copenhagen consensus 2012 challenge paper
TRANSCRIPT
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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.
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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