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Figure 8-13. Data innovations covering African countriesPovertyGUINEAMADAGASCARMOROCCOEducationDAKAR, SENEGALBOTSWANAEGYPTMOZAMBIQUENAMIBIASOUTH AFRICAWater resourcesLAKE VICTORIATerrestrial ecosystemsRainfall data, landcharacteristic andpopulation densitycombined in a soilerosion indexdcccxcix Combining census andsurvey data to produceonline poverty maps atUGANDAFood securityETHIOPIAERITREIADJIBOUTISOMALIARWANDABURUNDIUGANDAKENYASUDANSOUTH SUDANUsing SMS to track stocks ofessential medicine (Uganda)mTracTANZANIASatellite, survey and cellphone dataand geospatial modellingto produce highresolution poverty mapsAir time creditpurchases toestimate moneyspent on foodUNDISCLOSEDCOUNTRY IN EASTAFRICAPerceptions towardsimmunization andcontraceptionfollowed throughsocial mediadistrict levelCOTE D’IVOIREAnalysis of cell phonerecords to producepoverty mapsHealthUsing geospatial informationallocate health resourcesSmartphone apptakes land and soilscharacteristics andreturn potentialproduction anderosion for the siteEbola transmissionthrough populationmobility estimatedwith cell phonerecordsMost importantsources of malariainfections with cellphonedata analytics*These examples are illustrative and do not include all data innovations covering African countries.Highly granular literacymaps based on SMS andcell phone use (use ofSMS indicates literacy)SatellitesIntegrating data sources(e.g. traditional andmobile phone surveys)ALGERIAEGYPTNIGERIASOUTH AFRICAHandheld deviceswith GPS tocollect dataWater accounts toprovide information onwater use and associatedcostsCAPE VERDEMOZAMBIQUENIGERIASENEGALHealth and climateFree SMS-basedsystems to report dataOpen dataportalsKENYASOMALIATANZANIALocations and monthssuitable for malariatransmission based onclimatological averagesSatellite data ondesert aerosols usedas predictive indicatorto meningitisepidemics Satellite and grounddata on land cover todevelop GHG169inventoriesNAMIBIARWANDATANZANIAZAMBIABURUNDI ETHIOPIAKENYA MALAWIMAURITANIA NIGERIASENEGAL SOMALIAUGANDA ZAMBIANovel strategies forimpact evaluationstudiesClimateNAMIBIANIGERIASUDANSatellite data, groundstation measures andclimate models toimprove climate dataEcosystems maps usinggeospatial and satelliteinformationUsing satellite imagery todetect flooding in advanceETHIOPIAGAMBIAMADAGASCARRWANDATANZANIANatural disastersMixing social with biophysicalindicators to map vulnerabilityA geographicalapproach to landaccounts to analyseecosystem servicesMOZAMBIQUESENEGALFlood warning polesmonitor water levels andalert communities ofeminent floods

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