas_of_Mauritania_EN_02.pdf
Gridded Population of the World (GPW) v3 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Last of the Wild v2 (Global Human Footprint (Geographic)) - 10.7927/H4M61H5F
Last of the Wild v3 (Human Footprint, 2018 Release (2009)) - 10.7927/H46T0JQ4

Nanni, A. S., Sloan, S., Aide, T. M., Graesser, J., Edwards, D., & Grau, H. R. (2019). The neotropical reforestation hotspots: A biophysical and socioeconomic typology of contemporary forest expansion. Global Environmental Change, 54, 148-159. doi:10.1016/j.gloenvcha.2018.12.001
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (urban extent)
NASA REMOTE SENSING (MODIS)
REMOTE SENSING (DMSP-OLS)

Nansikombi, H., Fischer, R., Kabwe, G., & Günter, S. (2020). Exploring patterns of forest governance quality: Insights from forest frontier communities in Zambia´s Miombo ecoregion. Land Use Policy, 99, 104866. doi:10.1016/j.landusepol.2020.104866
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Nauditt, A., Stahl, K., Rodríguez, E., Birkel, C., Formiga-Johnsson, R. M., Marko, K., . . . Hann, H. (2022). Evaluating tropical drought risk by combining open access gridded vulnerability and hazard data products. Science of The Total Environment, 822, 153493. doi:10.1016/j.scitotenv.2022.153493
Gridded Population of the World (GPW) v4 (population density) - 10.7927//H4NP22DQ
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS - MOD13Q13)

Nauman, T. W., Duniway, M. C., Villarreal, M. L., & Poitras, T. B. (2017). Disturbance automated reference toolset (DART): Assessing patterns in ecological recovery from energy development on the Colorado Plateau. Science of The Total Environment, 584-585, 476-488. doi:10.1016/j.scitotenv.2017.01.034
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (Landsat)

Nawrotzki, R. J., Gantner, V., Balzer, J., Wencker, T., & Brüntrup-Seidemann, S. (2022). Strategic allocation of development projects in post-conflict regions: A gender perspective for Colombia. Sustainability, 14(4), 2304. doi:10.3390/su14042304
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (VIIRS)

Neelakantan, A., Williams, S., Parashar, S., Stonecipher, G., & DiCarlo, J. (2023). FOCUS-BRI Country Report: Cambodia. Retrieved from Bozeman, MT: https://largelandscapes.org/wp-content/uploads/Cambodia-FOCUS-BRI.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Neupane, D., Kafle, S., Karki, K. R., Kim, D. H., & Pradhan, P. (2022). Solar and wind energy potential assessment at provincial level in Nepal: Geospatial and economic analysis. Renewable Energy, 181, 278-291. doi:10.1016/j.renene.2021.09.027
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Newbold, T., Hudson, L. N., Arnell, A. P., Contu, S., De Palma, A., Ferrier, S., . . . Purvis, A. (2016). Has land use pushed terrestrial biodiversity beyond the planetary boundary? A global assessment. Science, 353(6296), 288-291. doi:10.1126/science.aaf2201
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (population density)

Newbold, T., Hudson, L. N., Contu, S., Hill, S. L. L., Beck, J., Liu, Y., . . . Purvis, A. (2018). Widespread winners and narrow-ranged losers: Land use homogenizes biodiversity in local assemblages worldwide. PLoS Biology, 16(12), e2006841. doi:10.1371/journal.pbio.2006841
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (population density)

Newbold, T., Hudson, L. N., Hill, S. L. L., Contu, S., Lysenko, I., Senior, R. A., . . . Purvis, A. (2015). Global effects of land use on local terrestrial biodiversity. Nature, 520(7545), 45-50. doi:10.1038/nature14324
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (population density) - 10.7927/H4R20Z93

Nichols, G., Andersson, Y., Lindgren, E., Devaux, I., & Semenza, J. (2014). European monitoring systems and data for assessing environmental and climate impacts on human infectious diseases. International Journal of Environmental Research and Public Health, 11(4), 3894-3936. doi:10.3390/ijerph110403894
Gridded Population of the World (GPW) v3 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (collection)
Last of the Wild v2 (Global Human Footprint (Geographic))
Socioeconomic Downscaled Projections (collection)
NASA REMOTE SENSING (ASTER)
NASA REMOTE SENSING (ASTER GDEM)
NASA REMOTE SENSING (MODIS)
NASA REMOTE SENSING (SRTM)
NASA REMOTE SENSING (OceanColor Web)
GCMD

Niles, M. T., Emery, B. F., Wiltshire, S., Brown, M. E., Fisher, B., & Ricketts, T. H. (2021). Climate impacts associated with reduced diet diversity in children across nineteen countries. Environmental Research Letters, 16(1), 015010. doi:10.1088/1748-9326/abd0ab
Gridded Population of the World (GPW) v4 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Oakleaf, J. R., Kennedy, C. M., Baruch-Mordo, S., West, P. C., Gerber, J. S., Jarvis, L., & Kiesecker, J. (2015). A world at risk: Aggregating development trends to forecast global habitat conversion. PLoS ONE, 10(10), e0138334. doi:10.1371/journal.pone.0138334
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Oakleaf, J. R., Kennedy, C. M., Boucher, T., & Kiesecker, J. (2013). Tailoring global data to guide corporate investments in biodiversity, environmental assessments and sustainability. Sustainability, 5(10), 4444-4460. doi:10.3390/su5104444
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)
REMOTE SENSING (MERIS GlobCover)

Oda, T., Lauvaux, T., Lu, D., Rao, P., Miles, N. L., Richardson, S. J., & Gurney, K. R. (2017). On the impact of granularity of space-based urban CO2 emissions in urban atmospheric inversions: A case study for Indianapolis, IN. Elementa: Science of the Anthropocene, 5(28). doi:10.1525/elementa.146
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
REMOTE SENSING (DMSP-OLS)

Oddo, P. C., Ahamed, A., & Bolten, J. D. (2018). Socioeconomic impact evaluation for near real-time flood detection in the Lower Mekong River Basin. Hydrology, 5(2), 23. doi:10.3390/hydrology5020023
Gridded Population of the World (GPW) v4 (population density) - 10.7927/H4NP22DQ
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS)
REMOTE SENSING (ENVISAT Advanced Synthetic Aperture Radar Wide Swath Mode (ASAR-WSM))
REMOTE SENSING (Landsat 5 TM)

Okawa, M., Iwata, T., Tanaka, Y., Kurashima, T., Toda, H., & Kashima, H. (2022). Context-aware spatio-temporal event prediction via convolutional Hawkes processes. Machine Learning, 111, 2929-2950. doi:10.1007/s10994-022-06136-5
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
REMOTE SENSING (DMSP-OLS)

Olén, N. B., & Lehsten, V. (2022). High-resolution global population projections dataset developed with CMIP6 RCP and SSP scenarios for year 2010–2100. Data in Brief, 40, 107804. doi:10.1016/j.dib.2022.107804
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (National Administrative Boundaries)

Omoruyi, E. M. M. (2016). The dragon's goodwill: Examining China's external finance and African leaders' preferentialism. Journal of International Commerce, Economics and Policy, 7(3), 1650017. doi:10.1142/S1793993316500174
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Orsi, F. (2023). Exploring the role of compactness in path-dependent land-taking processes in Italy. GeoJournal, 88, 69-87. doi:10.1007/s10708-022-10589-5
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Oswald, W. E., Stewart, A. E. P., Flanders, W. D., Kramer, M. R., Endeshaw, T., Zerihun, M., . . . Clasen, T. F. (2016). Prediction of low community sanitation coverage using environmental and sociodemographic factors in Amhara Region, Ethiopia. The American Journal of Tropical Medicine and Hygiene, 95(3), 709-719. doi:10.4269/ajtmh.15-0895
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Otchia, C. S., & Asongu, S. A. (2019). Industrial Growth in Sub-Saharan Africa: Evidence from Machine Learning with Insights from Nightlight Satellite Images. Retrieved from https://ideas.repec.org/p/agd/wpaper/19-046.html
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Ouedraogo, R., & Stenzel, D. (2021). The Heavy Economic Toll of Gender-based Violence: Evidence from Sub-Saharan Africa. Retrieved from https://www.imf.org/en/Publications/WP/Issues/2021/11/19/The-Heavy-Economic-Toll-of-Gender-based-Violence-Evidence-from-Sub-Saharan-Africa-509667
Gridded Population of the World (GPW) v4.11 (unspecified)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Palmero-Iniesta, M., Pino, J., Pesquer, L., & Espelta, J. M. (2021). Recent forest area increase in Europe: expanding and regenerating forests differ in their regional patterns, drivers and productivity trends. European Journal of Forest Research, 140, 793-805. doi:10.1007/s10342-021-01366-z
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Population Dynamics (Global Population Density Grid Time Series Estimates, v1) - 10.7927/H47M05W2
Socioeconomic Downscaled Projections (Global 15 x 15 Minute Grids of the Downscaled GDP Based on the SRES B2 Scenario, v1) - 10.7927/H4NC5Z4X
NASA REMOTE SENSING (MODIS)

Pandey, V., & Srivastava, P. K. (2019). Integration of microwave and optical/infrared derived datasets for a drought hazard inventory in a sub-tropical region of India. Remote Sensing, 11(4), 439. doi:10.3390/rs11040439
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Parashar, S., Neelakantan, A., Williams, S., Stonecipher, G., & DiCarlo, J. (2023). FOCUS-BRI Country Report: Mongolia. Retrieved from Bozeman, MT: https://largelandscapes.org/wp-content/uploads/Mongolia-FOCUS-BRI.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Partnership for Resilience and Preparedness (PREP). (2018). PREPdata. Retrieved from https://www.prepdata.org/
Energy Infrastructure (Population Exposure Estimates in Proximity to Nuclear Power Plants, Locations)
Spatial Economic Data (Global Gridded Geographically Based Economic Data (G-Econ), v4)
Land Use and Land Cover (LULC) (Global Grid of Probabilities of Urban Expansion to 2030, v1)
Gridded Population of the World (GPW) v4 (population count UN WPP-adjusted)
Global Reservoir and Dam (GRanD) v1 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Satellite-Derived Environmental Indicators (Global Urban Heat Island (UHI) Data Set, v1)

Paudel, B., Gao, J., Zhang, Y., Wu, X., Li, S., & Yan, J. (2016). Changes in cropland status and their driving factors in the Koshi River Basin of the Central Himalayas, Nepal. Sustainability, 8(9), 17 pp. doi:10.3390/su8090933
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)

Pelletier, J., Chidumayo, E., Trainor, A., Siampale, A., & Mbindo, K. (2019). Distribution of tree species with high economic and livelihood value for Zambia. Forest Ecology and Management, 441, 280-292. doi:10.1016/j.foreco.2019.03.051
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Petrozzi, F., Hema, E. M., Hoinsoudé Ségniagbeto, G., Amadi, N., Akani, G. C., Burke, R. L., . . . Luiselli, L. (2019). Correlates of African Spurred Tortoise, Centrochelys sulcata, occurrence in the West African Sahel. Chelonian Conservation and Biology, 18(1), 19-23. doi:10.2744/ccb-1302.1
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1.01 (settlement points) - 10.7927/H4BC3WG1

Petrozzi, F., Hema, E. M., Sirima, D., Segniagbeto, G. H., Akani, G. C., Eniang, E. A., . . . Luiselli, L. (2020). Tortoise ecology in the West African savannah: Multi-scale habitat selection and activity patterns of a threatened giant species, and its ecological relationships with a smaller-sized species. Acta Oecologica, 105, 103572. doi:10.1016/j.actao.2020.103572
Gridded Population of the World (GPW) v3 (population density) - 10.7927/H4XK8CG2
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (settlement points) - 10.7927/H4M906KR

Pindolia, D., Garcia, A., Wesolowski, A., Smith, D. L., Buckee, C., Noor, A. M., . . . Tatem, A. J. (2012). Human movement data for malaria control and elimination strategic planning. Malaria Journal, 11(1), 1-16. doi:10.1186/1475-2875-11-205
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Plassin, S., Koch, J., Paladino, S., Friedman, J. R., Spencer, K., & Vaché, K. B. (2020). A socio-environmental geodatabase for integrative research in the transboundary Rio Grande/Río Bravo basin. Scientific Data, 7(1), 80. doi:10.1038/s41597-020-0410-1
Gridded Population of the World (GPW) v4.11 (population density) - 10.7927/H49C6VHW
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (Landsat)

Poley, L. G., Schuster, R., Smith, W., & Ray, J. C. (2022). Identifying differences in roadless areas in Canada based on global, national, and regional road datasets. Conservation Science and Practice, 4(4), e12656. doi:10.1111/csp2.12656
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Politi, E., Rowan, J. S., & Cutler, M. E. J. (2016). Assessing the utility of geospatial technologies to investigate environmental change within lake systems. Science of The Total Environment, 543(Part A), 791-806. doi:10.1016/j.scitotenv.2015.09.136
Gridded Population of the World (GPW) v3 (population density)
Global Reservoir and Dam (GRanD) v1.01 (dams)
Global Reservoir and Dam (GRanD) v1.01 (reservoirs)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)

Pot, F. J., & Koster, S. (2022). Small airports: Runways to regional economic growth? Journal of Transport Geography, 98, 103262. doi:10.1016/j.jtrangeo.2021.103262
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Purnamasari, R., Wirapati, B. A., Alatas, H., & Nasiir, M. (2020). Estimating Small Area Poverty and Welfare Indicators in Timor-Leste Using Satellite Imagery Data. Retrieved from Washington DC: http://hdl.handle.net/10986/34614
Gridded Population of the World (GPW) v4.11 (population count UN WPP-adjusted)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS - MOD13Q1)
REMOTE SENSING (Landsat)
REMOTE SENSING (VIIRS DNB)

Purvis, A., Newbold, T., De Palma, A., Contu, S., Hill, S. L. L., Sanchez-Ortiz, K., . . . Scharlemann, J. P. W. (2018). Modelling and Projecting the Response of Local Terrestrial Biodiversity Worldwide to Land Use and Related Pressures: The PREDICTS Project. In D. A. Bohan, A. J. Dumbrell, G. Woodward, & M. Jackson (Eds.), Advances in Ecological Research (Vol. 58, pp. 201-241): Academic Press.
Global Rural-Urban Mapping Project (GRUMP) v1 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Raman, S., Shameer, T. T., Pooja, U., & Hughes, A. C. (2023). Identifying priority areas for bat conservation in the Western Ghats mountain range, peninsular India. Journal of Mammalogy, 104(1), 49-61. doi:10.1093/jmammal/gyac060
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Last of the Wild v2 Global Human Influence Index (Geographic)

Rana, P., & Varshney, L. R. (2023). Exploring limits to tree planting as a natural climate solution. Journal of Cleaner Production, 384, 135566. doi:10.1016/j.jclepro.2022.135566
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (DMSP-OLS)

Re, D. D., Montecino-Latorre, D., Vanwambeke, S. O., & Marcantonio, M. (2021). Will the yellow fever mosquito colonize the old world? Assessing the re-introduction of Aedes aegypti in Europe using a process-based population dynamical model. Ecological Informatics, 61, 101180. doi:10.1016/j.ecoinf.2020.101180
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS - MCD12Q1v006)

Redding, D. W., Atkinson, P. M., Cunningham, A. A., Lo Iacono, G., Moses, L. M., Wood, J. L. N., & Jones, K. E. (2019). Impacts of environmental and socio-economic factors on emergence and epidemic potential of Ebola in Africa. Nature Communications, 10(1), 4531. doi:10.1038/s41467-019-12499-6
Gridded Population of the World (GPW) v3 (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Rees, E. E., Petukhova, T., Mascarenhas, M., Pelcat, Y., & Ogden, N. H. (2018). Environmental and social determinants of population vulnerability to Zika virus emergence at the local scale. Parasites & Vectors, 11(1), 290. doi:10.1186/s13071-018-2867-8
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (IMERG)
NASA REMOTE SENSING (MODIS)

Réjou-Méchain, M., Mortier, F., Bastin, J.-F., Cornu, G., Barbier, N., Bayol, N., . . . Gourlet-Fleury, S. (2021). Unveiling African rainforest composition and vulnerability to global change. Nature, 593, 90-94. doi:10.1038/s41586-021-03483-6
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (settlement points)
NASA REMOTE SENSING (MODIS)

Ren, Q., He, C., Huang, Q., Shi, P., Zhang, D., & Güneralp, B. (2022). Impacts of urban expansion on natural habitats in global drylands. Nature Sustainability, 5, 869-878. doi:10.1038/s41893-022-00930-8
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Ren, Z., He, J., & Yue, Q. (2021). Assessing the impact of urban expansion on surrounding forested landscape connectivity across space and time. Land, 10(4), 359. doi:10.3390/land10040359
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Rezaeedaryakenari, B., Landis, S. T., & Thies, C. G. (2020). Food price volatilities and civilian victimization in Africa. Conflict Management and Peace Science, 37(2), 193-214. doi:10.1177/0738894217729527
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Gridded Population of the World (GPW) v3 (population density future estimates) - 10.7927/H4ST7MRB
Poverty Mapping (Global Subnational Infant Mortality Rates, v1)
REMOTE SENSING (DMSP-OLS)

Rich, L. N., Davis, C. L., Farris, Z. J., Miller, D. A. W., Tucker, J. M., Hamel, S., . . . Kelly, M. J. (2017). Assessing global patterns in mammalian carnivore occupancy and richness by integrating local camera trap surveys. Global Ecology and Biogeography, 26(8), 918-929. doi:10.1111/geb.12600
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS)

Roy, S. (2022). Role of transportation infrastructures on the alteration of hillslope and fluvial geomorphology. The Anthropocene Review, 9(3), 344-378. doi:10.1177/20530196221128371
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Roy, S. (2023). Transportation Infrastructure, Slope Instability, and Soil Erosion. In Disturbing Geomorphology by Transportation Infrastructure: Problem, Prospect, and Solution (pp. 109-133). Cham: Springer International Publishing.
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Runfola, D., Marty, R., Goodman, S., Lefew, M., & BenYishay, A. (2017). geoSIMEX: A Generalized Approach To Modeling Spatial Imprecision. Retrieved from Willliamsburg, VA: http://aiddata.org/sites/default/files/wps38_geosimex.pdf
Gridded Population of the World (GPW) v3 (unspecified)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 
REMOTE SENSING (DMSP-OLS)

Russ, J., Berg, C., Damania, R., Barra, A. F., Ali, R., & Nash, J. (2018). Evaluating transport infrastructure projects in low data environments: An application to Nigeria. The Journal of Development Studies, 54(8), 1406-1425. doi:10.1080/00220388.2017.1308488
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Sakti, A. D., Anggraini, T. S., Ihsan, K. T. N., Misra, P., Trang, N. T. Q., Pradhan, B., . . . Wikantika, K. (2023). Multi-air pollution risk assessment in Southeast Asia region using integrated remote sensing and socio-economic data products. Science of The Total Environment, 854, 158825. doi:10.1016/j.scitotenv.2022.158825
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Sentinel-5P)

Santos, M., Disney, M., & Chave, J. (2018). Detecting human presence and influence on neotropical forests with remote sensing. Remote Sensing, 10(10), 1593. doi:10.3390/rs10101593
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 

Sasaki, S., Kiyoki, Y., Sarkar-Swaisgood, M., Wijitdechakul, J., Rachmawan, I. E. W., Srivastava, S., . . . Veesommai, C. (2020). 5D world map system for disaster-resilience monitoring from global to local: Environmental AI system for leading SDG 9 and 11. In A. Dahanayake, J. Huiskonen, Y. Kiyoki, B. Thalheim, H. Jaakkola, & N. Yoshida (Eds.), Information Modelling and Knowledge Bases XXXI (Vol. 321: Information Modelling and Knowledge Bases XXXI, pp. 306-323).
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Sbaraglia, C., Samraoui, K. R., Massolo, A., Bartoňová, A. S., Konvička, M., & Fric, Z. F. (2023). Back to the future: Climate change effects on habitat suitability of Parnassius apollo throughout the Quaternary glacial cycles. Insect Conservation and Diversity, 16(2), 231-242. doi:10.1111/icad.12615
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Schebek, L., Mizgajski, J. T., Schaldach, R., & Wimmer, F. (2017). Land-use change and CO2 emissions associated with oil palm expansion in Indonesia by 2020. In B. Otjacques, P. Hitzelberger, S. Naumann, & V. Wohlgemuth (Eds.), From Science to Society:  New Trends in Environmental Informatics (pp. 49-59).
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Schmidt, C. (2021). Contemporary and Historic Causes of Biogeographic Gradients in Genetic Diversity. (Ph.D.). University of Manitoba, Winnipeg. Retrieved from http://hdl.handle.net/1993/35662 
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Last of the Wild v2 (Global Human Footprint (Geographic)) - 10.7927/H4M61H5F
Global High Resolution Urban Data from Landsat (GMIS) - 10.7927/H4P55KKF

Schon, J., & Leblang, D. (2021). Why physical barriers backfire: How immigration enforcement deters return and increases asylum applications. Comparative Political Studies, 54(14), 2611-2652. doi:10.1177/00104140211024282
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Schuyler, Q., Roman, L., Lawson, T. J., & Hardesty, B. D. (2023). Modelling the relative risk of plastic pollution to wildlife when data are scarce: an applied approach in the Mekong and Ganges river basins. Environmental Research Letters, 18(7), 074019. doi:10.1088/1748-9326/acdca7
Gridded Population of the World (GPW) v4.11 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (VIIRS NTL)

Shapiro, J. T., Sovie, A. R., Faller, C. R., Monadjem, A., Fletcher, R. J., & McCleery, R. A. (2020). Ebola spillover correlates with bat diversity. European Journal of Wildlife Research, 66(1), 12. doi:10.1007/s10344-019-1346-7
Global Agricultural Lands (Cropland)
Global Agricultural Lands (Pasture)
Gridded Population of the World (GPW) v3 (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Sheng, S., & Lian, H. (2023). The spatial pattern evolution of rural settlements and multi-scenario simulations since the initiation of the reform and opening up policy in China. Land, 12(9), 1763. doi:10.3390/land12091763
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)
REMOTE SENSING (VIIRS NTL)

Shevade, V. S., & Loboda, T. V. (2019). Oil palm plantations in Peninsular Malaysia: Determinants and constraints on expansion. PLoS ONE, 14(2), e0210628. doi:10.1371/journal.pone.0210628
Gridded Population of the World (GPW) v4 (population density) - 10.7927/H4NP22DQ
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (settlement points)
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (Landsat)

Shi, H., Li, X., Yang, Z., Li, T., Ren, Y., Liu, T., . . . Liang, X. (2020). Tourism land use simulation for regional tourism planning using POIs and cellular automata. Transactions in GIS, 24(4), 1119-1138. doi:10.1111/tgis.12626
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Siikamäki, J., Santiago-Ávila, F. J., & Vail, P. (2015). Global Assessment of Nonwood Forest Ecosystem Services: Spatially Explicit Meta-Analysis and Benefit Transfer to Improve the World Bank's Forest Wealth Database. Retrieved from Washington DC: https://www.wavespartnership.org/en/knowledge-center/global-assessment-non-wood-forest-ecosystem-services-spatially-explicit-meta
Gridded Population of the World (GPW) v3 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (urban extent)

Sloan, S., Jenkins, C. N., Joppa, L. N., Gaveau, D. L. A., & Laurance, W. F. (2014). Remaining natural vegetation in the global biodiversity hotspots. Biological Conservation, 177, 12-24. doi:10.1016/j.biocon.2014.05.027
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)
REMOTE SENSING (DMSP-OLS)

Song, Y., Wang, X., Tan, Y., Wu, P., Sutrisna, M., Cheng, J., & Hampson, K. (2017). Trends and opportunities of BIM-GIS integration in the architecture, engineering and construction industry: A review from a spatio-temporal statistical perspective. ISPRS International Journal of Geo-Information, 6(12), 32pp. doi:10.3390/ijgi6120397
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 

Stanley, T., & Kirschbaum, D. B. (2017). A heuristic approach to global landslide susceptibility mapping. Natural Hazards, 87(1), 145-164. doi:10.1007/s11069-017-2757-y
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Strano, E., Viana, M. P., Sorichetta, A., & Tatem, A. J. (2018). Mapping road network communities for guiding disease surveillance and control strategies. Scientific Reports, 8(1), 4744. doi:10.1038/s41598-018-22969-4
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Stuch, B. (2016). Food Security and Biodiversity Conservation under Global Change. (Dr. rer. nat). University of Kassel, Kassel. Retrieved from https://doi.org/10.19211/KUP9783737602013 
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (population density)

Sucháčková Bartoňová, A., Konvička, M., Marešová, J., Bláhová, D., Číp, D., Skala, P., . . . Faltýnek Fric, Z. (2021). Extremely endangered butterflies of scattered Central European dry grasslands under current habitat alteration. Insect Systematics and Diversity, 5(5), 6. doi:10.1093/isd/ixab017
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Suwal, M. K., & Huettmann, F. (2020). A rather short story of shared GIS data layers in the Hindu Kush-Himalayas: State of the art, justifications and urgent suggestions for a sustainable global data governance with open access and open source coming to the rescue. In G. R. Regmi & F. Huettmann (Eds.), Hindu Kush-Himalaya Watersheds Downhill: Landscape Ecology and Conservation Perspectives (pp. 521-563). Cham: Springer International Publishing.
Gridded Population of the World (GPW) v4 (population count) - 10.7927/H4X63JVC
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Last of the Wild v2 (Global Human Footprint (Geographic)) - 10.7927/H4M61H5F
Last of the Wild v2 Global Human Influence Index (Geographic) - 10.7927/H4BP00QC
Last of the Wild v2 Last of the Wild (Geographic) - 10.7927/H4348H83
Natural Disaster Hotspots (cyclone hazard frequency and distribution) - 10.7927/H4CZ353K

Sze, J. S., Carrasco, L. R., Childs, D., & Edwards, D. P. (2022). Reduced deforestation and degradation in Indigenous Lands pan-tropically. Nature Sustainability, 5, 123-130. doi:10.1038/s41893-021-00815-2
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Sze, J. S., Childs, D. Z., Carrasco, L. R., & Edwards, D. P. (2022). Indigenous lands in protected areas have high forest integrity across the tropics. Current Biology, 32(22), 4949-4956/e4943. doi:10.1016/j.cub.2022.09.040
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Sze, J. S., Jefferson, J., & Lee, J. S. H. (2019). Evaluating the social and environmental factors behind the 2015 extreme fire event in Sumatra, Indonesia. Environmental Research Letters, 14(1), 015001. doi:10.1088/1748-9326/aaee1d
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (MODIS - MCD14ML)

Tatem, A. J., Adamo, S. B., Bharti, N., Burgert, C., Castro, M., Dorelien, A., . . . Balk, D. (2012). Mapping populations at risk: improving spatial demographic data for infectious disease modeling and metric derivation. Population Health Metrics, 10(8), 1-14. doi:10.1186/1478-7954-10-8
Gridded Population of the World (GPW) v3 (collection)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (collection)

Than, K. Z., Zaw, Z., & Hughes, A. C. (2021). Investigating seasonal habitat-use of saltwater crocodiles in the Ayeyarwady Delta to identify potential conservation areas in Myanmar. Aquatic Conservation: Marine and Freshwater Ecosystems, 31(9), 2389-2401. doi:10.1002/aqc.3652
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Thompson, J. J., Martí, C. M., & Quigley, H. (2020). Anthropogenic factors disproportionately affect the occurrence and potential population connectivity of the Neotropic’s apex predator: the jaguar at the southwestern extent of its distribution. Global Ecology and Conservation, 24, e01356. doi:10.1016/j.gecco.2020.e01356
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Thompson, J. J., Morato, R. G., Niebuhr, B. B., Alegre, V. B., Oshima, J. E. F., de Barros, A. E., . . . Ribeiro, M. C. (2021). Environmental and anthropogenic factors synergistically affect space use of jaguars. Current Biology, 31(15), 3457-3466. doi:10.1016/j.cub.2021.06.029
Gridded Population of the World (GPW) v4.11 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Thompson, J. J., & Velilla, M. (2017). Modeling the effects of deforestation on the connectivity of jaguar Panthera onca populations at the southern extent of the species range. Endangered Species Research, 34, 109-121. doi:10.3354/esr00840
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Tiwari, A. D., Pokhrel, Y., Kramer, D., Akhter, T., Tang, Q., Liu, J., . . . Lakshmi, V. (2023). A synthesis of hydroclimatic, ecological, and socioeconomic data for transdisciplinary research in the Mekong. Scientific Data, 10(1), 283. doi:10.1038/s41597-023-02193-0
Gridded Population of the World (GPW) v4 (unspecified)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Population Dynamics (Global One-Eighth Degree Population Base Year and Projection Grids Based on the SSPs, v1.01)
REMOTE SENSING (VIIRS NTL)

Tracy, J. L., Trabucco, A., Lawing, A. M., Giermakowski, J. T., Tchakerian, M., Drus, G. M., & Coulson, R. N. (2018). Random subset feature selection for ecological niche models of wildfire activity in Western North America. Ecological Modelling, 383, 52-68. doi:10.1016/j.ecolmodel.2018.05.019
Gridded Population of the World (GPW) v4 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)

Trucchia, A., Meschi, G., Fiorucci, P., Gollini, A., & Negro, D. (2022). Defining wildfire susceptibility maps in Italy for understanding seasonal wildfire regimes at the national level. Fire, 5(1), 30. doi:10.3390/fire5010030
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Sentinel-2 Multispectral Imager (MSI))

Ubukawa, T., de Sherbinin, A. M., Onsrud, H., Nelson, A., Payne, K., Cottray, O., & Maron, M. (2014). A review of roads data development methodologies. Data Science Journal, 13, 45-66. doi:10.2481/dsj.14-001
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 

van Soesbergen, A., Arnell, A. P., Sassen, M., Stuch, B., Schaldach, R., Göpel, J., . . . Palazzo, A. (2017). Exploring future agricultural development and biodiversity in Uganda, Rwanda and Burundi: a spatially explicit scenario-based assessment. Regional Environmental Change, 17(5), 1409-1420. doi:10.1007/s10113-016-0983-6
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (population density) - 10.7927/H4R20Z93

Venter, O., Sanderson, E. W., Magrach, A., Allan, J. R., Beher, J., Jones, K. R., . . . Watson, J. E. M. (2016). Data Descriptor: Global terrestrial Human Footprint maps for 1993 and 2009. Scientific Data, 3(160067), 10 pp. doi:10.1038/sdata.2016.67
Gridded Population of the World (GPW) v3 (population density) - 10.7927/H4XK8CG2
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (urban extent) - 10.7927/H4GH9FVG
NASA REMOTE SENSING (ISLSCP-II) - 10.3334/ORNLDAAC/969
REMOTE SENSING (DMSP-OLS)

Venter, O., Sanderson, E. W., Magrach, A., Allan, J. R., Beher, J., Jones, K. R., . . . Watson, J. E. M. (2016). Sixteen years of change in the global terrestrial human footprint and implications for biodiversity conservation. Nature Communications, 7(12558), 11 pp. doi:10.1038/ncomms12558
Gridded Population of the World (GPW) v3 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Verde Selva, G., Pauli, N., Kiatkoski Kim, M., & Clifton, J. (2020). Opportunity for change or reinforcing inequality? Power, governance and equity implications of government payments for conservation in Brazil. Environmental Science & Policy, 105, 102-112. doi:10.1016/j.envsci.2020.01.001
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Vergara, M., Cushman, S. A., & Ruiz-González, A. (2017). Ecological differences and limiting factors in different regional contexts: landscape genetics of the stone marten in the Iberian Peninsula. Landscape Ecology, 32(6), 1269-1283. doi:10.1007/s10980-017-0512-0
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Verstegen, J. A., & Goch, K. (2022). Pattern-oriented calibration and validation of urban growth models: Case studies of Dublin, Milan and Warsaw. Land Use Policy, 112, 105831. doi:10.1016/j.landusepol.2021.105831
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Walker, S. (2020). Historical legacies in savings: Evidence from Romania. Journal of Comparative Economics, 48(1), 76-99. doi:10.1016/j.jce.2019.11.003
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Walker, W. S., Gorelik, S. R., Cook-Patton, S. C., Baccini, A., Farina, M. K., Solvik, K. K., . . . Griscom, B. W. (2022). The global potential for increased storage of carbon on land. Proceedings of the National Academy of Sciences, 119(23), e2111312119. doi:10.1073/pnas.2111312119
Gridded Population of the World (GPW) v4.11 (population count)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (MODIS)

Walther, O. J., Dambo, L., Koné, M., & van Eupen, M. (2020). Mapping travel time to assess accessibility in West Africa: The role of borders, checkpoints and road conditions. Journal of Transport Geography, 82, 102590. doi:10.1016/j.jtrangeo.2019.102590
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Wang, B., Liang, Y., & Peng, S. (2022). Harnessing the indirect effect of urban expansion for mitigating agriculture-environment trade-offs in the Loess Plateau. Land Use Policy, 122, 106395. doi:10.1016/j.landusepol.2022.106395
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Wang, Q., Hao, M., Helman, D., Ding, F., Jiang, D., Xie, X., . . . Ma, T. (2023). Quantifying the influence of climate variability on armed conflict in Africa, 2000–2015. Environment, Development and Sustainability, 25, 9289-9306. doi:10.1007/s10668-022-02436-x
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Wang, S., Zhou, Y., Musili, P. M., Mwachala, G., Hu, G., & Wang, Q. (2020). Inventory incompleteness and collecting priority on the plant diversity in tropical East Africa. Biological Conservation, 241, 108313. doi:10.1016/j.biocon.2019.108313
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Wang, W., Alva, S., Winter, R., & Burgert, C. (2013). Contextual Influences of Modern Contraceptive Use among Rural Women in Rwanda and Nepal. Retrieved from Calverton, MD: http://pdf.usaid.gov/pdf_docs/pnaec676.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Global Rural-Urban Mapping Project (GRUMP) v1 (settlement points)

Wang, Y., Fei, S., Tang, Z., Sun, Y., Chen, G., Wang, X., . . . Fang, J. (2021). Alien woody plant invasions in natural forests across China. Journal of Plant Ecology, 14(5), 749-756. doi:10.1093/jpe/rtab029
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Wang, Z., Bachofer, F., Koehler, J., Huth, J., Hoeser, T., Marconcini, M., . . . Kuenzer, C. (2022). Spatial modelling and prediction with the spatio-temporal matrix: A study on predicting future settlement growth. Land, 11(8), 1174. doi:10.3390/land11081174
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)
REMOTE SENSING (Sentinel-2)

Wanyama, D., Wimberly, M. C., & Mensah, F. (2023). Patterns and drivers of disturbance in tropical forest reserves of southern Ghana. Environmental Research Letters, 18(6), 064022. doi:10.1088/1748-9326/acd399
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (Landsat)
REMOTE SENSING (VIIRS)

Ward, A., Yin, K.-s., Dargusch, P., Fulton, E. A., & Aziz, A. A. (2017). The impact of land use change on carbon stored in mountain grasslands and shrublands. Ecological Economics, 135, 114-124. doi:10.1016/j.ecolecon.2016.12.023
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (population density)
Global Rural-Urban Mapping Project (GRUMP) v1 (settlement points)
NASA REMOTE SENSING (MODIS)

Weidmann, N. B., Benitez-Baleato, S., Hunziker, P., Glatz, E., & Dimitropoulos, X. (2016). Digital discrimination: Political bias in Internet service provision across ethnic groups. Science, 353(6304), 1151-1155. doi:10.1126/science.aaf5062
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Global Rural-Urban Mapping Project (GRUMP) v1 (urban extent) - 10.7927/H4GH9FVG

Wenz, L., Weddige, U., Jakob, M., & Steckel, J. C. (2020). Road to glory or highway to hell? Global road access and climate change mitigation. Environmental Research Letters, 15(7), 075010. doi:10.1088/1748-9326/ab858d
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Williams, B. A., Venter, O., Allan, J. R., Atkinson, S. C., Rehbein, J. A., Ward, M., . . . Watson, J. E. M. (2020). Change in terrestrial human footprint drives continued loss of intact ecosystems. One Earth, 3(3), 371-382. doi:10.1016/j.oneear.2020.08.009
Gridded Population of the World (GPW) v4 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (DMSP-OLS)

Williams, S., Neelakantan, A., Parashar, S., Stonecipher, G., & DiCarlo, J. (2023). FOCUS-BRI Country Report: Zambia. Retrieved from Bozeman, MT: https://largelandscapes.org/wp-content/uploads/Zambia-FOCUS-BRI.pdf
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Wingate, V. R., Akinyemi, F. O., Iheaturu, C. J., & Ifejika Speranza, C. (2022). A remote sensing-based inventory of West Africa tropical forest patches: A basis for enhancing their conservation and sustainable use. Remote Sensing, 14(24), 6251. doi:10.3390/rs14246251
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
Land Use and Land Cover (LULC) (Global Human Modification of Terrestrial Systems, v1)
REMOTE SENSING (Landsat)

Wingate, V. R., Akinyemi, F. O., & Speranza, C. I. (2023). Archetypes of remnant West African forest patches, their main characteristics and geographical distribution. Applied Geography, 158, 103024. doi:10.1016/j.apgeog.2023.103024
Gridded Population of the World (GPW) v4 (population density) - 10.7927//H4NP22DQ
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
Land Use and Land Cover (LULC) (Global Human Modification of Terrestrial Systems, v1)
NASA REMOTE SENSING (MODIS - MYD13A1)
NASA REMOTE SENSING (SRTM)
REMOTE SENSING (ALOS-1)
REMOTE SENSING (ALOS-2)
REMOTE SENSING (Landsat)

Wright, F. D. (2016). Energy and infrastructure. In Researching Developing Countries:  A Data Resource Guide for Social Scientists (pp. 113-118). Boston: Chandos Publishing.
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Wu, H., Fang, S., Yang, Y., & Cheng, J. (2022). Changes in habitat quality of nature reserves in depopulating areas due to anthropogenic pressure: Evidence from Northeast China, 2000–2018. Ecological Indicators, 138, 108844. doi:10.1016/j.ecolind.2022.108844
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (VIIRS NTL)

Wu, J., Xiao, J., Hou, J., Sun, W., Li, P., & Lyu, X. (2023). A multi-criteria methodology for wind energy resource assessment and development at an intercontinental level: Facing low-carbon energy transition. IET Renewable Power Generation, 17(2), 480-494. doi:10.1049/rpg2.12590
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
GPW (version unspecified)

Wu, W., & Hou, L. (2022). Mapping Global Road Networks. In Atlas of Global Change Risk of Population and Economic Systems (pp. 177-184). Singapore: Springer Singapore.
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Xu, Y., Kieboom, M., van Lammeren, R. J. A., Si, Y., & de Boer, W. F. (2021). Indicators of site loss from a migration network: anthropogenic factors influence waterfowl movement patterns at stopover sites. Global Ecology and Conservation, 25, e01435. doi:10.1016/j.gecco.2020.e01435
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Yerema, C. T., & Managi, S. (2021). The multinational and heterogeneous burden of air pollution on well-being. Journal of Cleaner Production, 318, 128530. doi:10.1016/j.jclepro.2021.128530
Global Roads (Global Roads Open Access Data Set (gROADS), v1) 

Zhang, W., & Li, B. (2021). Research on an analytical framework for urban spatial structural and functional optimisation: A case study of Beijing City, China. Land, 10(1), 86. doi:10.3390/land10010086
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
NASA REMOTE SENSING (ASTER GDEM)
REMOTE SENSING (DMSP-OLS)

Zhou, Y., Varquez, A. C. G., & Kanda, M. (2019). High-resolution global urban growth projection based on multiple applications of the SLEUTH urban growth model. Scientific Data, 6(1), 34. doi:10.1038/s41597-019-0048-z
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Zhou, Y.-Y., Grossman, G., & Ge, S. (2023). Inclusive refugee-hosting can improve local development and prevent public backlash. World Development, 166, 106203. doi:10.1016/j.worlddev.2023.106203
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Zhu, Q., Bi, J., Liu, X., Li, S., Wang, W., Zhao, Y., & Liu, Y. (2022). Satellite-based long-term spatiotemporal patterns of surface ozone concentrations in China: 2005-2019. Environmental Health Perspectives, 130(2), 027004. doi:10.1289/EHP9406
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT
NASA REMOTE SENSING (ASTER GDEM)
NASA REMOTE SENSING (MODIS)
NASA REMOTE SENSING (OMI)

Zimmer, A. (2022). Dynamics of Rural-Urban Food Systems in Southern Africa. (Ph.D.). University of Arizona, Tucson. Retrieved from http://hdl.handle.net/10150/667668 
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Zimmer, A., Guido, Z., Davies, J., Joshi, N., Chilenga, A., & Evans, T. (2022). Food systems and rural-urban linkages in African secondary cities. Urban Transformations, 4(1), 13. doi:10.1186/s42854-022-00042-8
Global Roads (Global Roads Open Access Data Set (gROADS), v1)

Zimmer, A., Guido, Z., Tuholske, C., Pakalniskis, A., Lopus, S., Caylor, K., & Evans, T. (2020). Dynamics of population growth in secondary cities across southern Africa. Landscape Ecology, 35, 2501-2516. doi:10.1007/s10980-020-01086-6
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
POPGRID

Zuo, C., Wen, C., Clarke, G., Turner, A., Ke, X., You, L., & Tang, L. (2023). Cropland displacement contributed 60% of the increase in carbon emissions of grain transport in China over 1990–2015. Nature Food, 4, 223-235. doi:10.1038/s43016-023-00708-x
Global Roads (Global Roads Open Access Data Set (gROADS), v1) - 10.7927/H4VD6WCT

Zvoleff, A., & Ahumada, J. A. (2015, 26-31 July 2015). Understanding the link between population dynamics and biodiversity conservation through remote sensing and gridded population data integration. Paper presented at the 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).
Gridded Population of the World (GPW) v3 (population density)
Global Roads (Global Roads Open Access Data Set (gROADS), v1)
REMOTE SENSING (Landsat)