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Application of geospatial methods and remote sensing and for evaluation Blending quantitative with qualitative analysis in understanding change Anupam Anand Evaluation Officer GEF IEO Why do we need geospatial methods? Efficiency Analysis at


  1. Application of geospatial methods and remote sensing and for evaluation Blending quantitative with qualitative analysis in understanding change Anupam Anand Evaluation Officer GEF IEO

  2. Why do we need geospatial methods? Efficiency Analysis at different scales Aiding objectivity and transparency Applicable to variety of evaluation methods Helps deal with methodological challenges

  3. SDGs and Remote Sensing European Space Agency Big data such as from satellite imagery and sensor networks make environment and development indicators increasingly measurable

  4. Biodiversity

  5. Biodiversity: Relevance Study the impact of GEF support to 1292 global protected areas across 147 countries 11% 31% 58% KBA International Designation National Importance 7

  6. Forest Cover Change Analysis: Impact Decadal Forest Cover, Gain and Loss (2000 – 2012) 80 70 60 50 40 30 20 10 0 %Forest (2000) %Gain (2000-2012) %Loss (2000-2012) PA PA-10km PA-25km Yearly Percent of Forest Loss (2000 – 2012) 1 0.8 Percent Forest Loss (%) 0.6 0.4 % 0.2 0 PA PA-10km PA-25km 1 2 3 4 5 6 7 8 9 10 11 12 Year (1:2000- 2001, …, 12: 2011 -2012)

  7. Biodiversity: Global Analysis Forest cover loss (2000-2012) Protected areas Buffer zones 0.9% 2.3% 3.4% 4.5% GEF Non-GEF

  8. Did the intervention cause the change? GEF-supported PAs have 23% less forest loss Quasi-experimental evaluation design based on Propensity score matching

  9. International Waters

  10. 12

  11. Lake Victoria: Vegetation presence Vegetation Water 2000 2003 2005 2007 2009 2011 2013 2015 2016 GEF ID 3399 GEF ID 88 GEF ID 2405 10/3/2019 13

  12. SUSTAINABILITY Cardamom Mountains Integrated Protected Area System, Cambodia Loss rate (%/year) 2.1 % Cambodia loss Loss in the buffer 1.4 % 1.1 % Loss in the project site 14 Was this intervention sustainable?

  13. Triangulating Across Methods

  14. India: SLEM PMIS 3472(2009-2015) Time series analysis using Satellite data Apr 2009 Year Beneficiary survey Bamboo Forest Apr 2015 Village

  15. Silva- pastoral Project, Colombia 2002 2015 Vegetation Productivity 0.85 y = 6E-06x + 0.5 0.8 0.75 0.7 0.65 0.6 0.55 0.5 1-Jan-08 1-Jan-09 1-Jan-10 1-Jan-11 1-Jan-12 1-Jan-13 1-Jan-14 1-Jan-15 1-Jan-16 1-Jan-17

  16. Restoration in Bafing Lake, Guinea 2019 2012

  17. Identify the drivers 30 m zoomed in to 2.5 m 2.5 m Images at 2.5 to 0.5 m resolution used to identify drivers of change that hinder success of GEF support 20 10/3/2019 20 NASA Digitalglobe NextView

  18. Challenges ➢ Need to make a business case ➢ Need to manage costs ➢ Require good technical skills ➢ Requires multidisciplinary teams for evaluation ➢ Requires keeping up with dynamic learning and upgrading of skills

  19. Lessons for the future Partner with global institutions and leverage open data and tools ➢ Leverage Geospatial methods within mixed approaches and methods ➢ Variable costs which depends on scale and scope of the evaluation, ➢ type of questions, skills, partnership, software Lech et al., 2018 ICT4EVAL, 2019

  20. Resources Interactive tools http://www.globalforestwatch.org/ : GFW offers data, and tools for forests monitoring https://global-surface-water.appspot.com/ : Global Surface Water Data visualization and download http://earthexplorer.usgs.gov : NASA-USGS Earth Explorer for raw data https://scihub.copernicus.eu/ : Copernicus Open Access hub Analytical tools(Open Access or Free) http://www.qgis.org/en/site/ : QGIS https://earthengine.google.com/ : Google Earth Engine(requires CODEING) https://www.google.com/earth/ : Google Earth Pro

  21. Thank you aanand2@thegef.org GEF-KWS-IFAD MKEPP , Kenya

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