1. Identifying recommendation domains for scaling improved crop varieties in Tanzania Dr. Francis Kamau Muthoni Dr. Haroon Sseguya Prof. Bekunda Mateete Dr. Irmgard Hoeschle-Zeledon

2. Outline  Introduction  Background information on IITA & Africa RISING program  What are recommendation domains?  GIS method for generating sustainable recommendation domains (SRDs)  Benefits of the generated SRDs  Limitations/challenges  Going forward

3. Background of IITA  One of world's leading not-for-profit research partners in finding solutions for hunger, malnutrition and poverty

4. Africa Research In Sustainable Intensification for the Next Generation (Africa RISING)  Goal: Create opportunities for smallholder HHs to move out of hunger and poverty through sustainably intensified farming systems that improve food, nutrition and income security especially for women and children  Sustainable intensification (SI) = Increased productivity + conserve or enhance environment

5. Africa RISING Program Area  [Africa map]  [ESA Demos]

6.  CBOs consortium We know how to work with farmers! A baby is born: Africa RISING-NAFAKA Partnership Our research has generated SI technologies to transform agriculture!  CGIAR Centres  ARIs I’ll fund you to partner in scaling best-bet SI technologies to 47K HHs, 58K hectares & increase yields by 50% in 3 years!  USAID - FtF

7. Africa RISING-NAFAKA Partnership Project  Goal: Accelerate the scaling and delivery of sustainable agricultural intensification technologies to improve smallholder maize and rice farming systems, household nutrition and dietary practices in Tanzania

8. Africa RISING-NAFAKA Partnership Project Objectives  Improved crop varieties  Good agronomic practices  Natural resources management  Household nutrition  Post harvest Management

9. Africa RISING-NAFAKA Partnership Project  Targets:  47,000 HHs access technologies to diversify and increase food supply, income sources & improve degrading smallholder croplands  58,000 ha increase in area under improved rice production technologies  50% increase in yields for maize as a result of adopting SI technologies

10. Africa RISING-NAFAKA Partnership project area

11. Where do I scale technology a, b, c, …?  CGIAR Centres  ARIs  CBOs What & Why recommendation domains? ? ? ? ? ? ? ? ? ?

12. Recommendation domains for scaling technologies  Recommendation domains are homogeneous areas with similar biophysical and socio-economic characteristics  Targeting sites with similar characteristics, and for which a technology is suitable, increases probability of adoption  Big Q: How to identify RDs in data limited situations?

13. Overview of GIS method for generating RDs

14. Data Collected

15. Selected Raster data for Tanzania

16. PCA analysis to reduce dimensionality in data Precipitation- Soil gradient Market- access gradient Elevation- Temperature gradient Stacked gradients

17. Cluster analysis to delineate RDs  All 3 validation indices should be minimized  Kmeans best for all indices  Optimal clusters = 19 – 20  Clustering method & optimal number of clusters selected

18. Full Recommendation Domains Map  All land cover considered suitable for agriculture

19. Validation of generated RDS  Ideal clusters should be compact, well-separated and stable

20. The sustainability factor  Critical ecosystems masked to generate SRDs

21. Impact Based Spatial Targeting Index - IBSTI SRD Area (Km2)Population Access -ibilityIBSTI Rank IBGTI FRDsSRDs Cultivated LandTotal Below Poverty Children <5WOCBA SRD116833125372420 (19)21722118629074867465105.4458 SRD21180199033634 (37)376433306991107699827225.7264 SRD363674511944 (21)10183984148210042232313.39215 SRD4867557711970 (34)22266319138143066515668.16810 SRD5113514514371 (8)7047457361132541588615.910617 SRD680965867314 (5)38146333107267843229.411619 SRD719000137085208 (38)32657529197879849726395.3221 SRD820924140776170 (44)378421320780112798862734.3163 SRD913019107923197 (30)27196123305169247617106.9447 SRD1094697825942 (12)200378173966363424434011.77211 SRD111690959151345 (23)14557511977540774332287.97213 SRD1223427147301005 (7)12082699676263312723111.88514 SRD1316425144695599 (39)371441334256109678781234.8225 SRD1481897673447 (6)708525919816990152417.19718 SRD15977084962042 (24)25747320896466590581335.1509 SRD161055878324081 (52)421507355953100598926934.4202 SRD17100448278662 (8)15527812793631607347178.07312 SRD18205693389506 (15)643704765216993146537.59116 SRD1924819131562504 (19)31127824186975207698494.0256 SRD2012140659821 (0.1)1036591961764228421.911820 Total27838518004143382 (24)413307634837301051923918554  The lower the IBSTI the higher the potential impact  SRDs 7, 16 & 8 prioritized for targeting to maximize impact

22. Potential benefits of generated SRDs  Guide formulation of evidence based policies for scaling SI technologies  Matching technologies to socio-economic environments to maximize adoption given limited resources  Data driven approach is replicable in different ecologies, situations or technologies  Reduce subjective judgement in delineation  Assessing scenarios under changing situations

23. Limitations of technology  Input rasters generated from other spatial models may introduce error propagation  Reasonable spatial/temporal resolutions need to be adopted based on data availability  Socio-economic data most limiting though mobile call-logs data improving their generation  Facebook to release 5 m resolution population layer  Technical knowhow on geospatial analysis required  Programming skills to automate the workflow

24. Going forward the next step  Refine SRDs with higher resolution gridded data  Field verification of suitability of candidate SI technology packages in ‘unreached’ sections of SRDs

25. Enhancing partnership among Africa RISING, NAFAKA and TUBORESHE CHAKULA Programs for fast tracking delivery and scaling of agricultural technologies in Tanzania

26. Africa Research in Sustainable Intensification for the Next Generation africa-rising.net This presentation is licensed for use under the Creative Commons Attribution 4.0 International Licence. Thank You