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    HUNGER AND MALNUTRITIONJohn Hoddinott

    Mark Rosegrant

    Maximo Torero

    challenge paper

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    Investmentstoreducehungerandundernutrition

    JohnHoddinott

    MarkRosegrant

    Maximo

    Torero

    March30,2012

    ThisversionApril9,2012

    Paperpreparedfor2012GlobalCopenhagenConsensus.

    Hoddinott,Rosegrant,Torero,InternationalFoodPolicyResearchInstituteAddressforcorrespondence:JohnHoddinott,IFPRI,2033KStreetNW,WashingtonDC,USA,20006.

    [email protected]

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    1.Introduction:Thechallengeofhungerandundernutrition

    Currentestimatessuggestthatthereareapproximately925millionhungrypeopleintheworld.

    Justunder180millionpreschoolchildrenarestunted,thatistheyarethevictimsofchronic

    undernutrition.Thisdeprivationisnotbecauseofinsufficientfoodproduction.Approximately

    2,100kcals/person/dayprovidessufficientenergyformostdailyactivities;currentpercapita

    globalfoodproduction,at2,796kcal/person/dayiswellinexcessofthisrequirement.Given

    thatthereismorethanenoughfoodintheworldtofeeditsinhabitants,globalhungerisnotan

    insolubleproblem.

    Deprivationinaworldofplentyisanintrinsicrationaleforinvestmentsthatreduce

    hungerandundernutrition,ourfocusinthispaper,aswithpreviousCopenhagenConsensus

    (CC)papersonthistopic,Behrman,AldermanandHoddinott(2004)andHorton,Aldermanand

    Rivera(2008)isontheinstrumentalcasefordoingso.Initssimplestform,thecentral

    argumentofthispaperisthattheseinvestmentsaresimplygoodeconomics.Oursolutions,

    however,representapartialdeparturefromthoseearlierCCpapers.First,wereintroduce

    attentiontosolutionstohungerwithafocusoninvestmentsthatwillincreaseglobalfood

    production.Thismightseemstrangegivenourobservationthatglobalfoodproductionexceeds

    globalfoodneeds.ButasweargueinSection3,theseinvestmentsareneededfortworeasons:

    tolowerpricessoastomakefoodmoreaffordable;andbecausegiventheconsequencesof

    climatechange,therecanbenocomplacencyregardingglobalfoodproduction.Second,

    previousCCpapersonhungerandundernutritionhaveconsideredveryspecificinterventions

    thatfocusonsingledimensionsofundernutrition.Inthispaper,weexaminetheeconomiccase

    forbundlingthese.Ourproposedinvestmentsare:

    Investment1Acceleratingyieldenhancements Investment2Marketinnovationsthatreducehunger Investment3Interventionsreducethemicronutrientmalnutritionandreducethe

    prevalenceofstunting

    Webeginwithbackgroundmaterialthatcontextualizesourproposedsolutions:What

    arethecausesofhunger?;Howmanyhungryandundernourishedpeoplearethereinthe

    world?;Andwhatarethelikelytrendsinhungeroverthenext2535years?Wethendescribe

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    ourthreeproposedinvestmentsexplaininghoweachaddressestheproblemsofhungerand

    undernutritionanddescribingtheircostsandbenefits.Caveatsandcautionsarenotedin

    section4andourconcludingsectionsummarizesthecasefortheseinvestments.

    2.Understandingglobalhunger

    Thissectionprovidesbackgroundmaterialthatcontextualizesourproposedsolutions.We

    coverthefollowingtopics:

    Whatarethecausesofhunger?Here,wepresentaconceptualmodelthatidentifies

    thecausesofhunger.Wedosoinalargelynontechnicalway,thoughwewillalso

    brieflyexplainhowthiscanbederivedusingformally.Weplaceourproposedsolutions

    withinthiscausalframework.

    Howmanyhungrypeoplearethereintheworldandwheredotheylive?

    Whatarethelikelytrendsinhungeroverthenext2535years?

    2.1Whatarethecausesofhunger?

    Definitions

    Webeginwiththreedefinitions:foodsecurity,hungerandnutritionalstatus.

    Theconceptoffoodsecurityhasspatialandtemporaldimensions.Thespatialdimension

    referstothedegreeofaggregationatwhichfoodsecurityisbeingconsidered.Itispossibleto

    analyzefoodsecurityattheglobal,continental,national,subnational,village,household,or

    individuallevel.Thetemporaldimensionreferstothetimeframeoverwhichfoodsecurityis

    beingconsidered.Adistinctionisoftenmadebetweenchronicfoodinsecuritytheinabilityto

    meetfoodneedsonanongoingbasisandtransitoryfoodinsecurity,whentheinabilityto

    meetfoodneedsisofatemporarynature(MaxwellandFrankenberger1992).Transitoryfood

    insecurityissometimesdividedintotwosubcategories:cyclical,wherethereisaregular

    patterntofoodinsecurity,suchastheleanseasonthatoccursintheperiodjustbefore

    harvest;andtemporary,whichistheresultofashortterm,exogenousshocksuchasadrought

    orflood(Hoddinott,2001).Mindfulofthesedimensions,wefollowthecurrent,standard

    definitionoffoodsecurity:

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    Foodsecurityexistswhenallpeople,atalltimes,havephysical,socialandeconomic

    accesstosufficient,safeandnutritiousfoodwhichmeetstheirdietaryneedsandfood

    preferencesforanactiveandhealthylife.Householdfoodsecurityistheapplicationof

    thisconcepttothefamilylevel,withindividualswithinhouseholdsasthefocusof

    concern.Foodinsecurityexistswhenpeopledonothaveadequatephysical,social

    oreconomicaccesstofoodasdefinedabove(FAO,2010,p.8)

    HungerisAcondition,inwhichpeoplelackthebasicfoodintaketoprovidethemwith

    theenergyandnutrientsforfullyproductivelives(HungerTaskForce,2003,p.33).Hunger

    andfoodsecurityarerelatedbutarenotsynonymous.Anabsenceofhungerdoesnotimply

    foodsecurityand,particularlyintimesofstress,householdsandindividualsmaygohungryin

    ordertosafeguardlongertermfoodsecurity.

    Nutrientsprovidedbyfoodcombinewithotherfactors,includingthehealthstateofthe

    personconsumingthefood,toproducenutritionalstatus.Someformsofpoornutritional

    statusoftendescribedasundernutritionreflectanabsenceofmacroormicronutrientswhich

    maybeexacerbatedbydebilitatinghealthstressessuchasparasites.1Undernutritionwith

    regardtomacroandmicronutrientscontinuestobethedominantnutritionalprobleminmost

    developingcountries.Otherformsofmalnutrition,sometimesinelegantlytermed

    overnutrition,resultfromtheexcessivecaloricintake,exacerbatedbydiseasessuchasdiabetes

    andlowlevelsofphysicalactivityareconsiderableconcerninupperandmanymiddleincome

    countries.Wedonotconsiderovernutritionfurther.

    Aconceptualframework

    Foodsecurity,hungerandundernutritionreflectthepurposiveactionsofindividualsgiven

    preferencesandconstraints.Ourconceptualframeworkforthinkingaboutthesehasfour

    components:settings,resources,activitiesandoutcomes.2

    1Somewhatconfusingly,FAOusesthewordundernourishmentbutinamannerthatisdifferentfrom

    undernutrition.FAOdefinesundernourishmenttoexistwhencaloricintakeisbelowtheminimumdietaryenergy

    requirement(MDER)(FAO,2010).TheMDERistheamountofenergyneededforlightactivityandtomaintaina

    minimumacceptableweightforattainedheight.Itvariesbycountryandfromyeartoyeardependingonthe

    genderandagestructureofthepopulation.2Therearemanymanygoodconceptualframeworksforfoodsecurityandnutritionandinsettingthisoutwedo

    notprivilegeoursovertheseothers.Wenotethatwhatwepresenthereattemptstoencompassapproaches

    foundindevelopmenteconomics,thefoodsecurityliterature,developmentdiscourseandnutrition.Whatwe

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    Settingsreferstothebroaderenvironmentinwhichahouseholdissituatedandwhich

    createbothopportunitiesandconstraintstotheactionsbyhouseholdsandindividuals.We

    describetheseintermsoffivecategories:physical,social,legal,governanceandeconomic.

    Thephysicalsettingreferstothenaturalandmanmadeenvironment.Itincludesthe

    levelandvariabilityofrainfall,accesstoirrigation,availabilityofcommonpropertyresources

    suchasgrazingland,forestsandfisheryresources,elevation,soilfertility,theextentof

    environmentaldegradation,exposuretorapidonsetnaturaldisasters,distancestomarkets,

    andtheavailabilityandqualityofinfrastructure healthclinics,schools,roads,marketsand

    telecommunications.Thephysicalenvironmentalsoincorporatesphenomenathataffect

    humanhealthtemperature;rainfall;accesstosafewater;thepresenceofcommunicable

    humanandzoonoticdiseasesallbeingexamples.

    Thesocialsettingcapturessuchfactorsastheexistenceoftrust,reciprocity,social

    cohesionandstrife.Theexistenceofethnictensionsandconflicts,conflictsbetweenother

    groups(egthelandlessandthelanded),genderrelationsandnormsregardinggenderroles,the

    presence(orabsence)ofcivilsocietyorganizationsarealsopartofthesocialsetting.Normsof

    genderroles,ofcorrectbehaviorsandfolkwisdomforexample,whattypeoffoods

    mothersshouldfeedtheirchildrenarealsopartofthesocialsetting.

    Thelegalsettingcanbethoughtofastherulesofthegameunderwhicheconomic

    exchangetakesplace.Assuch,itaffectsagriculturethroughrestrictionsandopportunitiesit

    createsfortheproductionandsaleofdifferentfoods,theregulationoflabor,capitalandfood

    markets.Thelegalsettingincludestheformalandinformalrulesregardingtheownershipand

    useofassets,politicalfreedomssuchastherightofexpressionandrestrictionsonpersonal

    liberties.Thelegalsettingislinked,butisdistinctfromthegovernancesetting.Thegovernance

    describeherecanbereadilyrecastasanagriculturalhouseholdmodel(Singh,SquireandStrauss,1986)extended

    toincorporatehealthandnutrition(asinBehrmanandDeolalikar,1988;BehrmanandHoddinott,2005;Strauss

    andThomas1995),extendedtocaptureintrahouseholdandgenderallocationissues(Pitt,Rosenzweigand

    Hassan,1990;Haddad,HoddinottandAlderman,1997)anddynamicsofhealthandnutrition(Hoddinottand

    Kinsey,2001).ItcanalsobeseenasanelaborationofSensentitlementtheoryoffamine(Sen,1981a,1981b).The

    discussionofresourcesbearssimilaritytocomponentsofSustainableLivelihoodsapproaches(DfID,1999).For

    children,thediscussionofnutritionaloutcomesbearssimilaritiestoUNICEFsCausalFrameworkofMalnutrition

    (MaxwellandFrankenberger,1992,p.25).ThisexpositionbuildsonideasfoundinBaulchandHoddinott(2000),

    HoddinottandQuisumbing(2010)andHoddinott(2012).

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    settingcaptureshowrulesaredeveloped,implementedandenforced.Thisincludesthe

    politicalprocesseswhichcreaterulesforexample,centralizedordecentralizeddecision

    making,dictatorialordemocraticandsoonandtheimplementationoftheserulesthrough

    bureaucracies,parastatalsandthirdpartyorganizations.

    Finally,theeconomicsettingcapturespoliciesthataffectthelevel,returns,and

    variabilityofreturnsonassetsand,assuch,influencechoicesregardingproductiveactivities

    undertakenbyindividuals,firmsandhouseholds.Inoursetup,thishastwoprincipal

    components.Therearemacrolevelconsiderations:economicpolicy(fiscalandmonetary);

    balanceofpayments;exchangerates;foreignexchangereserves;opportunitiesandconstraints

    foreconomicgrowth;andtrendsingrowthandemployment.Therearemesolevelormarket

    levelconsiderationsthatcapturetheirstructure,conduct,andperformanceasmeasuredby

    pricelevels,variability,andtrendsaswellasgovernmentpoliciestowardsthese.Whilemany

    marketsaffectthelivelihoodsandwellbeingofpoorpeopleofparticularimportancehereis

    thefunctioningofthemarketforfood.Relevantconsiderationshereincludethecontestability

    ofsuchmarkets,theextentofdomestic,regionalandinternationalmarketintegrationandthe

    presenceandlevelofdutiesorquantitativerestrictions(suchasquotas)oninternaland

    externaltrade.

    Householdshaveresources.Theycanbedividedintotwobroadcategories:time(or

    laborpower)andcapital.Timereferstotheavailabilityofphysicallaborforwork.Wedivide

    capitalintothreecategories.Oneareassetssuchasland,toolsandequipmentusedfor

    agriculturalornonagriculturalproduction,livestock,socialcapitalandfinancialresourcesthat,

    whencombinedwithlabor,produceincome.Asecondishumancapitalintheformofformal

    schoolingandknowledge.Knowledgeincludeshowtorecognizeandtreatillness,howto

    maintaingoodhealth.Italsoincludesknowledgeofgoodnutritionpracticessuchas

    appropriatecomplementaryfoodsandthefrequencyoffeedingofyoungchildren.Thefinal

    resourceishumancapitalintheformofhealthandnutritionstatusspecifically,thephysical

    capacitytodowork.Somehouseholdresources,suchashealthandschooling,arealwaysheld

    byindividualswhileotherssuchaslandandfinancialcapitalmaybeindividually(forexample,

    menandwomenmaynotpooltheirlandholdings)orcollectivelyowned.

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    Householdsallocatetheseresourcestodifferenttypesoflivelihoodstrategiesor

    activities.Theseactivitiescanbedividedinanynumberofways,forexample:agricultural

    activities;wageworkoutsidethehousehold;andnonagriculturalownbusinessactivities.Some

    oftheseareadirectsourceoffoodwhileothersgeneratecash.Inaddition,householdsmay

    obtainfoodorcashincomefromtransfersreceivedintheformofremittancesorgiftsfrom

    othercommunitymembersorfromthecommunityitselforthroughgovernmentinterventions.

    Conditionalontheresourcesavailabletothehousehold,thechoiceofaparticularsetof

    activitiesisaffectedbyperceptionsofthelevelandvariabilityofreturnstoeachactivity,the

    timeperiodoverwhichthosereturnsareearned,andthecorrelationofreturnsacross

    activities.Forexample,thehouseholdmaydecidetogrowamixofcropsthatembodydiffering

    levelsofsusceptibilitytoclimaticshocksandreturns.

    Theseactivitiesgenerateincome.Buttherelationshipbetweentheseallocationsand

    outcomessuchasfoodsecurity,hungerornutritionisnotdeterministic.First,randomevents

    orshockscan,andindeeddooccur.Differentenvironmental,economic,governance,social

    andlegalsettingswillproducedifferentcombinationsofpossibleshocks. Thesecanaffectthe

    stockofassets,thereturnstotheseassetsindifferentactivitiesandtherelationshipbetween

    incomegeneratedandconsumptionorothermeasuresofwellbeing.Second,households

    allocateincometogoodsthataffectfoodsecurityandnutritionalstatus,othergoods,and

    savings.Choicesmadeacrossthesereflectpreferencesofhouseholds(eitherexpressed

    collectivelyorastheoutcomeofbargainingamongstindividualmembers),thepricesofall

    goodsthattheyfaceandthesettingsinwhichtheyfindthemselves.Goodsthataffectfood

    securityincludefoodconsumptionatthehouseholdlevel(referredtoasfoodaccessinmuchof

    thefoodsecurityliterature);goodsdirectlyrelatedtohealthcare,suchasmedicines;andgoods

    thataffectthehealthenvironment,suchasshelter,sanitation,andwater.Thesethreegoods,

    togetherwithknowledgeandpracticeofgoodnutritionalandhealthpractices(calledcare

    behaviors)andthepublichealthenvironment(forexample,theavailabilityofpublicly

    providedpotablewater),affectillnessandindividualfoodintake,whichinturngenerates

    nutritionalstatusorfoodutilization.Individualintakesareareflectioninpartofindividual

    needs,whichthemselveswillvarybyageandsex,byhouseholdchoicessuchasdecisionsto

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    protectthemostvulnerablemembersintimesofstressortoallocatecaloriestothosewiththe

    highestworkrelatedcaloricneeds,bynormsregardingintrahouseholdfoodallocation(for

    example,anormthatmeneatbeforewomenoronewhereproteinrichfoodsaregivento

    higherstatushouseholdmembers)and,inthecaseofveryyoungchildren,caregiverpractices

    relatingtothefrequencywithwhichinfantsarefed.

    2.2Globalestimatesoftheprevalenceofhungerandundernutrition

    Hunger

    From

    our

    discussion

    of

    definitions

    and

    our

    conceptual

    framework,

    there

    are

    a

    number

    of

    conceptsthatwecouldconsidermeasuring:foodsecurity;hunger;householdfoodacquisition;

    foodintake;andnutritionalstatus.Whileindividualstudiesprovidemanymeasuresofthese,at

    thegloballevel,informationislimitedtoaspecificmeasureofhungerandofelementsof

    nutritionalstatus.Therearenoestimatesofthenumberofpeoplewhoarefoodinsecure.

    Therearenodirectestimatesoftheextentofhungry.Thatistherearenodirectestimates

    basedonacomparisonofmeasuredintakesandminimumdietaryrequirements.Instead,the

    most

    widely

    cited

    data

    on

    the

    number

    of

    persons

    considered

    hungry

    come

    from

    the

    United

    NationsFoodandAgricultureOrganization(FAO).FAOconstructsanindirectmeasureofthe

    followingform:

    [FAO]estimatestheprevalenceofundernourishment[orhunger]astheproportion

    ofthepopulationintheCountrywithalevelofDietaryEnergyConsumption(DEC)

    lowerthantheDietaryEnergyRequirements(DER)(CafieroandGennari,2011).

    ThecalculationofDERbeginswithcountrylevelcensusdataonpopulationsize,

    disaggregatedbyageandsex.Thedisaggregateddataareneededbecausebasalmetabolic

    rateswhichaccountforalargefractionofenergyrequirementsforbodiesatrestdifferby

    bothageandsex.ThisthenadjustedforaminimalPhysicalActivityLevel(PAL)compatible

    withahealthylife(CafieroandGennari,2011,p.17)andwithanallowanceforthefactthata

    certainpercentageofthefemalepopulationwillbepregnantinanygivenyear(FAO,2008).

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    DECisbasedoncombiningtwoitemsofinformation.Onanongoingbasis,FAO

    constructsestimatesofmeanpercapitadietaryenergysupply(production+stocks post

    harvestlosses+commercialimports+foodaid exports)intowhatiscalledafoodbalance

    sheet.Whencalculatingthenumberofundernourishedpeople,takesathreeyearaverageof

    thesedata.Itthenimposesadistributiononthissupply.Thedistributionisoften,butnot

    always,takenfromahouseholdbudgetsurveyfromwhichestimatesofhouseholdcaloric

    acquisitionarederived.

    Apartfromthereliabilityofcensusdata,theconstructionofcountrylevelDERsis

    relativelyunproblematic.Otherelements,however,aremorecontroversial.Dietaryenergy

    supplyisnotmeasureddirectlyandsoanyerrorsinitscomponents,suchasfeedandstock

    estimatesbothofwhicharenotoriouslydifficulttomeasure,aretransmittedtoit(Jacobsand

    Sumner,2002).Ofevengreaterconcernistheconstructionofanassumeddistributionof

    caloricintakes.Consider,forexample,thedistributionderivedintheillustrativeexamplefroma

    recentNationalHouseholdBudgetSurveyconductedinthehypotheticalcountry(FAO,2008,

    p6).Thisshowsthatforthepoorestdecile,averageDECis1554kcal/person/day.Forthe

    secondrichestdecile,itis3093andfortherichestdecile,itis3373.Bothareproblematic.The

    DECfigureforthepoorestdecileisnearlyidenticaltothedietadministeredtovolunteers

    duringtheMinnesotaStarvationExperiment,anintakelevelwhichhaditcontinuedformore

    thanthe24weeksoftheexperimentwouldhavelikelyledtothedeathsoftheparticipants

    (Keysetal,1950).Attheotherendofthedistribution,therisinglevelsofDECareinconsistent

    withmicroeconometricevidenceofHoddinott,SkoufiasandWashburn(2000)andothersthat

    showsthatcaloricincomeelasticitiesarevirtuallyzeroinrelativelywealthyhouseholds.A

    secondexampleisfoundinthetechnicalappendixtoFAOsStateofFoodInsecurityinthe

    World,2010.ThisshowsthatupdatingthedistributionaldataforIndiareducedtheestimated

    numberofhungrypeopleby31millionpeoplein200507and57millionpeoplein200002.

    Whiledebatesoverthismethodologycontinue,thenumbersproducedbyFAOcurrently

    providetheonlyguidetoglobalnumbersofthehungry.3Table2.1providestheseestimatesfor

    3FAOswebsitenotes,Duringitsmeetingin2010,theCommitteeonWorldFoodSecurity(CFS)askedFAOto

    reviewitsmethodologyforestimatingundernourishmentinordertoprovidemoretimelyupdatesandincorporate

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    theperiods196971to2010.Theseshowthataslowdriftdowninabsolutenumbersbetween

    196971and199597.Thenumberofundernourishedremainsrelativelyunchangedoverthe

    2000sbeforefirstspikingup,thendown,followingthe2008foodpricecrisis.Theglobal

    prevalenceofhungerdropsfrom33to14percentbetween196971and200002,risingto18

    percentin2009.

    Table2.2providesabreakdownbythenumberofpeopleconsideredundernourishedby

    region.4ThehungryarefoundpredominantlyinAsia(567million)andsecondarilyinsub

    SaharanAfrica(217million);thesetworegionsaccountformorethan90percentoftheworlds

    hungry.Unfortunately,eventhisregionaldisaggregationisnotespeciallyhelpful.Sixcountries

    China,India,Bangladesh,Pakistan,EthiopiaandtheDemocraticRepublicofCongoaccounted

    for62percentoftheglobalhungryin200608.Estimatedchangesinthesecountriesdominate

    theheadlinechangesinglobalestimatesofhunger.Forexample,between199092and2005

    07,thenumberofhungrypeoplefellby80millioninChinabutroseby65millioninIndiaand

    14millioninPakistan.InsubSaharanAfrica,thenumberofhungryroseby32millioninthe

    DRCandthisaccountedfor60percentofthecontinentsincreaseinundernourishment

    between199092and200507.

    Twofurtherlimitationsshouldbenoted.Noneoftheseestimatesgiveusanysenseas

    totheseverityofhunger.TheymakenodistinctionbetweensomeonewithDECjustslightly

    belowtheDERandsomeonewhoseDECis20or30percentbelowthiscutoffeventhough

    hungerforthelatterpersonissignificantlymoresevereandmoredebilitating.Second,they

    givenosensewherethehungryarefoundwithinindividualcountries.Behrman,Aldermanand

    Hoddinott(2004)citedstatisticsfromtheUNsHungerTaskForce(2003)thatsuggestedthat

    approximately50percentofthosewhoarehungrygloballyareinfarmhouseholds,22percent

    aretherurallandlessand20percentliveinurbanareasandeightpercentareresource

    dependent(pastoralists,fishersetc).Unfortunately,therehavebeennoupdatesofthese.

    allrelevantinformation,includinganalysisofthelargenumberofhouseholdsurveysthathavebecomeavailablein

    recentyears.Therefore,noupdatedestimatesforthenumberofundernourishedpeoplein2009and2010are

    reported,norhasanestimatebeenmadefor2011.(FAO,2012).4Regionalbreakdownsarenotavailableafter200608.

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    Undernutrition

    Incontrasttothesomewhatmessyapproachestodefiningandmeasuringhungerandfood

    insecurity,aconsiderablebodyofknowledgeexistssurroundingthemeasurementof

    undernutrition.

    Linear(height)growthfailureiswidespreadinpoorcountries.Anestimated175million

    ormorepreschoolchildrenarestunted,meaningtheirheightgiventheirageismorethantwo

    standarddeviationsbelowthatoftheinternationalreferencestandard(Blacketal.2008;UN

    SCN,2010).Table2.3providesdataontheregionaldistributionofstuntingalongwithtrendsin

    prevalencessince1990.Inbrief,globallytheprevalenceofstuntinghasbeenfallingsince1990

    buttheregionaldistributionalofthistrendisunevenwithrapidfallsbeingobservedineastern

    Asia,amoregradualdeclineinLatinAmericaandtheCaribbeanandnochangeinsubSaharan

    Africa.ThegreatestconcentrationofstuntedchildrenisfoundinsouthcentralAsia.Table2.4

    providescomparablestatisticsontheprevalenceoflowweightforage,aMillenium

    DevelopmentGoal(MDG)indicator.Theseshowasimilarpatternofchangeovertime.

    Thephysicalandneurologicalconsequencesofgrowthfailurearisingfromchronic

    undernourishmentareincreasinglywellunderstood.Chronicnutrientdepletion,resultingfrom

    inadequatenutrientintake,infection,orboth,leadstoretardationofskeletalgrowthin

    childrenandtoalossof,orfailuretoaccumulate,musclemassandfat(Morris2001);thislost

    lineargrowthisneverfullyregained(Steinetal.2010).Chronicundernutritionhasneurological

    consequences,adverselyaffectingthehippocampus,damagingchemicalprocessesassociated

    withspatialnavigation,memoryformationandreducingmyelinationofaxonfibers;see

    Hoddinottetal(2011)forfurtherdiscussionandreferences.

    Micronutrientdeficienciesareanotherimportantcomponentofundernutrition.These

    arediscussedatlengthinBehrman,AldermanandHoddinott(2004)andHorton,Aldermanand

    Rivera(2008)soourtreatmenthereisbrief.Thegreatestconcernlieswithdeficienciesin

    VitaminA,iron,iodineandzinc.VitaminAdeficienciesareassociatedwithincreasedriskof

    infantandchildmortality;Blacketalestimatethattheyaccountforjustover650,000deaths

    annuallyinchildrenunderfive.Currently,approximately163millionpreschoolchildrenare

    VitaminAdeficientwiththehighestprevalencesfoundincentralsouthAsia(includingIndia)

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    andcentralandwestAfrica.Iodinedeficiencyadverselyaffectsdevelopmentofthecentral

    nervoussystemleadingtomentalretardationandstuntedgrowth(UNSCN,2010).While

    increasedavailabilityofiodizedsalthasreducediodinedeficiencies,UNSCN(2010)estimates

    that1.8billionpeopleareiodinedeficientasmeasuredbylowurinaryiodine.Thevastmajority

    ofthesepeople1.3billionarefoundinAsia.

    Anemiaiswidespreadinthedevelopingworld.Inwomen,thisleadstoincreasedriskof

    maternalmortalityandillhealthandlowmaternalironavailabilityleadstoreducedironstores

    innewborns(UNCSN,2010).Irondeficiencyinchildrenconstrainscognitivedevelopment

    (UNSCN,2010).Worldwide,morethan40percentofpregnantwomenasare47percentofpre

    schoolchildren(Blacketal,2008).UnlikeVitaminAandiodinedeficiencies,theseprevalences

    haveremainedstubbornlyhighoverthelasttenyears.Zincdeficiencyaffectschildrens

    physicalgrowthandleadstoincreasedsusceptibilitytoanumberofinfectionsincluding

    diarrheaandpneumonia(Brownetal,2009).Currently,therearenoglobalestimatesofzinc

    deficiency.

    2.3TheIMPACTmodel

    Inthissection,weprovideanapplicationofthemodeldescribedinsection2.1totwooutcome

    measuresdescribedinsection2.2,thenumberofundernourishedpeopleintheworldandthe

    numberofundernourishedchildrenasmeasuredbyweightforage.Wedosousingthe

    InternationalModelforPolicyAnalysisofAgriculturalCommodityandTrade(IMPACT)model.

    IMPACTisapartialequilibrium,multicommodity,multicountrymodel.

    IMPACTcoversover46cropsandlivestockcommoditiesincludingcereals,soybeans,

    rootsandtubers,meats,milk,eggs,oilseeds,oilcakes,sugar,andfruitsandvegetables.It

    includesasetof115countries/regionswhereeachcountryislinkedtotherestoftheworld

    throughinternationaltradeand281foodproducingunits(groupedaccordingtopolitical

    boundariesandmajorriverbasins)(Rosegrantetal,2008). Itstartswithassumptionsabout

    specificaspectsofthesettingsdescribedinsection2.1.Theseincludeassumptionsabout

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    populationgrowth,5urbanization,andtherateofincomegrowth.Notethattheextensive

    degreeofgeographicdisaggregationintheIMPACTmodelmeansthatindividualcountrylevel

    variationsintheseassumptionstypicallyhavelittleimpactongloballevelprojections.IMPACT

    alsomakesassumptionsaboutinternationaltraderegimesforbothagriculturalandnon

    agriculturalcommodities;itispossible,however,torelaxthese.Forexample,Rosegrant(2008)

    describestheconsequencesforglobalfoodpricesoftradedistortingsubsidiestobiofuels.

    Crucially,however,IMPACTdoesnottakeonedimensionofthephysicalsettingwater

    availabilityanduseasgivenbutinsteadmodelsthisexplicitly.

    InIMPACT,agriculturalactivitiesarecarefullymodeled.Growthincropproductionin

    eachcountryisdeterminedbycropandinputprices,exogenousratesofproductivitygrowth

    andareaexpansion,investmentinirrigation,andwateravailability.Othersourcesofincome

    are,inIMPACT,assumedtofollowfromtheWorldBanksEACCstudy(Margulisetal.2010),

    updatedforSubSaharanAfricaandSouthAsiancountries.Demandforagricultural

    commoditiesisafunctionofprices,income,andpopulationgrowth.Fourcategoriesof

    commoditydemandareincluded:food,feed,biofuelsfeedstockandotheruses.Asapartial

    equilibriummodel,demandsfornonfoodrelatedgoodsarenotconsidered.Themodellinks

    countriesandregionsthroughinternationaltrade,usingaseriesoflinearandnonlinear

    equationstoapproximatetheunderlyingproductionanddemandrelationships.World

    agriculturalcommoditypricesaredeterminedannuallyatlevelsthatclearinternational

    markets.IMPACTisdesignedtorecognizethatthereareinterlinkageswithintheagricultural

    sectorandthatexogenouschangescanplayoutincomplexways.Forexample,urbanization

    andincomegrowthmeanthatmeatanddairyconsumptionarelikelytogrowrapidlyasbetter

    offconsumersdiversifydiets.Whilethismeansthattheconsumptionofcerealspercapitawill

    decline,someofthisdeclineisoffsetbyincreaseddemandforanimalfeeds.Foradetailed

    descriptionoftheIMPACTmethodology,pleaseseeRosegrantetal.(2008).

    IMPACTgenerateslongtermprojectionsoffoodsupply,demand,trade,andpricesthat

    enableustoestimatethetrendsinglobalfoodsecuritybetweennowand2050.Thesecanbe

    5PopulationprojectionsaretheMediumvariantpopulationgrowthrateprojectionsfromthePopulation

    StatisticsdivisionoftheUNandincomeprojectionsareestimatedbytheauthors,drawinguponMillennium

    EcosystemAssessment(2005).

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    thoughtasbusinessasusualscenariosthatwouldprevailintheabsenceoftheinvestments

    wedescribeinsection3.1.Thesebaselinescenariosdonotconsidertheconsequencesfor

    agriculturalproductionofclimatechange;wereturntotheseinsection3.2.Withthisinmind,

    webeginwithprojectionsforworldpricesofmajoragriculturalcommodities.Theseare

    presentedinTable2.6.Pricesincreaseforallmajoragriculturalcommoditiesbetween2010and

    2050.Thisisaresultofsignificantriseindemanddespitetheincreaseinproductionandalso

    duetoconstraintsoncropproductivityandarea.Pricesincreasessignificantlywithhighest

    priceincreaseinrapeseedoilfollowedbymaize,wheatandrice.Rapeseedoilandsoybeanoil

    priceincreasesarebecauseofbiofuelinitiativesbyEUandUSthatincreasedemandforthese

    oils.Withtheincreaseindemandforlivestockandtheriseinfeedstockprices,largeprice

    increasesareseeninlivestocksectorparticularlyforporkandpoultry.Thepriceofpork

    increasesby55%andpoultryby47%between2010and2050.

    ThebaselineresultsforshareofatriskofhungerareshowninTable2.7.Globally,

    IMPACTpredictsthatunderbusinessasusual,thereisessentiallynochangeinthenumberof

    hungrypeopleintheworldin2025andonlyamodestdecline,from884to776millionby2050.

    Givenapredictedglobalpopulationof9.3billionbytheyear2050,thisprojectionimpliesa

    declineintheprevalenceofhungerfrom16to8.2percent.Therearealsosignificantregional

    variationsinthedistributionofhunger.InLatinAmericaandtheCaribbeanthereisa24%

    declineinthepopulationatriskofhungerbetween2010and2050.SouthAsiawhichhasthe

    largestshareofpopulationatriskin2010onlyhasa26%declinewhichisslightlyhigherthan

    seeninLatinAmericaandtheCaribbean.Ontheotherhand,theshareincreasesbysignificant

    amountsinMiddleEastandNorthAfricaandSubSaharanAfricabetween2010and2050.

    IMPACTusesapproximationsofcarebehaviors,thehouseholdhealthenvironmentand

    foodintaketoprojectthenumberofchildrenthatwillbeunderweightin2050.Ituses

    elasticitiesofrelationshipsbetweenfemaleeducation(wherefemalesecondaryenrollment

    ratesserveasproxyforimprovedcarebehaviors),accesstohealthandsanitation(wherelife

    expectancyandaccesstosafewaterareusedasproxies)andchangesinfoodavailability(a

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    crudeproxyforfoodintake)takenfromacrosscountrystudybySmithandHaddad(2000).6

    BaselineprojectionsforunderweightaregiveninTable2.8.Thenumberofunderweight

    childrenslowlydriftslower,from163millionin2010to147millionin2025and118millionby

    2050.Overthisperiod,thedistributionofunderweightchildrenbecomesincreasingly

    concentratedintworegions,SouthAsiaandSubSaharanAfrica.By2050,84percentofall

    undernourishedchildrenresideintheseregions.

    3.Solutionstoglobalhungerandundernutrition

    Inthissection,wedescribesolutionstoreducingglobalhungerandundernutrition.Theseare:

    Investment1Acceleratingyieldenhancements Investment2Marketinnovationsthatreducehunger Investment3Interventionsreducethemicronutrientmalnutritionandreducethe

    prevalenceofstunting

    3.1Acceleratingyieldenhancements

    Basiccalculations

    Weconsidertheimpactonourbaselineprojectionsofadditionalresearchanddevelopment

    investmentsinagriculturalyieldenhancements.Weconstructanalternativescenariothat

    assumessignificant,butplausible,increasesintheseinvestmentswithresultingincreasesin

    cropandlivestockyields.Theseincluderesearchthatenhancesdrought,heatandsalt

    tolerance,identifyinganddisseminatingvarietieswithenhancedyieldpotential,addressing

    virulentwheatrust,developingresistancetocattlediseasessuchasEastCoastFever(which

    wouldincreasemilkyields)andsoildiagnosticsthatwouldpermitoptimalcombinationsof

    organicandinorganicfertilizers.7Specifically,thebaselineIMPACTmodelassumesannual

    6Thedatausedtomakethiscalculationareobtainedfrom:theWorldHealthOrganizations GlobalDatabaseon

    ChildGrowthMalnutrition,theUnitedNationsAdministrativeCommitteeonCoordination Subcommitteeon

    Nutrition,theWorldBanksWorldDevelopmentIndicators,theFAOFAOSTATdatabase,andtheUNESCO

    UNESCOSTATdatabase.7vonBraunetal(2008)describetheseinfurtherdetail.

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    globalpublicinvestmentinagriculturalR&Dof$5billionperyear.Inouralternativescenario,

    weincreasethisannualinvestmentby$8billionto$13billion.

    Thisinvestmentincreasesproductivity;itcanbethoughtofasameansbywhich,fora

    givensetofinputs(theassetsandlabordescribedinsection2.1),outputincreases.Specifically,

    weestimatethatthisinvestmentincreasestheyieldgrowthrateforcropsyieldsby0.40forall

    cropsandthelivestockyieldgrowthby0.20. Theimpactofhigherresearchinvestmentonyield

    growthratesisestimatedbyusingtheelasticityofyieldswithrespecttoresearchexpenditures.

    Theelasticititesaresynthesizedfromtheliterature,includingAleneandCoulibaly,2009;Kiani,

    Iqbal,andJaved,2008;Thirtle,Lin,andPiesse,2003;SchimmelpfenigandThirtle,1999;and

    Fan,Hazell,andThorat,1998.

    Yieldgrowthhasbothincomeandpriceeffects.Theincreaseinproductivityalso

    generatesincreasesinagriculturalGDPgrowth,whichleadstototalGDPgrowthaveraging0.25

    percentagepointshigherintheworldasawhole. TheimpactofagriculturalR&Dinducedcrop

    andlivestockproductivitygrowthonGDPgrowthisderivedbylinkedanalysisusingABAREs

    computablegeneralequilibrium(CGE)modelGTEM.Thecomputablegeneralequilibrium(CGE)

    modelGTEM(AhammadandMi,2005)isamultiregion,multisector,dynamic,general

    equilibriummodeloftheglobaleconomy.GTEMprovidesprojectionsforahostofvariables

    includinggrossregionalproduct(aGDPequivalentforGTEMregionaleconomies).TheGDP

    variablesfromGTEMwereusedtovalidatetheGDP(andpopulation)inputdatatoachieve

    crosssectoralconsistencywiththepartialgeneralequilibriumagriculturalsectormodel

    IMPACT(InternationalModelforPolicyAnalysisofAgriculturalCommoditiesandTrade)

    throughsoftlinking.OnceconsistentGDPgrowthrateshavebeenestablished,theGDPimpacts

    ofincreasedagriculturalproductivitygrowthcanbeestimatedforanyspecifiedincreasein

    productivity.

    Table3.1showsthepercentchangeintheworldcommoditypricesbetweenthe

    baselineandalternativescenariofor2050.Asaresultofhigheryieldsthatincreases

    production,thepricesinforalmostallthecommoditydecreasesfromthebaseline.Thelargest

    declineinworldpricesis68%forrapeseedoilfollowedby22%forricebetweenbaselineand

    alternativescenario.Ifwelookintolivestock,lowerfeedstockcostslowercostsofproduction,

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    leadingtoexpansioninproductionandthereforelowerprices.Pricesoflivestockdeclineby

    11%to12%betweenbaselineandalternativescenariofor2050.Therefore,withtheincreasein

    productivityofbothcropandlivestock,pricesarelowerinthealternativescenariothanthe

    baselinein2050.

    Table3.2showsIMPACTsprojectionsoftheeffectofthisinvestmentonthenumberof

    peopleprojectedtobehungryin2050.Theglobalnumberofhungryfallsfrom766to556

    millionpeople,adeclineof27percent.Withanestimatedglobalpopulationof9.3billionby

    2050,thisimpliesaglobalprevalenceofhungerof5.9percentmeaningthatprevalencewould

    be63percentless(5.9v16)in2050thanitwasin2010.Table3.2alsoshowsthatthis

    reductionismostpronouncedinthetwopartsoftheworldwherehungerremainsmost

    virulent.Inthisalternativescenario,bothSouthAsiaandSubSaharanAfricabothhavea35%

    declinebetweenbaselineandalternativescenario.OtherregionslikeLatinAmericaandthe

    Caribbean,MiddleEastandNorthAfrica,andEastAsiaandPacificalsomakesignificant

    reductionfromthebaseline.

    RecallthatintheIMPACTmodel,theseimprovementsinproductionfeedthroughto

    lowernumbersofunderweightchildrenthroughincreasedfoodavailability,oneinputintochild

    nutritionalstatus.ResultsareshowninTable3.3.Thereisareductioninthenumberofchildren

    predictedtobeunderweight,withthisfigurefallingfrom118to112millionwithhalfofthis

    reduction,sixmillionchildren,cominginSubSaharanAfrica.Bycontrast,thereductionin

    underweightprevalenceinSouthAsiaisonlytwomillionchildren,afallofonlysixpercent.This

    demonstratestheneedtocomplementtheseinvestmentswiththosethatattackothercauses

    ofundernutrition.

    UnderthisscenarioofincreasedinvestmentsinagriculturalR&D,anadditional$8billion

    dollarperyearwould,by2050,reducethenumberofhungrypeopleintheworldby210million

    andthenumberofunderweightchildrenbytenmillion.Butwhileimpressivenumbers,these

    donotnecessarilyprivilegetheseinvestmentsoverothersbeingconsideredunderCopenhagen

    Consensus2012.Mindfulofthis,wenowconstructabenefit:costratiofortheseinvestments.

    Costestimatesarestraightforward.Usinga5percentdiscountrate,thenetpresentcost

    ofthisadditionalinvestmentbetween2010and2050is$154billion.Wealsoestimatedthe

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    welfareimpactsofagriculturalresearchinvestmentsusingahighdiscountratewherewe

    doublethediscountrateto10percentandalowdiscountrateof3percent.Thenetpresent

    costbetween2010and2050isreducedto$87billionwhenhighdiscountrateisusedandis

    increasedto$214billionwiththeapplicationof3percentdiscountrate.

    Therearefivepotentialbenefitstreams:i)increasesinwelfaregainsresultingfrom

    lowerpricesfacedbyconsumers;ii)welfaregainsfromreducedyieldvolatility;iii)theoption

    valueofreducedyieldvolatilityresultingfromclimatechange;iv)productivitygainsderived

    fromtheimpactofincreasedcaloricconsumptiononworkerproductivity;andv)theincome

    gainsinadulthoodresultingfromreducedundernutritioninearlylife.Weconsideri)andii)

    hereandtheremainingpointsinthesubsectionsthatfollow.

    Weestimatewelfaregainsbycalculatingthechangesinconsumersurplus,producer

    surplus,andnetsurplusarisingfromtheinvestmentinducedchangesincropyields,production

    andfoodprices. Thebenefitcostratioisthencomputedastheratioofnetpresentvalueofthe

    netsurplustothenetpresentvalueoftheinvestmentcosts.Thewelfarecomponentofthe

    calculationsfollowsatraditionaleconomicwelfareanalysisapproachtoestimatethebenefits

    tosocietyontheconsumer andproducerside.Ontheconsumersidethisisstraightforward,as

    theIMPACTmodelhasdemandcurveswithdemandelasticities,whichallowsustocalculate

    theconsumersurplus.Ontheproducerside,itisnotasstraightforward,asthequantity

    suppliedofeachcommodityisanareayieldequation,anddoesnotrepresentthetraditional

    supplycurvethatreflectstheproducersmarginalcostcurve.Therefore,wehavesynthesized

    supplycurvesbylandtypeforeachactivityfromtheareaandyieldfunctions,calculatedthe

    producersurplusforeachofthesesupplycurvesandthenaggregatedtothenationallevel.The

    totalchangesinconsumerandproducersurplus,whencombined,provideuswithabenefit

    flow,whichwethenuseinabenefitcostanalysis,tocompareatechnologysoverallimpactin

    theagriculturesector.

    Becausecropandlivestockpricesdeclinebymorethantheincreasesinproductivity

    growth,thereisa3.87percentdeclineinproducersurplus.Bycontrast,consumersurplusrises

    substantially,by16.91percent.Thus,consumers(includingnetconsumingfarmersin

    developingcountries)gainsubstantiallyduetothelowerpricesandhigherconsumptioninthe

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    highproductivityscenario.Globally,thisadditionalinvestmentinagriculturalR&Draisestotal

    welfareby4.06percent,andwithafivepercentdiscountrateyieldsanetpresentvalueof

    benefitsof$2475billion,seeTable3.4.TheInternalRateofReturntoincreasedinvestmentsis

    61percentwithabenefitcostratioof16.1indicatingthehighreturnstoexpandedinvestment

    inagriculturalR&D.

    Weassessthesebenefitcostratiosundertwoadditionaldiscountrates(Table3.5). In

    thehighdiscountratescenario,wherethediscountrateissetto10percent,producersurplus

    declinesby2.42percentandtheconsumersurplusincreasesby10.38percentcomparedto

    16.91percentinthealternativescenario.Inthelowdiscountratescenario,wherethediscount

    rateissettofivepercent,producersurplusdeclinesby4.67percentandtheconsumersurplus

    increasesbyasignificant20.47percent.Thetotalwelfareusingthehighdiscountrateincreases

    by2.41percentgivinganetpresentvalueofbenefitsof$702billionwhichisaboutonethird

    thevalueofnetbenefitsinthealternativescenario. Butevenwiththisreductioninbenefits

    duetothehighdiscountrate,thebenefitcostratioremainshighat8.07.Ontheotherhand,

    whenadiscountrateofthreepercentisused,totalwelfareincreasesbyfivepercentgivinga

    netbenefitof$4561billion,almosttwicetheamountasseenwiththefivepercentdiscount

    rate.Usingthethreepercentdiscountrate,weobtainahighbenefitcostratioof21.31.These

    highratesofreturntoagriculturalresearchareconsistentwithalargeliteratureestimatingthe

    returnstoagriculturalresearch(Alstonetal,2009).

    Theseinvestmentsinnewcropvarietiesandlivestocktechnologiesarenotcountry

    specific.AninnovationthatraisesriceproductivitycanbereadilytransferredtoBangladeshor

    Thailand.Forthisreason,itdoesnotmakesensetotrytodisaggregatethecostsofthese

    increasedinvestmentsbycountryorregion.Thismeansthatwecannotcalculateregional

    specificbenefit:costratios.Butabsentanysortofdisaggregation,ourresultsareopentothe

    criticismthatwedonotsayanythingaboutthedistributionofbenefits.Isitthecase,for

    example,thattheincreasedconsumersurplusisdominatedbygainstowesternconsumers?

    Wecancalculatechangesinproducersurplus,consumersurplusandwelfareindifferent

    regionsusingdifferentdiscountratesasshowninTables3.6,3.7and3.8.Theseshowclearly

    thatwelfaregainsaredominatedbybenefitsaccruingtodevelopingcountries.

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    Thesebenefit:costratiosomitthefactthattheseinvestmentsarealsovariability

    reducing.Priortotheearly2000s,progressonthishadbeenrelativelyslow.However,new

    researchinthelasttenyearsbybothprivateandpublicsectoractorshasdemonstratedthat

    forrice(Prayetal,2011;Serrajetal2011),maizeandwheat(Kostandinietal,2009),itis

    possibletobreedvarietiesthatarebothhigheryieldingandalsolesssusceptibletodroughtand

    otherclimaticstresses.Forexample,Kostandinietal(2009)modelthebenefitsassociatedwith

    investmentsthatincreasesdroughttoleranceinrice,maizeandwheatwhilealsoachievingthe

    yieldgainsdescribedabove.Specificallytheymeasurethebenefitsofyieldvariancereductions

    asthemoneyvalueofreducedvariabilityinincomestoproducersandreducedpricevariability

    toconsumers.Calculatingthevalueoftheseiscomplex.Forproducers,theyneedtoaccount

    fortheshareofincomederivedfromthesecrops,thesizeofthereductioninyieldvariability,

    elasticitiesofsupply,adoptionratesofthesenewtechnologiesandriskpreferences.For

    consumers,theyneedtoaccountforpriceelasticitiesofdemand,theshareofexpenditures

    thatgotothesestaplesandriskpreferences.Anumberofthesevariables,suchasthe

    reductioninyieldvariability,arelocationspecificandintheirpaper,Kostandinietalrestrict

    theircalculationstoeightcountries:Bangladesh,Ethiopia,India,Indonesia,Kenya,Nigeria,the

    Philippines,andSouthAfrica.Theyestimatethatyieldvariancereductionsgenerateannual

    benefitstotheseeightcountriesof$569million,$256milliontoproducersand$313millionto

    consumers.8

    TheKostandinietalcalculationssuggestthatourbenefit:costratiosareunderestimates

    becausethebenefitsofreducedyieldvariabilityareunderestimated.Asanorderofmagnitude

    exercise,considerthefollowing.Supposethatthesedroughtresistantvarietiesaremade

    availableonawidescalestartingin2025.Thisisaconservativeassumptiongiventhatlarge

    scaletrialsofdroughtresistantmaizearealreadyscheduledfor2012.Weconservatively

    assumethatthe$569millionisthetotalglobalbenefitresultingfromreductionsinyield

    varianceandwillcalculatethestreamofbenefitsfrom2025to2050.Thepresentvalueofthese

    benefitsis$7,807million,$5,280millionand$2,213millionunderthree,fiveandtenpercent

    8Theyconductsensitivityanalyses,notingthatthesefindingsaresensitivetotheextenttowhichsupplyshocks

    inducepricevolatility.

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    discountratesrespectively.Table3.9showsthebenefit:costratioswhenthisadditionalbenefit

    isincluded.Evenundertheconservativeassumptionsusedhere,thebenefit:costratiosare

    large,rangingfrom33.5to57.7dependingonthediscountrateused.

    Accountingforclimatechange

    TheFourthAssessmentReportoftheIntergovernmentalPanelonClimateChange(IPCC,2007)

    concludedthattheevidencesupportingglobalwarminginunequivocalandthatthisisvery

    likelytobeaconsequenceofincreasedhumangreenhousecaseconcentrations.Theextentof

    thiswarmingissubjecttouncertainty,dependingonassumptionsaboutincomeandpopulation

    growth,landusechangesandtechnologicalprogress.TheIPCCconstructsasetofSpecial

    ReportonEmissionsScenarios(SRES)thatshowthatby2050,globalmeantemperatureswill

    risebyabout1oCundermostscenariosbutthatfurtherrises areexpectedafterthattimewith

    themagnitudeofthoserisesbeingscenariodependent.Howdotheimplicationsofclimate

    changeaffectourproposedinvestmentsinyieldenhancement?

    Nelsonetal(2010)provideadetailedassessmentoftheconsequencesoftheseclimate

    changescenariosonglobalfoodsupply,foodprices,theprevalenceofhungerand

    undernutritionin2050.TheydosobylinkingIFPRIsIMPACTmodelwiththeDecisionSupport

    SystemforAgrotechnologyTransfer(DSSAT)cropmodelsuite.DSSATtakesintoaccount

    locationspecificinformationonclimate,soils,andnitrogenapplicationtosimulatemultiyear

    outcomesbasedoncropmanagementstrategies,varietalimprovements,changesinsoil

    fertilityandchangesinweather.9Nelsonetalnote,Themodelingmethodologyreconcilesthe

    limitedspatialresolutionofmacroleveleconomicmodelsthatoperatethroughequilibrium

    drivenrelationshipsatanationallevelwithdetailedmodelsofbiophysicalprocessesathigh

    spatialresolution(Nelsonetal,2010,p6).Thisallowsthemtotakeintoaccountlocation

    specificeffectsofclimatechangeintermsofitsimpactontemperature,precipitationand

    9DSSATisunderpinnedbydetaileddatainputsandmodelingwork.Cropmodelsrequiredailyweatherdata,soil

    surfaceandprofileinformation,anddetailedcropmanagementasinput.Cropgeneticinformationisdefinedina

    cropspeciesfilethatisprovidedbyDSSATandcultivarorvarietyinformationthat[is]providedbytheuser.

    Simulationsareinitiatedeitheratplantingorpriortoplantingthroughthesimulationofabarefallowperiod.

    Thesesimulationsareconductedatadailystepand,insomecases,atanhourlytimestepdependingonthe

    processandthecropmodel.Attheendofthedaytheplantandsoilwater,nitrogenandcarbonbalancesare

    updated,aswellasthecropsvegetativeandreproductivedevelopmentstage(DSSAT,2012).

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    increasesinatmosphericconcentrationofCO2.10

    Theseimpactsareusedtomodel

    consequencesforcropproductivity.Inturn:

    Theclimatechangedrivenproductivityeffectsareincorporatedintothe

    hydrologyandeconomicelementsoftheIMPACTmodeltoassessthecombined

    effectsofeconomic,population,andclimatescenarios.Theprocessofmodeling

    agriculturalfuturesproceedsroughlyasfollows.Supplyisdeterminedatthe

    foodproductionunit(FPU)levelbyfarmerresponsestoprices,conditionedby

    assumptionsaboutexogenouslydeterminedarea(AGRs)andyieldgrowthrates

    (IPRs)aswellasassumptionsregardingclimateproductivityeffectsonirrigated

    andrainfedcrops.Demandisdeterminedatthenationallevelbyconsumer

    responsestochangesinnationalincomeandprices.Whensupplyisgreaterthan

    demand,exportsoccur.Fortheworld,nettradeinacommoditymustbezero.

    Worldpricesareadjustedtoensurethisoutcomeforayear.Thisprocessis

    repeatedforeachyearthroughto2050(Nelsonetal,2010,p.20)

    Nelsonetal(2010)modeltheseclimatedrivenproductivitychangesunderthreeincome

    andpopulationgrowthscenarios.11

    Table3.10showsbaselinescenariosfortheproductionof

    threecrops,maize,riceandwheat.Comparedtoperfectmitigationinvestmentsthatwould

    ensurethatatmosphericconcentrationofCO2in2050werethesameasthosefoundin2010

    climatechangereducesmaizeproductionby52.6millionmetrictonnes,riceproductionby37.6

    millionmetrictonnes,andwheatproductionby66.7millionmetrictonnes.Linkingthese

    changesinagriculturalproductiontotheprevalenceofchildunderweight,Nelsonetalshow

    thatundertheirbaselinescenario,absentperfectmitigation,childunderweightwouldbe9.8

    percenthigherin2050.Thisisanincreaseof11.5millioninthenumberofundernourished

    children.

    Havingundertakenthesecalculations,Nelsonetalsimulatetheimpactofanumberof

    investmentsthatwouldoffsetthemalignimpactsofclimatechangeonproduction.These

    includeboostingproductivitygrowthinavarietyofcropsandimprovementsinirrigation

    efficiency.Thefollowingexamplegivesaflavorofthese.Supposethatadditionalspendingis

    10Specifically,Nelsonetal(2010)useversion4.5ofDSSAT,withatmosphericconcentrationofCO2in2050setat

    369ppm,seeNelsonetal(2010,pp.1418)forfurtherexplanation.11

    Theseare:baseline(WorldBankprojectionsforglobalincomegrowthandUNmediumvariantpopulation

    projections);pessimistic(lowincomegrowthratesandUNmediumvariantpopulationprojections);andoptimistic

    (highincomegrowthratesandUNlowvariantpopulationprojections).SeeNelsonetal(2010,Table1.1)for

    furtherdetails.

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    undertakenthatraisesproductivitygrowthinwheatproductionbytwopercentperyearin

    sevendevelopingcountriesthataccountforabout40percentofglobalwheatproduction.12

    Theseinvestmentsreduceexpectedincreasesinwheatpricesbyjustunder50percent.It

    reducesthenumberofunderweightchildrenby3.3millionwithmostofthisreduction

    occurringinmiddleincomedevelopingcountries.Insodoing,itoffsets28percent(3.3/11.5)of

    thepredictedincreaseinchildrensundernutrition.

    Nelsonetal(2010)alsonotethatclimatechangemaywellresultinincreasedfrequency

    ofextremeweathereventssuchasextendeddroughts.Theygivetheexampleofafailureofthe

    monsoonrainsbetween2030and2035asanexample.Werethistooccur,theirmodeling

    suggeststhatglobalpriceswouldriseasreducedsupplyfromsouthAsiawouldnotbeoffsetby

    increasedproductionelsewhere.Overtheperiod20302040,priceswouldfirstrise,peakingin

    2035atincreasesof43percent(wheat),16percent(rice)and67percent(maize)overtrend

    beforefallingbacktotrendby2040.Inaddition,thisextendeddroughtwouldincreasethe

    numberofunderweightchildrenbyaround900,000.

    Movingfromexamplessuchasthesetothecalculationofbenefit:costratiosis

    enormouslydifficult.AsNelsonetalcarefullyexplain,differentclimatemodelsproduce

    differentpredictionsofthegeographicdistributionoftheimpactsofclimatechange impacts

    thatareamplifiedbydifferentassumptionsregardingglobalincomeandpopulationgrowth

    whichaffectthepredictedtrajectoryofglobalfoodprices.Inturn,thisaffectsthebenefits

    associatedwithinvestmentsinproductivityenhancinginvestmentsindifferentcropsandin

    differentcountries.Theyalsonotethatclimatechangeisexpectedtoincreasethefrequencyof

    severeweathereventssuchasdroughtsbutitisnotpossibletopredictwhereandwhenthese

    willoccurandtheynotethattheirsouthAsiaexampleismeanttobeillustrative.

    Inlightofallthis,wedonotcalculateformalbenefit:costratiosofagricultural

    investmentsthatmitigatetheimpactofclimatechangeonyieldlevelsandvariability.Instead,

    wearguethatthesechangesinducedbyclimatechangeimplythatthereisanoptionvalueto

    investmentsinagriculture.Toseethis,considerthefollowing.Wetakethepredictedchanges

    inpricetrajectoriesbetween2030and2040thatanextendeddroughtinsouthAsiabetween

    12TheseareIndia,Pakistan,Argentina,Iran,Ukraine,China,andKazakhstan.

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    2030and2035wouldinduce.Wecalculatethecosttoconsumersofthishigherpricebasedon

    currentconsumptionlevelsforthesethreestaples.Thepresentvalueofthisglobalcostis$247

    billion.BasedonthepatternsweseeinTables3.6,3.7and3.8,weassumethatathirdofthis

    costistransferredtoproducerssothenextwelfarecostis$165billion.Wefurtherassumethat

    theprobabilityofaneventofthismagnitudeoccurringis25percentandsothenetpresent

    valueofthiscostexcludingcostscreatedbyhigherpricevariabilitythatmightoccurandthe

    costsassociatedwithincreasedchildundernutritionis$41billion.Theoptionvalueof

    agriculturalinvestmentsthatmitigatetheimpactofclimatechangeonyieldlevelsand

    variabilityistheamountofmoneythatonewouldbewillingtopaynowtoreducethecostsof

    suchextremeweathereventsinthefuture.Assumingthisoptionvalueispositive,itisafurther

    streamofbenefitsinadditiontothosedescribedabove.

    Calorieproductivityandundernutritionbenefits

    Atleastsincethelate1950s,economistshavehypothesizedalinkbetweencaloricintakeand

    workerproductivity(Leibenstein,1957),alinksometimesreferredtoasthewageefficiency

    hypothesis.Initssimplestform,theargumentisthatindividualswithverylowcaloricintakes,

    possiblyexacerbatedbylowbodymass,haveinsufficientenergytoundertakeremunerative

    labor.Dasgupta(1993)providesmoredetails,notingthatunderthishypothesis,lowcaloric

    intakesarebothaconsequenceandcauseofpoverty.Teasingouttheselinks,however,is

    enormouslycomplicated.Thedatademandsarehigh,requiringdetailedindividuallevel

    informationonintakesandphysicalactivitiesaswellasdatathatallowstheanalysttoaccount

    forthefactthat,ineconometricterms,bothareendogenous.Giventhesedatarequirements,

    notsurprisinglytheempiricalliteratureisscant.Carefullyexecutedstudiesprovidesome

    evidencesupportingthewageefficiencyhypothesisbutthatthisevidencetendstobe

    locationally,temporally(egharvest,seasonofpeaklabordemand,BehrmanandDeolalikar,

    1989)andsexspecific(Pitt,RosenzweigandHassan,1990).Giventhisheterogeneity,wedonot

    calculatetheadditionalbenefitstreamderivedfromtheimpactofincreasedcaloric

    consumptiononworkerproductivity.Instead,wenotetheimportantimplicationthatthe

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    existenceoftheseadditionalbenefitstreamsimpliesthatourbenefit:costratiosare

    conservative.

    Lastly,Behrman,AldermanandHoddinott(2004)andHorton,AldermanandRivera

    (2008)havestressedthatinvestmentsthatreduceundernutritioninpreschoolchildren

    provideconsiderableeconomicbenefits.Asdiscussedabove,investmentsinagricultural

    researchanddevelopmentdoreduceundernutritionbutthemagnitudeofthischangeis

    relativelysmall.

    3.2MarketinnovationsthatreducehungerTheconceptualmodeldescribedinsection2.1placedparticularemphasisontheeconomic

    settinginwhichahouseholdfindsitself.Wedescribedtheeconomicsettingascapturing

    policiesthataffectthelevel,returns,andvariabilityofreturnsonassetsand,assuch,influence

    choicesregardingproductiveactivitiesundertakenbyindividuals,firmsandhouseholds.We

    notedthatthisincludedmesolevelconsiderationsthatcapturedfoodmarketstructure,

    conduct,andperformanceasmeasuredbypricelevels,variability,andtrendsaswellas

    governmentpoliciestowardsthese.Roughly80percentoftheglobalhungryand75percentof

    theworldspoorliveinruralareasandhalftheglobalhungryaresmallholders.(UNHunger

    TaskForce,2003)Givenallthis,arethereinvestmentsthatcanimprovethesesettingsfor

    smallholders,forexamplebylinkingfarmstomarkets,reducingtransactioncostorreducing

    risk?Inthissection,weconsidertwo:i)theprovisionofmarketinformationthroughcellular

    phones;andii)reducingbarrierstofertilizeraccess.

    Informationand

    Communication

    Technologies

    Modelsofperfectcompetitionpredictthemaximizationofsocialwelfare.However,this

    predictionreliesonasetofcriticalassumptions.Oneofthesekeyconditionsistheprevalence

    ofperfectinformation.SincethepublicationofStiglers(1961)seminalwork,suchassumption

    hasbeencontested.Imperfectinformationispervasiveinmanyagriculturalmarketsin

    developingcountries,aconsequenceofremoteness,poorinfrastructureandthinmarkets.The

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    deploymentofInformationandCommunicationTechnologies(ICTs)canremedysomeof

    dimensionsofimperfectinformation.Jensen(2010)arguessomeofthemaingainsof

    informationinagriculturalmarkets:

    Information,ArbitrageandEfficiency:Pricedifferentials(inexcessoftransportationcosts)cansignalagentstoreallocatetheirproductiontowardshigherprofit

    markets.Indoingso,therearepotentialgainstoaggregatewelfare.

    Information,MarketPowerandWelfareTransfers:Byloweringsearchcosts,phonesenableproducerstoresearchsalesopportunitiesinmoremarketsandtoobtainbetter

    pricesfortheirproducts.Thisargumentholdsalsoholdswhenfarmersdonotselldirectlyin

    markets.Eveninthepresenceofmonopsonisticmiddlemen,iffarmershavebetterinformation,

    tradersmayneedtoofferhigherpricestopreventfarmersfromsellingtheirproductsdirectly

    inothermarkets.Thisargumentalsoappliestoinputandtransportcostsasthefollowing

    anecdoteillustrates:

    Iwasinprocesstotransportmyproduceof(approx1000boxesin2trucks)toDelhi

    whenIgotanSMSthroughRMLthatthefreightratefromKotgarhtoDelhiisRs41.07

    perbox.Ishowedthismessagetothetruckoperator,whotillthenwascitingarateof

    Rs44perbox.FollowingthisIwasabletosettlethetransportingdealatRs.41.07,

    finallysavingaround3,000rupees(Reuters,2012).

    ReducedPriceVariability:Whenthereisnoinformation(andlimitedarbitrage),pricestendtovarywithlocalsupply.However,wheninformationiswidespread(andthereis

    morearbitrage),pricefluctuationsarerelatedtoaggregatesupply.

    ProductionPatterns:Informationcanalsoaffectlandusepatterns,wherehouseholdscanshifttowardsmoreprofitablecrops.

    Asmallnumberofstudiesexaminetheimpactofimprovedinformationflowson

    dimensionsofsmallholderwelfare.Thesetypicallyexploittheexistenceofnaturalexperiments,

    suchastherolloutofcellularphoneservicesoraccesstoradiobroadcasts.Theyprovidea

    rangeofestimates.Some,suchasSvenssonandYanagizawas(2009)studyoftheimpactof

    pricedisseminationviaradiofoundlargeincomegainsthroughhigherrealized,ontheorderof

    anincreaseof15percentinmaizeincome.SimilarlylargeeffectswerefoundinPeru(Chong,

    Galdo,andTorero,2005;Beuerman,2011)andthePhilippines(LabonneandChase,2009).

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    Othersfindmuchsmaller(Goyal,onetosixpercentimpactsonsoyabeanincomeinMadhya

    Pradesh,India)ornoeffects,Mitra,Mookherjee,ToreroandVisara(2011)andFafchampsand

    Minten(2012).Theliteratureissuggestiveofthepossibilitythatgainstoimprovedinformation

    flowsarelargerinsubSaharanAfricathansouthAsiaandthatthesearelargerwhereproducts

    aremoreperishable.

    Mindfulofthesevariationsinimpacts,considerthefollowinginvestmentthatincreased

    farmersaccesstomarketinformationthroughmobilephones.OurmodelhereistheReuters

    MarketLight(RML)ProgramwhichiswidelyavailableinIndia(Reuters,2012).UnderRML,fora

    monthlyfee,receivecropadvisorySMStextmessages.Thesearetailoredtospecificpointsin

    thecropcycle,includinglocationspecificinformationweatherforecasts,localmarketprice

    information,andlocalandinternationalcommodityinformation.Userscanconfigurethese

    messagessothattheyonlyreceiveinformationmostrelevanttothemintheirlanguageof

    choice.InIndia,themonthlycostofthisserviceis$1.50.Weassumethatmessagesareneeded

    forsixmonthsandweconvertthisUSdollarcostintopurchasingpowerparitydollarssoasto

    applyitacrossanumberofcountries.Inourbasemodel,theannualcostisPPP$21.92per

    householdor,assuminghouseholdsizesof5.5persons,PPP$3.98percapita.Wealso

    undertakeanalternativecalculationwhere,perhapsbecauseofscaleeconomies,thiscostis

    reducedby50percent.Weassumethatbeneficiariesareresponsibleforthepurchaseof

    handsets.Thiscanbethoughtofasacommitmentdevicethatselfselectsthosehouseholds

    whointendtousethisinformation.13

    Inourbasecase,wetakethesimpleaveragesoffourAfricanstudiesoftheimpactsof

    improvedmarketinformation(resultsinparentheses):SvensonandYanagizawa(15%),Futch

    andMcIntosh(noeffect),AkerandFafchamps(noeffect),andMutoandYamano(positive

    impactsforbananasbutnoimpactonmaize)andassumethattheaverageimpactisa3.75

    percentincreaseinagriculturalincomesthroughhigherprices.Fourpaperspresentedevidence

    fromsouthAsia:Mitraetal(noeffect),Goyal(1.6%),FafchampsandMinten(noeffect)and

    Jensen(8%)andthesimpleaverageoftheirestimatedimpactsisa2.4percentincreasein

    13Ifweincludedhandsetsaspartoftheinvestment,therewouldbeariskofbeneficiarieschoosingtoparticipate

    solelytoreceivethephone.BasicmobilephonesinsouthAsiaandmuchofAfricaarecheap,around$15,and

    thereisnoreasonwhysmallgroupsofhouseholdscouldnotpooltheirresourcestopurchasethese.

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    agriculturalincomes.Weconsidertwoalternativestothis:i)onewhereweassumebenefitsare

    lower14

    ,aonepercentincreaseinsouthAsiancountriesandatwopercentincreaseinAfrica;

    andii)onewherethebasecasebenefitsaredoubled,4.8percentforsouthAsiaand7.5

    percentforAfrica.Tocalculatebenefitstreamsandthetotalvalueofbenefitsobtained,we

    considertwosouthAsiancountries,BangladeshandIndia,andfourAfricancountries,Senegal,

    Ghana,Kenya,andTanzania.Tomaketheseresultscomparableacrosscountries,calculations

    forallscenariosarebasedonthefollowingassumptions:

    - Weconsiderthepercapitahouseholdexpendituresinruralareasasaproxyforincome.Weusethemostrecenthouseholdsurveyavailableforeachofthesecountries.Datasources

    arethefollowing:

    o Bangladesh:MeanpercapitaexpenditureinruralareasfromtheHouseholdIncomeandExpenditureSurveyof2005

    15

    o India:Meanpercapitaexpenditure inruralareas fromthe66throundoftheNationalSampleSurvey(2009/2010)

    16.

    o Tanzania:Meanpercapitaexpenditureinruralareasfromthe2007HouseholdBudgetSurvey.

    o Kenya: Average per capita expenditure of the fifth decile from the Kenya IntegratedHouseholdBudgetSurvey(KIHBS20052006)

    17

    o Senegal:AverageruralpercapitaexpenditurefromtheEnquteSngalaiseAuprsdesMnages(ESAMII)

    18

    o Ghana: Average rural per capita household expenditure from the Fifth Round of theGhanaLivingStandardsSurvey(GLSS5).

    - Also,weadjusthouseholdexpendituresforinflationandforpurchasingpowerparity(PPP)usingtheWorldBankDevelopment Indicators

    19.Thus,allareestimationsarecomparable

    acrosscountriesandexpressedin2010PPP$.

    14ThisisbasedonthefactthatMitra,Mookherjee,ToreroandVisara(2012),andFafchampsandMinten(2012)

    findnosignificanteffectforsomeICTinterventionsinIndiawhileGoyals(2010)estimatessuggestaonepercent

    lowerboundfortheimpact.15http://siteresources.worldbank.org/BANGLADESHEXTN/Resources/295759-1240185591585/BanglaPD.pdf16http://mospi.nic.in/mospi_new/upload/Press%20Release%20KI-HCE-66th_8july11.pdf17http://siteresources.worldbank.org/INTAFRREGTOPGENDER/Resources/PAKENYA.pdf18http://ns.ansd.sn/nada/site_enquete/CD_ESAM2/survey0/data/Rapport%20Esam2.pdf

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    - Theshareofcropsalesintotalincomeisaroughestimate(40%inAsiaand30%inAfrica).- The povertyelasticityof income isbasedon internationalexperience (minus two), taking

    intoaccountthatthebaseisruralincome.

    - The affectedpopulation isassumed to be two millionhouseholds in India,one million inBangladesh.InAfrica,theaffectedpopulationisassumedtobe5%oftheruralpopulation.

    ThesebasicdataaresummarizedinTable3.11andourresultsarereportedinTable3.12.

    Underscenario1withourbaseassumptionsaboutbenefitsandcoststhis

    investmentalwaysgeneratesapositiverateofreturn.Acrossthesesixcountries,thebenefit:

    costratiosliebetween1.41(Tanzania)and2.09(Kenya).Ifweareverypessimisticaboutthe

    benefitsandifwebelievethatitisnotpossibletoreducecosts(anespeciallystrong

    assumption),thenthebenefit:costratiosareonlyhighenoughtojustifythisinvestmentin

    KenyaandGhana.Butunderanyothersetofassumptions,thesebenefit:costratiosexceed

    oneandinsomecasestheydosobyaconsiderablemargin.Forexample,underthehigh

    benefit,reducedcostscenario,theserangefrom5.64to8.35.

    Investmentsthatincreasecompetitioninthefertilizermarket

    Itiswellestablishedthatlowadoptionofimprovedlandmanagementpracticesisoneofthe

    mainfactorsbehindlaggingagriculturalproductivityinmanydevelopingcountries.Althoughan

    increaseinfertilizeruseisnottheonlysolutiontothisproblem,countriesthathaveincreased

    theiragriculturalproductivityhavealsoconsiderablyincreasedtheiruseoffertilizer.Several

    regionalandlocalpolicieshavebeenpromotedinthepastyearstostimulatesustainable

    fertilizerusewithmixedresults,butnotmuchhasbeensaidaboutthehighandincreasing

    dependenceofdevelopingregionsonimportedfertilizer,whichisahighlyconcentrated

    industryatthegloballevel.AsshowninTable3.13,asmallnumberofcountriescontrolmostof

    theproductioncapacityforthemainnitrogen,phosphate,andpotashfertilizers.Thetopfive

    countriescontrolmorethanhalfoftheworldsproductioncapacityforallmajorfertilizer

    products.Similarly,exceptforChina,theindustryshowsahighlevelofconcentrationamong

    19http://data.worldbank.org/data-catalog/world-development-indicators

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    firmswithineachmainproducingcountry.Inmostcases,thetopfourfirmscontrolmorethan

    halfofeachcountrysproductioncapacity.

    Thehighlevelsofconcentrationinthefertilizerindustrymainlyresultbothfromhigh

    requirementsofrawmaterials,whicharenotavailableworldwide,andfrompotential

    economiesofscaleinproduction,whichresultincostefficiencies.However,highconcentration

    inanindustrymayalsoresultinmarketpowerexertionandtacitcollusionamongfirms,which

    mayallowafewcompaniestotakefulladvantage,forexample,ofinternationalpricespikesin

    energyandgrainmarketstothedetrimentoffarmerswealth.ConsiderFigure3.1.Thisshows

    thatduringthefoodcrisisof2008,whereoilandagriculturalpricesdrasticallyincreased,

    ammoniaandureapricesexhibitedevenhigherpricespikes.Bymid2008,whenthecrisiswas

    feltmost,ammoniaandureapriceswere23timeslargerthaninmid2007;oilandcornprices,

    inturn,were1.51.9timeslarger.Themarketpowereffectscouldbeoutweighingthecost

    efficiencyeffectsinthishighlyconcentratedindustry.

    HernandezandTorero(2011)analyzethisissueformally.Specifically,theyexaminethe

    relationshipbetweenfertilizer(urea)pricesandmarketconcentrationinthefertilizerindustry

    usingannualdatafromapanelof38countries.Concentrationismeasuredasthetop4

    concentrationratio(CR4),thesumofthemarketsharesofthefourlargestfirmsoperatingin

    themarket.Thesharesaremeasuredbothintermsofproductioncapacityandnumberof

    plants.Theanalysisaccountsfortherelativeimportanceoffertilizerimportsonuseineach

    country.Theestimationresultsindicateapositivecorrelationbetweenpricesandmarket

    concentration.A10%decreaseinthetop4concentrationratiousingproductioncapacityto

    measuremarketshareleads,onaverage,toan8.2%decreaseinfertilizerprices,whilea10%

    decreaseinthetop4concentrationratiousingnumberofplants,leadstoan11.6%decreasein

    prices.

    Thisevidencesuggeststhattherecouldbeconsiderablewelfaregainsifthis

    concentrationcouldbereduced.Oneoptioncouldbetheforciblebreakupofthisconcentrated

    industry.Butitisnotimmediatelyobviousthatthisisagoodidea.Quiteapartfromthe

    disruptionthiswouldcause,thiscouldwellleadtoalossofeconomiesofscale.Regulationis

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    anotherpossibilitybutimposingpricerestrictions,aswellasregulationsgoverningexports,

    mightwellleadtounproductiverentseeking.

    Anotheralternativeistoinvestintheconstructionofnewproductioncapacity.The

    underlyinglogicforthisinvestmentisthatprivatesectoractorsaredeterredfromentering

    thesemarketsbythejointexistenceofhighfixedcostsandstrategicpricingbehaviorby

    incumbents.Here,weconsiderthecaseofpublicinvestmentinproductioncapacitywiththe

    understandingthattheoperationofthefacilitywouldbeturnedovertotheprivatesector.

    BasedontheHernandezandTorero(2011)study,wetaketheimpactofincreasedcompetition

    onpricesandusethistoestimateitsimpactonfertilizerintakeandcropproduction.Fromthis,

    wecalculatecostsandbenefitsovera40yeartimehorizon(20102050)forthesamefour

    countriesthatweconsideredforICTinvestment,India,Bangladesh,Senegal,Ghana,Kenyaand

    Tanzania.Wealsoestimateimpactonpoverty.

    WestartwiththeHernandezandTorerofindings;an8.2%decreaseinpricescouldbe

    consideredasaconservativescenariowhilean11.6%decreasecouldberegardedasan

    optimisticscenario.Gruhn,GolettiandRoy(1995)reportanaverageelasticityoffertilizer

    demandwithrespecttopricesofaround 1.62basedonworkbyDavidandOtsuka(1994)in

    Asia.Similarly,Bumb,JohnsonandFuentes(2011)assumethattheelasticityofcropproduction

    withrespecttofertilizeruseis0.25.Withtheseelasticities,anestimatedimpactofthechange

    inpricesonbothfertilizerintakeandcropproductioncanbederived,asshowninTable3.14.A

    10%increaseincompetitioninthefertilizerindustrywillincreasecropproductionby3.3%ina

    conservativescenarioandby4.7%intheoptimisticscenario.

    Thesimulatedeffectoncropproduction,assumingaconservativescenario,canbeused

    toapproximatetheimpactonpovertyreductionusingsomecountriesinSouthAsia(Indiaand

    Bangladesh)andAfrica(Senegal,Ghana,KenyaandTanzania)asexamples.Apovertyelasticity

    ofincomeof2.0isassumedbasedoninternationalexperience.Theshareofcropsalesintotal

    incomeisassumedtobe40percentinSouthAsiaand30percentinAfrica.Basedonthese

    calculations,a10percentdecreaseinthelevelofconcentrationinthefertilizerindustry

    reducespovertyby2.6%intheSouthAsiancountriesandby2%intheAfricancountries(Table

    3.15).Thisisequivalentto20.1millionpeopleinIndia,2.7millioninBangladesh,onehundred

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    thousandinSenegal,twohundredthousandinGhana,fourhundredthousandinKenyaand

    halfamillioninTanzania.Overall,therewillbeatotalpovertyreductionof24millionpeoplein

    thesixcountries.

    Inordertodecreasethetop4concentrationratioinSouthAsiaandAfricaby10

    percent,itisnecessarytobuildafertilizerplantineachregionwithacorrespondingannual

    productioncapacityof1.2millionmetrictons(MT)and0.7millionMT(recallthatinthe

    conservativesimulationanalysisabove,theconcentrationmeasureisbasedonproduction

    capacity).20

    Thenewplantwillabsorbthissharereductionofthetop4firmsineachmarket

    andwillnotbelargeenoughtobeamongthetop4producersineachregion.Weassumethat

    thecostofbuildinga1.2millionMTplantinSouthAsiawouldroughlyequalaroundUS$1.2

    billionandthecostofbuildinga0.7millionMTplantinAfricawouldroughlyequalUS$700

    million.21

    Forthepurposeofourcost:benefitanalysis,theseinvestmentcostsareprorated

    basedontherelativeamountof(nitrogen)fertilizersconsumedbyeachcountry.Forexample,

    Indiaaccountsfor93%ofthetotalfertilizerusedbetweenIndiaandBangladesh,soweascribe

    93%ofthebuildingcostsoftheplantinSouthAsia(aroundUS$1,111million)toIndia.We

    assumethatthecostperMTof(nitrogen)fertilizerproductionisUS$130foraplantsizeover

    1,000MTofcapacityperday,seeKim,Taylor,HallahanandSchaible(2001).

    Weassumethatonly20%oftheruralpopulationineachcountrywillexperiencean

    effectiveincreaseintheirincome(increaseof1.3%inSouthAsiancountriesandof1%in

    Africancountries,basedonthesimulationabove).This(conservative)scenarioaccountsforthe

    factthatsomefarmersmayalreadybeusingtheoptimalamountoffertilizerwhiletheincrease

    infertilizeruseforseveralothersmaystillnotreachacertainlevelwhichresultsinhigher

    income.AswithourworkonICTs,percapitahouseholdexpenditureinruralareasisusedasa

    proxyforruralincomeusingthemostrecenthouseholdsurveysineachcountry.

    ResultsaregiveninTable3.16.Theseshowthatatboththreeandfivepercentdiscount

    rates,thenetpresentvaluesoftheseinvestmentsarepositiveforallcountriesexceptKenya.

    20Thesenumbersareequivalentto10%oftheannualproductioncapacityreportedbythetop4firmsineach

    regionaccordingtoIFDCWorldwideFertilizerCapacityListingbyPlant.21

    Thesecostestimatesarebasedontheestimatedcostofanitrogenfertilizerplantcurrentlyunderconstruction

    intheDeltaandLagosStatesofNigeria.

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    Thetotalnetpresentvalueofsuchapolicyoveratimehorizonof20122050(39years)willbe

    equal to US$20.4 billion assuming an annual discount rate of 3% and to US$12.5 billion

    assuminganannualdiscountrateof5%.

    3.3Bundlinginterventionthatreducemicronutrientdeficienciesandreducetheprevalence

    ofstunting

    InBehrman,AldermanandHoddinott(2004),CopenhagenConsensussolutionsto

    undernutritioncoveredarangeofinterventionsincludingthoserelatingtolowbirthweight,

    Improvinginfantandchildnutritioninpopulationswithhighprevalenceofchildmalnutrition,

    addressingmicronutrientdeficienciesandnewinvestmentsinagriculturaltechnologies.Twoof

    these,addressingmicronutrientdeficienciesandnewinvestmentsinagriculturaltechnologies

    wererankedhighlybythe2004CopenhagenConsensuspanelwhileeffortstoreducedlow

    birthweightsandimprovinginfantandchildnutritionwereseenasFairinvestments.The

    2008CopenhagenConsensus,basedonthepaperbyHorton,AldermanandRivera(2008),

    continuedtoratemicronutrientinterventionshighlywithvitaminAandzincsupplementsfor

    childrenrankedfirst,ironandiodinefortificantsthirdandbiofortificationfifth.Onecomponent

    relevanttostunting,communitybasednutritionprograms,wasrankedninth.

    Inthissection,wedothefollowing.Forhighlyrankedmicronutrientinterventions,

    vitaminA,zinc,ironandiodine,weupdatebenefit:costratiosbasedonnewstudiespublished

    since2008.Second,sincethepublicationofthoseearlierCopenhagenConsensuspapers,there

    havebeentwomajordevelopmentsintheevidencebaserelatedtointerventionsthatwill

    reducetheprevalenceofgrowthfailure.Theseare:theworkbyBhuttaetal(2008)on

    establishingwhichinterventionshavebeendemonstratedtohavethemostpowerfuleffectson

    reducingstuntedlineargrowthandthemonographbyHortonetal(2010)thatprovided

    detailedcostingsontheseinterventions.Thesenewsourcesprovidethebasisforoursecond

    setofinvestmentsrelatedtoundernutrition:apackageofinterventionsthatwillreduce

    stunting.

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    Updatedestimatesofhighlyrankedmicronutrientinterventions

    Weupdatebenefit:costratiosforiodine,iron,VitaminAandzinc.Allofthesearedescribedby

    Bhuttaetal(2008)ashavingsufficientevidenceofbenefitstosupporttheirwidespread

    implementation.Wenotethatwenowhavebenefit:costestimatesofanoveldeliveryform,

    DoublyFortifiedSalt fortifiedwithbothiodineandiron.InTable3.17,wesummarizethe

    principalbenefit:costestimatesfrompreviousCopenhagenConsensusestimatesaswellas

    newresultsthathaveemergedsince2008.

    Severalresultsemerge.First,thebenefit:costratiosforiodizedsaltcontinuetobe

    overwhelminglyhighwithmostrecentcalculationsfromRajkumaretals(2012)workin

    Ethiopiasuggestingthatthisis81,aratiohigherthanthatreportedbyHorton,Aldermanand

    Rivera(2008)butwithintherangesuggestedbyBehrman,AldermanandHoddinott(2004).

    Second,themostrecentbenefit:costratiosforVitaminAsupplementationlietowardsthe

    bottomendofearlierestimatesbutthisappearstobeanartifactofamuchlowermonetary

    valuationofavertedmortality.WhileBehrman,AldermanandHoddinotts(2004)initialbenefit:

    costratioforironsupplementationforpregnantmothersnowlooksfartoohigh,several

    studiesprovideestimatesforarangeofdeliverymechanismsforironbetween6.7and23.8.

    Hortonetal(2011)notethatthefigureof37forhomefortificationisprobablytoohigh

    becausethestudyonwhichitisbasedassumesfarlowerdistributioncoststhanthosefoundin

    otherpapers.Wealsonowhaveastandaloneestimateforzincsupplementsforchildren,2.85.

    Investmentsthatreducetheprevalenceofstunting

    Recallthatinourconceptualframework,thattheproximatedeterminantsofnutritionalstatus

    werehealthstatusandindividualfoodintakewhichthemselveswereaconsequenceof

    goodnutritionalandhealthpractices,thehealthenvironmentandfoodavailabilityatthe

    householdlevel.Bhuttaetal(2008)undertakeasystematicreviewidentifyingthose

    interventionsforwhichthereiscompellingevidenceoftheirimpactonmortalityandstunting

    betweenbirthand36months.22

    Theyarguethatthereexistsrigorousevidencetosupportthe

    largescaleimplementationofthefollowinginterventions:

    22Themethodstheyusetoestablishtheircriteriaofcompellingevidenceiscarefullydetailedintheirpaper.

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    Interventionsthatimprovethehealthofmothers.Thisincludesironfortificationofstaples,universalsaltiodizationandironfolicacidsupplementationformothersduring

    pregnancy;

    Interventionsaimedatimprovingcarebehaviors.Thisincludescommunitybasednutritionprogramsthatprovideinformationonbreastfeedingandcomplementary

    feeding.Italsoincludesdisseminationofchangebehaviorsthatincreasethefrequency

    andeffectivenessofhandwashing.Bhuttaetalspooledanalysisofsixstudiesofhand

    washingcounselingreducestheriskofdiarrheaby30percent.

    Interventionsthataddressillhealthrelatedcausesofpoorpreschoolnutrition.VitaminAisimportantfortheimmunesystem.Bhuttaetalreportpooledanalysesoftrialsof

    VitaminAsupplementationshowingthatmortalityinchildrensixto59monthsdeclines

    by24percent;however,thereisnoimpactonanthropometricmeasures.Therapeutic

    zincsupplementationreducesthedurationofdiarrheaby15to24percent.Finally,

    deworminghassmalleffectsonlineargrowthbutinareaswithhighratesofintestinal

    helminthiasiscanreduceanemiabyfivetotenpercent;

    Interventionsthatimprovethequantityandqualityofachildsdiet.Bhuttaetalsanalysisofseveninterventionswherechildrenagedsixto23monthsreceivedfood

    supplementsshowedthattheseincreasedheightforageby0.41standarddeviations a

    largeincreaseinfoodinsecurepopulations.Further,theyfindthattheapplicationof

    WHOsguidelinesforthetreatmentofchildrenwithsevereacutemalnutrition(which

    includesreadytousetherapeuticfoods)reducesmortalityby45percent.

    Havingidentifiedtheseinterventions,Bhuttaetalconstructacohortmodelthat

    assessesthecumulativeimpactoftheseinterventionsinthe36countrieswhichcollectively

    accountfor90percentofthemoderatelyorseverelystuntedchildrenworldwide.23

    Theyfind

    thatthesewouldreducestuntingatage36monthsby36percentandmortalityby25percent.

    23Thesecountriesare:Afghanistan,Angola,Bangladesh,BurkinaFaso,Burundi,Cambodia,Cameroon,Congo(DR),

    CotedIvoire,Egypt,Ethiopia,Ghana,Guatemala,India,Indonesia,Iraq,Kenya,Madagascar,Malawi,Mali,

    Mozambique,Myanmar,Nepal,Niger,Nigeria,Pakistan,Peru,Philippines,SouthAfrica,Sudan,Tanzania,Turkey,

    Uganda,Vietnam,YemenandZambia.

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    Hortonetal(2010)estimatethebudgetarycostsofscalingupthesenutrition

    interventionsinthesehighburdencountries.Theircostestimatesarebasedonwhatiscalled

    theprogramexperienceapproach.Underthisapproach,perunitcostsarederivedfrom

    actualprogramexperiencesoperatingtheseinterventionsinpoorcountries.Thecontextfrom

    whichthesehavebeentakenwhethertheyarepartofoutreachprograms,standalone

    interventionsorcomponentsofprimaryhealthservicesisconsideredasisthecollective

    packagingoftheseinterventions.AsHortonetalstress(2010,p.10),anattractionofthis

    approachisthatitproducesmoreconservativeestimatesofcostsbecauseunlikeothercosting

    methodsittakesintoaccountthefactthatinterventionsmaywellnotoperateamaximum

    efficiency.Theyaccountfordifferencesincostsacrosscountries(seeHortonetal,2010,Table

    2.2)andassume,asdoBhuttaetal(2008),thatitmaynotbepossibletoreachallchildren;in

    factHortonetalscostestimatesarebasedon80percentcoverage. Perchildcostsofthese

    interventionsaregivenonTable3.18.InsubSaharanAfricaandsouthAsia,thetotalcostper

    childis$96.10withnearly60percentofaccountedforbytheprovisionofcomplementary

    foods.InIndia,wherethecostofsupplementaryfeedingishigher,theperchildcostis$111.62.

    Wenowconsiderestimatesoftheeconomicbenefitsofimplementingthispackageof

    interventions.Webeginwithstunting.InBehrman,AldermanandHoddinott(2004),benefitsof

    reducedprevalenceofstuntingareconstructedbystitchingtogetherestimatesoftheimpactof

    lineargrowthfailure:onattainedheightandthenmonetizingthisimpactbyapplyingestimates

    oftheimpactofheightonearningsderivedfromwageregressionswhereheightappearsasan

    argument;and ongradeattainmentandcognitiveskills,againmonetizingthisimpactby

    applyingestimatesoftheimpactofschoolingorcognitiveskillsonearningsderivedfromwage

    regressionswheretheseeducationrelatedoutcomesappearasarguments.Morerecently,

    Hoddinottetal(2011)providedirectestimatesoftheimpactofstuntinginearlylifeonlaterlife

    outcomes.Specifically,theyfollowuponagroupofapproximately2,300individualswho

    participatedinanutritionalsupplementationtrialinGuatemalainthelate1960sandearlymid

    1970s.Thesepersonsweretracedasadults,agedsomewherebetween25and42atthetimeof

    interview,anddataobtainedontheirschooling,marriageandfertilityhistories,earnings,

    healthandconsumptionlevels.Hoddinottetalfindthatmultiplemaligneffectsofgrowth

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    failurepersistintoadulthoodincluding,interalia,lowerlevelsofpercapitaconsumption.

    Treatingstuntingasendogenous,Hoddinottetalfindthatstuntingreducespercapita

    consumptionbyamassive66percent.Theyemphasizethatstuntingcarriessuchhighcosts

    becauseithasalargeimpactoncognitiveskillsandthattheseskillshavehighreturnsinthe

    labourmarket.

    Weusethisinformationasfollows.Supposestartingin2015,thefullpackageof

    interventionsdescribedaboveisimplemented.Thisbenefitsacohortofindividualsbornin

    2015whomweassumeenterthelabormarketatage21.Wetreatanincreaseinpercapita

    consumptionduetomovingoneoftheseindividualsfrombeingstuntedtonotstuntedas

    equivalenttoanincreaseinpercapitapermanentincome.Wemultiplythepointestimate,

    0.66,by0.36inrecognitionofBhuttaetalsestimatethatthispackageofinterventionswill

    reducestuntingby36percent.Weapplythispredictedincreaseinincome,23.8percent,to

    predictedpercapitaincomesoffourcountrieswherestuntingiswidespreadandwhich

    representarangeofincomelevels,Bangladesh,Ethiopia,IndiaandKenya,fortheperiod2036

    to2050,thatisthefirstfifteenyearsoftheirworkinglives.Usingbothathreeandfivepercent

    discountrate,weconstructthenetpresentvalueoftheseincreasedearnings.Wereplicatethis

    exercisemakinganevenmoreconservativeestimateoftheincrementinincome,15percent.

    ResultsarereportedinTable3.19.Usingthemostconservativeassumptionsa15

    percentincreaseinincome,afivepercentdiscountrateanddatafromEthiopiayieldsa

    benefit:costratioof15.0.Relaxingtheseconservativeassumptions,eitherbyusingathree

    percentdiscountrateorourpointestimateofthepredictedincreaseinincome,yieldsbenefit:

    costratiosbetween23.8and138.6.Thesevaryacrosscountriesbecauseofpreexisting

    differencesinincomelevelsandpredictedgrowthrates.

    Notethatatleastintwootherwaysthesebenefit:costratiosareconservative.First,

    someoftheseinterventionssuchassaltiodizationandironfortificationofstaplesconvey

    benefitstoall,notjustpregnantwomenandyoungchildren.Second,theseestimatesdonot

    accountforthereductioninchildmortalitywhichweknowtobesubstantive.Blacketal(2008)

    indicatethatMaternalandchildundernutritionistheunderlyingcauseof35milliondeaths,

    35%ofthediseaseburdeninchildrenyoungerthan5yearsand11%oftotalglobalDALYs.

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    Ascribingamonetarybenefittothisisdifficultasitentailsascribingamonetaryvaluetoalost

    life,anexercisethat,asBehrman,AldermanandHoddinott(2004)describeindetail,has

    myriadpitfalls.Giventhesesignificantchallenges,wedonotcalculatesuchabenefitstream,

    insteadnotingthattheadditionalbenefitsofreducedmortalitylikelymeanthatourbenefit:

    costratiosareunderestimates.

    4.Desiderataandcaveats

    Inundertakingthesecalculations,weareawareofanumberofimportantdesiderataand

    caveats.Wenotefourhere:Issuesrelatingtomeasurementanddiscounting;globaltrade

    regimes;gender;andresponsestothemostvirulentformsofhunger,famine.

    Behrman,AldermanandHoddinott(2004)provideanexhaustivereviewof

    measurementanddiscountingissuesastheyrelatetocalculationsforCopenhagenConsensus

    typeexercises.Ratherthanrecountallthisindetail,weremindthereaderofseveralimportant

    points.First,theinvestmentsbeingconsideredhereconveybenefitsmanyofwhichare

    obtainedwellintothefutureforexample,investmentsmadetoreducestuntingdonotbegin

    togeneratemonetarybenefitsuntil2036.Thismakesthemespeciallysensitivetothechoiceof

    discountrate.AsBehrman,AldermanandHoddinottnotethepresentdiscountedvalueof$100

    received50yearslateris$608.04withadiscountrateof1%butonly$8.52withadiscountrate

    of10%andso,intheirwords,whetheraninvestmentisagreatchoiceoralousychoice

    dependscriticallyonthediscountrateused. Second,ourcostestimatesarebasedonthe

    marginalpubliccostsofundertakingtheseinvestments.Theyexcludeanyprivatecosts

    associatedwiththesesuchasthetimecostsincurredbymothersintakingtheirchildrento

    clinicstoreceivetherapeuticzincsupplementswhentheyhavediarrhea.Theyalsoexclude

    distortionaryordeadweightcostsassociatedwithraisingpublicfundsfortheseinvestments.

    Finally,wheretherearediseconomiesofscaleassociatedwithprogramimplementation,costs

    maybeunderestimated.Thatallsaid,wenotethatforanumberofourbenefit:costestimates,

    weusemultiplediscountratesand,wherepossible,useactualprogramcostsasaguidetothe

    costestimatespresentedhere.Andofcoursetheseconsiderationsapplytoallinvestments

    beingconsideredbytheCopenhagenConsensus,notjustthosepresentedhere.

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    Webeganthesubstantivediscussionwithaconceptualframeworkthatnotedthat

    hungerandundernutritionreflectthepurposiveactionsofindividualsgivenpreferencesand

    constraints.Thesettingsinwhichourinvestmentsareplacedofferbothopportunitiesand

    threatstothereductionofhungerandundernutrition,globalclimatechangebeinganexcellent

    exampleofthelatter.Herewenotethatallourbenefit:costestimaterelyonceterisparibus

    assumptionsregardingthesesettings.Improvementsinsettingswhich,forexample,increase

    returnstohumancapital,wouldincreaseourestimatesofbenefitsfrominvestmentsthat