FriendsAskingFriendsforCharity:TheImportanceofGiftsandAudienceMarcoCastillo*RaganPetrie*ClarenceWardell**August2017Abstract:Weexploretheunderlyingmotivationsfordonorstoasktheirfriendstogivetocharityandtheeffectivenessofalternativewaystoaskforsupport.Usingdatafromafieldexperimentwithaglobalcrowdfundingcommunityandover9,800uniquedonors,wefindthataskingafriendinfrontofhisfriendsisthemosteffectivewaytofundraise.Ourestimatesshowthat$1spenttoencouragedonorstoaskfriendspaysforitselfbyreturningabout$1.60.Thesocialpressurethatanaudienceprovidesistheprimarydriverforthisresult,ratherthanaskingalargergroupofindividuals.Socialpressureiscostly,anddonorsarereluctanttouseitwiththeirfriends.Providingdonorswitha“gift”forthefriend,however,increasesthewillingnesstoask.Bothsocialcontextanddonorincentivesareequallyimportantinexplaininggiving.Keywords:fundraising,peer-to-peersolicitation,fieldexperiment,socialmedia,onlinegiving,socialpressure,audienceJELcodes:D64,C93*DepartmentofEconomics,TexasA&MUniversity,CollegeStation,TXUSAandMelbourneInstitute,UniversityofMelbourne,Australia.Castillo:[email protected],Petrie:[email protected]**WhatWorksCitiesInitiative,Washington,DCUSA.Wardell:[email protected]
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1.Introduction
DonationstocharitableorganizationsamounttoUS$350billion(about2%ofGDP),and
7%camefromonlinegiving(GivingUSA2014,BlackbaudIndex).Therearenumerous
fundraisingwebsitesthatprovideinformationaboutcharitiesandfacilitatesecureonline
donations(e.g.Causes,Crowdwise,NetworkforGood,GiveGab).Mostsitesprovideaway
fordonorstoconvenientlyinformfriendsthattheyhavesupportedacharityandasktheir
friendstogivetothatcharityaswell.Whileaskingafriendtodonatemaybeaclickaway,it
isnotinconsequentialtodoso.Therearesocialcostsfortheindividualmakingtherequest
and,potentially,forthefriendshouldshechoosetosayno.Nonetheless,itmightbeworth
asking,especiallyifthefriendmakesadonation.Howthesebenefitsandcostsaffecta
donor’swillingnesstoask,afriend’swillingnesstocomplyandtheeffectivenessof
differentsolicitationapproaches(e.g.inprivate,infrontofothers,withagiftforthefriend)
arestillopenquestions.Wesystematicallyaddresstheseusingafieldexperimentin
partnershipwithaglobalonlinecrowdfundingcommunity.
Evidencesuggeststhatrequestsfromfriendscanbebeneficial(seeCastilloetal,
2014;Sandersetal,2014;Meer,2011).However,thereasonswhythisworksarelessclear.
Ourcontributionliesinidentifyinghowthemechanismofpeer-to-peersolicitation
operates.Wefindthatnotallmannersofaskingareusefulorused.Thecontextofthe
solicitationisimportant.Itcantriggersocialpressure,andinturngenerateadonation,but
itisnotwithoutsocialcosts.Wefindthatdonorsaremorewillingtobearthesecostswhen
theycanpairtherequestwithagifttotheirfriend.Subsidizingpeer-to-peersolicitationby
providingagiftforexchangeorfacilitatingrequestscouldbeanovelapproachforcharities
tofundraise.
Ourfieldexperimentisdesignedtoexaminetheperceivedcoststothedonorof
askingamemberofhisonlinesocialnetwork(onFacebook)tosupporthischarityandthe
mechanismsforwhyfriendsmightrespond.1Inourexperiment,werandomlyvarythe
1Socialmediahasobviousinformationaladvantagesoverotherwaysoffundraising,andourresultssuggestthatpartofitssuccessislikelyduetodonors’concernsforsocialimage.Businessesandmarketingprofessionalsstresstheimportanceofreferralsandwordofmouthcampaignstopromoteandsellproductsandservices,andourstudyexaminesthisphenomenoninthecontextofcharitablegiving.Kumaretal(2007)findthatwhileroughly70%offinancialcustomerssaytheywouldreferafriend,only30%do.Similarly,we
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availablesocialcontextandmannerinwhichadonorcanaskfriendsandcompare
solicitationrates.Weexplorethreecommonwaysofasking:1)ageneralsolicitationto
manyfriendstogiveviaapostonthedonor’sFacebookwall,2)adirectsolicitationtoone
friendinprivateviaaFacebookprivatemessage,and3)adirectsolicitationtoonefriendin
frontofhisfriendsviaapostonafriend’sFacebookwall.Tomeasuretheperceivedcostsof
asking,wealsorandomly“subsidize”thesolicitationbyofferingeithernoincentiveora
smallmonetaryincentive($1or$5)todonorstoasktheirfriends.Theincentiveisapplied
asanadd-ondonationmadetothedonor’schosencharitywhenthedonorcompletesthe
solicitation.Toavoidpotentialcrowdingoutofdonations,allthetreatmentsinour
experimentwereimplementedafteradonationhadbeencompletedsothattheinitial
donationdecisionisunaffected.
Wefurthervarythesocialcontextoftheadd-ondonationbyrandomlypositioning
theincentiveasa“gift”tothefriendwhenmakingthesolicitation.Thisisdoneby
informingthedonorthattheadd-ondonationwilleitherbemadein1)hisname,2)the
friend’snamebutkeptsecretfromthefriend,or3)thefriend’snameandmadeknownto
thefriend.Anadd-ondonationinthefriend’snameandannouncedtothefriendallowsthe
donortosignalhisgenerositybynotonlymakingadonationhimselfbutalsooneforhis
friend.Additionally,itcouldserveasawayforthedonortopayforwardforhisfriend’s
donation(i.e.thankingthefriendinadvance,ormitigatingfutureobligations)andcould
simultaneouslyplaceadditionalpressureonthefriendtogive.Inessence,the“gift”
providesthedonorafavorhecouldtradewithhisfriend,ifhesodesires.Also,the“gift”
mayhelptolessenareluctancetoaskafriendinfrontofhisfriends,whensocialpressure
orimagecostsarehighest.Ourtreatmentarmsallowustomeasurethis,andwefindthat
havingagiftinthiscontextincreasessolicitations.
Crucialtoourdesignandmeasureofeffectivenessisthatwhethertheadd-on
donationismadeinthedonor’snameorthefriend’sname,thecosttothecharityisexactly
thesame.Thisallowsustoexaminewhatisthemostcost-effectiveway,inthis
environment,foracharitytospendafundraisingdollar.Wethencalculateanestimated
findadifferenceintheproportionofdonorswhoactuallydosolicitafriendandthosewhomanifestinterestindoingso.
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rateofreturnofthevariousaskmethods,incentiveamounts,andabilitytofavortradeas
fundraisingstrategies.
Wehaveseveralkeyfindings.First,askingafriendinfrontofhisfriendsisthemost
effectiveatraisingadditionaldonations--thepercentofsolicitationsthatresultinnew
donationsis3.5%,roughly50%morethanaskingmanyfriendsatonce(2.3%).2Onnet,it
isthemosteffectivefundraisingmethodandreturns$1.63indonationsforevery$1spent
inadd-ondonations.Nonetheless,donorsaretheleastlikelytousethismethodwhen
offeredasitappearstobethemostsociallycostly.Sendingaprivatemessagetoafriend
generatednonewdonations.
Second,whileaskingafriendinfrontofhisfriendsisusedtheleast,providingthe
donoranadd-ondonationhecanpubliclygivehisfriendincreasesthistypeofsolicitation
byalmost50%.Socialpressureappearstobeaneffectivemechanismandmaybemore
palatablewhensweetenedwitha“gift.”Or,donorsprefertheheightenedpressurethe
knowledgeoftheadd-ondonationprovides.Thisimpliesthatcharitiescanpartiallyoffset
thereluctancetoaskfriendsinpublicbypositioningadd-ondonationsinthedonor’s
friend’sname.
Finally,behaviorisnotconsistentwithdonorsattemptingtomaximizethesizeof
theaudienceexposedtothesolicitation.Donorsaresignificantlylesslikelytoaskafriend
infrontofhisfriendsthanaskthefriendinprivate(6.3%comparedto8.1%).Thisisnot
becausedonorsdonotcareaboutthesizeoftheaudience--themostpreferredmethodis
toaskallfriendsatonceinpublic(13.4%)--itisthatdonorspreferaskingafriendinfront
ofhisfriends’friendstheleast.Thissuggeststhatapotentialreasonforthesuccessof
onlinegivingcampaigns,apartfrominformationefficiency,isthemagnificationofaudience
effects.
Ourresultsmakeseveralcontributionstotheliterature.Peerpressurecanhave
strongeffectsonbehavior(Asch,1951;Manski,2000),andourresultssuggestthatdonors
understandthoseeffectswhenaskingfriendstogive.Havinga“gift”availabletoshowgood
2Donationratesconditionalonbeingaskedaretypicallyaround2%formailcampaigns(HuckandRasul,2011;Karlanetal,2011;KarlanandList,2007;EckelandGrossman,2008)
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willisimportant–asfriendsmightex-anteprefernottobeaskedtomakeadonation.3This
resultaddstotheliteratureonconcernsforsocialimage(KarlanandMcConnell,2014;
Dellavignaetal,2012;BekkersandWiepking,2011;AndreoniandBernheim,2009;
Charness,RigottiandRustichini,2007).4
Thereisalargeliteraturedocumentingthatmatchingandrebateincentivescan
affectgiving(forexamples,seeHuckandRasul,2011;Karlanetal,2011;KarlanandList,
2007;EckelandGrossman,2008).Ourresultsshowthatusingfundraisingdollarsinstead
tooffersmallsubsidiestodonorstoaskfriendstogiveiscosteffective,especiallywhen
donorscanaskafriendinfrontofhisfriends.Thisnewstrategycouldbeofinterestfor
charities.
Ourfindingscomplementpreviousstudiesshowingthataskingforadonation,in
general,hasastrongeffectongiving(AndreoniandRao,2012;Carmen,2003;Meer,2011;
Castilloetal,2014;SandersandSmith,2016;Smithetal,2015).5Distincttothispaperis
that,byexaminingthesolicitationmechanismitself,weshowthatnotallmethodsofasking
areeffectiveortakenup.Ourfindingshighlighttheimportanceofgifts,audienceeffects
andprestigemotiveswhensolicitingdonationsfromfriends.Thatis,socialaspectsof
givingexplainasmuchormoreofthevarianceasmonetaryincentives.Offeringmonetary
incentivestodonorsexplains1.2%ofthevarianceinthewillingnesstoaskafriend,but
audienceeffectsareasimportantastheyexplainanother1.4percentagepoints.Prestige
motivesandgiftsexplainamuchsmallerportion(anadditional0.18percentagepoints).
Ourexperimentsrevealarichtapestryofsocialinteractionswithinwhichdecisionsto
donatetakeplace.
Thepaperproceedsasfollows.Thenextsectiondescribesourresearch
environments.Section3elaboratestheexperimentaldesign.Section4discusseswhat
3Previousresearchhasshownthatnotalldonationsarenecessarilywelfareenhancing(DellaVignaetal,2012;Andreonietal,2017).4Socialinformation,networksandsolicitationeffectivenessarealsoimportant(Goeletal,2012;FowlerandChristakis,2011;Randetal,2011).Allowingindividualstotargetreciprocitycanbeeffectiveinraisingcontributionstoapublicgood(JacobsonandPetrie,2014).5Askingafriendtogivetoaparticularcharitycansignalleadershipandcharityqualityorneed,whichhavebeenshowntoaffectgiving(Scharf,2014;RondeauandList,2008;Vesterlund,2003).Inasocialmediacontext,broadcastingadonationpledgehasapositiveeffectonpledgesbytheuser’scontacts(Laceteraetal,2016).
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donorsmightbeexpectedtodointhevarioustreatments.Section5presentsresults,and
Section6concludes.
2.ResearchEnvironments:FacebookandtheOnlineCrowdfundingCommunity
Theresearchiscarriedoutintwoenvironmentsthatallowustoexploredonormotives
andtheeffectivenessofincentivizingfriendstoaskfriendstodonate.
2.1Facebook
Facebookisapopularsocialnetworkingsite,withover1.96billionmonthlyusers
worldwide,asofMarch2017.Almosteightinten(79%)onlineAmericanshaveaprofileon
Facebook(PewResearchCenter,2016).Theplatformprovidesaconvenientandlow-cost
wayforfriendstocommunicatewithfriendswithintheirsocialnetwork(e.g.bysharing
information,photosandvideos).6
TherearethreecommunicationmechanismsonFacebookthatlendthemselveswell
toourresearchdesign.First,eachFacebookuserhasa“wall.”Ontheuser’swall,heorhis
friendscanpostmessages,photos,videosorweblinksthatallhisfriendscansee.Second,
eachusercansendaprivatemessagetoafriend.Theprivatemessageisadirectmessage
toafriendthatonlythefriendcansee.Thisissimilartoaprivateemail.Third,eachuser
canaccesseachofhisfriend’swalls(ortimelines).Ausercanpostmessages,photos,videos
andweblinksonhisfriend’swallthatallofhisfriend’sfriendscansee.7Thesethree
mechanismsprovideusdifferentsocialcontextsinwhichadonormightaskafriendto
give.
6Adonor’sFacebooknetworkwillmostlikelynotbeanexhaustivelistofallfriendsinhislife,sincenoteveryonehasaFacebookaccountnorareallfriendconnectedonFacebook.Nonetheless,onlinesocialnetworksarealow-costmechanismtoexploremotivesandeffectivenessoffriendsaskingfriendsforcharity.7ThedefaultsettingsonFacebookarethatauser’spostsonhiswallareviewedbyallhisfriendsandhisfriendscanpostonhiswall,inwhichcaseallofauser’sfriendswouldseehisfriend’spost.Likewise,ausercanpostonafriend’swall.Auserwouldneedtotakeactiontochangethesesettings.BecauseofprivacyrulesonFacebook,wedonotknowifthesesettingswerealteredbyindividualsinourfieldexperiment.Changestosettingswouldnotimpactthemechanicsofourtreatments(e.g.afriendwhoblockedauserwouldstillappearontheuser’sfriendslist).Becausedonorswererandomlyassignedtotreatment,thepropensitytochangeFacebooksettingsshouldbeuncorrelatedwithestimatedeffects.
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2.2TheOnlineCrowdfundingCommunity
Weworkwithaglobalonlinecrowdfundingcommunity.Here,wesystematicallyvarythe
mannerinwhichdonorscanasktheirfriendsviaFacebookandtheavailabilityand
attributionofanadd-ondonation.
Theonlinecrowdfundingcommunityconnectsdonorstocharitiesbyhostingaweb
sitewithinformationonprojectsseekingfunding.Theorganizationhasanexcellent
reputationinthegivingcommunityforhavinglowadministrativecostsandconducting
properprojectscreeningtomakesurecharitiesandprojectsarelegitimate.Adonorcan
easilysearchtheorganization’swebsiteforprojects(e.g.hurricanerelief,girl
empowerment,foodassistance,etc.)andmakeadonationthroughasecurecheckout
procedure.
Aftercheckout,thedonorseesapagewithclickablebuttonstoshareinformation,
viaeitheranemailmessageorbypostingonFacebook,aboutthecharitythatreceivedthe
donation.Becausedonorsarenormallyofferedtheoptionofsharinginformationaboutthe
charitywiththeirfriendsonFacebook,thisisanaturalenvironmentinwhichtoexplore
ourresearchquestions.
3.TheFieldExperiment
3.1Design
Attheonlinecrowdfundingcommunity’swebsite,aftercheckout,adonorispresented
withtheopportunitytosharethefactthathedonatedtoaparticularcharitywithfriends
andaskthemtodonateaswell.Sometimesthedonorisofferedamonetaryincentiveto
ask,intheformofanadd-ondonationtothecharityhejustgaveto.Also,ifanadd-on
donationisoffered,itismadeeitherinthedonor’snameorinthefriend’sname.8
Aftercheckout,adonorisnormallypresentedwithawebpageconfirmingthe
donation(seeFigure1).Onthepage,heisalsogiventheopportunitytotellfriendsabout
8TheexperimentalprotocolissimilartoCastilloetal(2014),however,itincludesoneadditionalsolicitationmethod(postingonafriend’swall)andthreedifferentattributionsfortheadd-ondonation.
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thecharity,eitherbyclickingabuttontosendapre-filledemailoronetosendapre-filled
Facebookpostforhisownwall.Bothoptionsincludehyperlinkstothelandingpageforthe
charity.Thedonorcanaddadditionaltextbutcannoteditthepre-filledFacebookpost.9
Adonorisrandomlyassignedtoeitherseethenormalpost-checkoutpageoroneof
17treatmentpages.Thetreatmentsvaryonthreeimportantdimensions(seeTable1).The
firstisthemethodbywhichthedonorcanaskfriendstodonate.Thedonorcaneither
makeageneralasktomanyfriendsatonce(bypostingonhisownwall),aprivatedirect
asktoonefriend(bysendingaprivatemessage)oradirectasktoonefriendinfrontofan
audience(bypostingonhisfriend’swall).Adonorisrandomlypresentedoneofthethree
askmethodsandcanvoluntarilychoosetoaskornot.ThepanelsinFigure2showthe
screensadonorwouldseeforeachofthethreemethodsofaskingfriendstodonate.
Theseconddimensionofthetreatmentiswhetherornotanadd-ondonationtothe
charityisofferedtothedonorifhecompletestheposttoFacebook.Theamountoftheadd-
ondonation,ifoffered,is$1or$5.Thedonorisrandomlypresentedoneofthethree(none,
$1,or$5).
Thefinaldimensionofthetreatmentsistowhomtheadd-ondonationisattributed.
Thedonationiseitherinthedonor’sname,inthefriend’snamebutisnotannouncedtothe
friend,orinthefriend’snameandthefriendisinformedofthedonationbutnotthe
amount.ThethreepanelsofFigure3showexamplescreens.Thedonorisinformedthatif
hepostseither“we’llgiveanextra$1/$5to[charityname]onyourbehalf,”“we’llgivean
extra$1/$5privatelyto[charityname]onyourfriend’sbehalf,”or“we’llgiveanextra
$1/$5to[charityname]onyourfriend’sbehalf,whichwe’llletyourfriendknowcame
fromyou.”Ifanadd-ondonationisoffered,thedonorisrandomlypresentedoneofthese
threemessages.
Intreatmentsinwhichadonorisaskedtopostaprivatemessageoronafriend’s
wall,apop-upwindowappearsaskinghimtochooseafriend.10Oncehechooses,another
pop-upwindowappearsshowingthedonorthepre-filledinmessagethatwillbepostedon
9BecauseofprivacyrulesonFacebook,wedonotknowifadonoraddedtextorwhatthecontentofthetextmighthavebeen.10Thepop-upwindowpopulatesadrop-downmenuwithalistofthedonor’sfriendsfromhisFacebookaccount.Thelistoffriendsisdisplayedinrandomorder.BecauseofprivacyrulesonFacebook,wecannotanddidnotrecordthenamesofthedonor’sfriends.
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Facebook.Ifthedonorisinatreatmentwherethemessageispostedonhisownwall,the
firstpop-upwindowtochooseafrienddoesnotappear.11Ifthedonorisnotalreadylogged
intoFacebookordoesnothaveaFacebookaccount,heispromptedtologinorsignupfor
one.12
ThereareonlytwomessagesthatultimatelygetpostedonFacebook(seepanelsin
Figure4).Thetexteitherreads“Imadeadonationto[charityname]on[online
crowdfundingcommunity].Joinmeindonatingtoo.”Orinthecasetheattributionofthe
add-ondonationisinthefriend’snameandknowntothefriend,“Imadeadonationto
[charityname]on[onlinecrowdfundingcommunity],alongwithanadditionaldonationin
yourname.Joinmeindonatingtoo.”IfafriendclicksonthemessageinFacebook,hewill
betakentothelandingpageforthecharity.Noneofthepre-filledmessagetextcanbe
editedbythedonor.
Onceadonorclicksthefinalpop-upwindowwithapreviewoftheFacebook
message,themessageisactuallypostedonFacebook.Thedonoristhankedforsharing,
andifanadd-ondonationismade,aconfirmationmessageisdisplayed.Ifadonorclicksto
takeupthepostbutdoesnotcompleteit,noadd-ondonationismade.
Thedonorhasseveralpiecesofinformationavailablepriortomakinghisdecisions.
Beforeadonorclickstotakeuppostingthemessage,heisfullyinformedoftheask
method,iftherewillbeanadd-ondonationandinwhosename.Beforethedonorclicksto
completethepost,heisfullyinformedofthecontentofthemessagethatwillbepostedon
Facebook.Thus,weobservetwodecisionsmadebydonors:take-upoftheoffertopostto
Facebookandcompletionofthepost.
Inaddition,wetrackdonationsspurredbytheFacebookmessageposts.Anyone
whoclicksontheFacebookmessagewillarriveatthecharity’slandingpage.Iftheperson
thenmakesadonation,wecanlinkthedonationtothedonorwhopostedthemessageand
11Thepop-upwindowsarenotaffectedbyInternetpop-upblockerssetbyadonor.Thewindowsareinternaltotheonlinecrowdfundingcommunity’swebsite.So,ifadonorclicksthebuttontopostthemessage,heseesthepop-upwindow.12RoughlyhalfofalldonorswerealreadyloggedintoFacebook,andthisproportionisconstantacrossthe17treatments.Thereisarolloffbetweentake-uptopostamessageandcompletionofthepost(roughlyone-third).ThismightreflectthenuisanceofhavingtologintoFacebookornothavinganaccount,howeverthisrolloffisconstantacrosstreatments.Sincewedonotknowifnon-loggedindonorshaveaFacebookaccountornot,ourmainresultsmeasureintent-to-treateffects.OurfindingsholdifthesampleisrestrictedtothoseloggedintoFacebookattreatment(TableA1intheAppendix).
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thetreatmentconditionthedonorwasplacedin.Ourdonationsspurredmeasureisalower
boundonthenumberofdonationsgeneratedasafunctionofadonoraskingfriends.Ifa
friendseesthemessagepostandcomestotheonlinecrowdfundingcommunitythrough
anyothermeansthanclickingthemessage(e.g.bytypinginthewebsiteaddressdirectly)
andmakesadonation,wecannotlinkthatdonationtothemessagepost.
Itisimportanttonotethatbecausethisisafieldexperiment,atnotimewere
donorstoldtheywereinanexperiment.Thetreatmentpagesweredesignedtobe
consistentwiththeonlinecrowdfundingcommunity’simageandnormalpost-checkout
procedures.Choicesreflectadonor’sreactiontodifferentinformationinanaturally-
occurringenvironment.BecauseofprivacyrulesonFacebook,wehavenodataonthesex
ofthedonor,towhichfriendamessagewassent,thenamesornumberoffriends,the
donor’slocation,thetextofthemessagessent,etc.Theonlydatawehaveondonorsare
howmuchtheygaveatcheckout,andtheonlinecrowdfundingcommunityprovidedthese.
3.2Implementation
Thefieldexperimentwasconductedduringtwoperiodsin2013,January-Februaryand
June-October,withourpartneronlinecrowdfundingcommunity.13
Afteradonorpaidforhisdonation,hewasscreenedtoseeifhequalifiedtobeinthe
experiment.Donorswhohadpreviouslyparticipatedwereexcludedfromseeingthe
treatmentagain.14Thesedonorssawthenormalcheckout.Additionally,anydonorwho
madeadonationwithagiftcard,mademultipledonations,ormadeadonationtoacharity
participatinginaspecialpromotioncampaignwerealsoexcluded.Thesenon-qualified
donorssawthenormalcheckoutscreen.15
13Thedatawerecollectedintwophasestoaccommodatetheonlinecrowdfundingcommunity’sinternalconstraintsandprogrammingtime.14Theonlinecrowdfundingcommunityassignsauniqueuseridtoeachdonor.Onceadonorseesatreatment,heistaggedashavingparticipated.Ifhereturnstomakeanotherdonationduringthedatacollectionperiod,heisthenexcluded.15Thesedonorswereexcludedbasedontheadviceoftheonlinecrowdfundingcommunity.Forpracticalreasons,weexcludeddonorswhogavetomultipleprojectsbecausethenthedonorwouldneedtochoosewhichproject/charitytosharewithfriends.Ofthenon-qualifieddonors,70.1%gavetoaprojectinaspecialcampaign,21.6%weredisqualifiedformultiplereasons(typicallypreviousparticipantandspecial
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Table1showsthat,ofthequalifieddonors,450-500wereassignedtoeach
treatmentorthenormalpost-checkoutpage,givingatotalof9,814uniquedonor
observations.Giventheratesofcompletedpostsacrossthetreatmentconditions,atotalof
$2,311ofadd-ondonationswerepaidouttocharities.
4.Whatwemightexpectdonorsandfriendstodo
Wediscussthedifferentmotivationsdonorsmighthavetoaskfriendsfordonationsand
forfriendstorespondtosuchsolicitations.Weillustratehowreputationconsiderationson
thesideofthedonorandthefriendcanexplainthepatternsandeffectivenessofthe
differentmethodsofasking.Thekeyelementsofthetreatmentsandhypothesesare
summarizedinTable2.16
First,donorswhoaremotivatedtomaximizethecharity’searningsmightwantto
reachthelargestaudiencepossibletoincreasethenumberoffriendswholearnofthe
opportunitytogive.Thisproducesastrongpredictiononthetake-upratesbytreatments.
Hypothesis1:Ifdonorsareonlyconcernedwithmaximizingaudiencesize,take-up
rateswillbehigheronownwallandfriend’swallrelativetosendingaprivate
message.
Wallpostingsreachalargeraudienceandwouldpresumablygeneratemore
donations.17Becausewedonotknowwhetherthedonorhasmorefriendsthanhisfriend,
wecannotrankpostingonthedonor’sownwallrelativetopostingonafriend’swall.
Second,ifdonatingisprestigious,anindividualmightpreferadd-ondonationsmade
inhernameandtorevealadd-ondonationsmadeinafriend’sname.18Thiscreates
campaign),4.0%haddonatedtomultipleprojects,2.3%werepreviousparticipantsonly,2.0%usedagiftcard.16AfulldescriptionofthehypothesesisincludedinTableA2intheAppendix.17Assumingthateachfriendisequallylikelytodonate,havingmorefriendswillgeneratemoremoneyforthecharity.18Harbaugh(1998)discussesprestigemotivestogiving.BenabouandTirole’s(2006)modelofgivingbehavioralsohighlightshowpublicityofdonationsmightencouragemoreprosocialbehavior.Thecharityitselfcouldbeanaudience.Adonormightpreferdonationsmadeinhernamebecausetheyarerevealedtothecharityaswellasothers.
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additionalpatternsofbehavior.Inparticular,Hypothesis2addsthat,givenanaskmethod,
take-uprateswillbehigherwhentheadd-ondonationisinthedonor’snameorinthe
friend’snameandmadeknowntothefriendcomparedtowhentheadd-ondonationisin
thefriend’snamebutkeptsecretfromthefriend.Prestigemotiveshaveanambiguous
predictiononthenumberandsizeofgenerateddonationssinceprestigeseekersmaynot
necessarilycareifthefrienddonatesornot.Prestigecouldbeconferredsimplyfrom
receivingtheadd-ondonationbyasking.
Hypothesis2:Ifdonorscareaboutprestige,take-uprateswouldbehigherwhenadd-
ondonationsareinthedonor’snameorinthefriend’snameandmadeknowntothe
friend.
Third,askingafriendtomakeadonationmaynotbeinnocuous.Bydoingso,donors
mightimposenon-pecuniarycostsonthefriendbymakinghimfeelobligatedtodonateor
raisingimageconcernsthatifhedoesnotdonatehisreputationcouldbedamaged.Ifthisis
thecase,thenthefriendmightprefernottobeaskedinthefirstplace.19Notethatthese
costswouldnotexistforaltruists.Donationsarevoluntaryandaskingprovidesthefriend
anopportunitytoengageinaltruism,soaskingforavoluntarydonationcanonlybeweakly
welfareenhancing.
Ifnon-pecuniarycostsexist,thiscanexplainpatternsofbehaviorthatareatodds
withaudiencesizeanddonorprestige.Adonormightprefertoaskafriendforadonation
inprivateratherthaninpublicifbyaskinginpublicthedonorrisksshamingthefriend.
However,ifthefriendhimselfcaresforprestige,hemaybemoreresponsivetosolicitations
madeinpublicthaninprivate.Thispossibletensionfromtheunderlyingmotivesofdonors
andfriendsimpliesthatdonorswillhavetobalancethebenefitsfromsolicitingafriendin
publicwiththepotentialcostsimposedonthefriend.Ifadonorestimatesthatthecoststo
askingafriendinpublictobeonnettoohigh,take-upratesshouldbelowerinpublicthan
inprivate.
19DellaVignaetal(2012)empiricallyestimatethedisutilitycoststoadonorofbeingaskedbyadoor-to-doorfundraiserandfindasignificantreductioninutility.
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Becauseofthepossibilityofnon-pecuniarycoststothefriendoverwhelmingthe
benefitsofaskingforadonation,havingawaytoreducethosecostswouldbepreferred
(i.e.byprovidingthedonora“gift”forthefriendthatispairedwiththeask).Hypothesis3
predictsthatwhenaskingafrienddirectly,eitherinprivateorinfrontofhisfriends,take-
upratesarehigherwhentheadd-ondonationismadeinthefriend’snameandmade
knowntothefriend.This,ofcourse,assumesthatmakingadonationinafriend’snameis
consideredtobeapositiveact.Favortradingwouldalsobeconsistentwithhighertake-up
rateswhentheadd-ondonationtothefriendisknown.
Hypothesis3:Iftherearenon-pecuniarycoststothedonorofasking,take-uprates
willbehigherwhentheadd-ondonationisinthefriend’snameandmadeknownto
thefriend(i.e.a“gift”forthefriend).Add-ondonationsinafriend’snamemade
knowntothefriendaremoreeffectiveatgeneratingdonationswhenthecoststothe
friendofignoringtherequestarelargest(i.e.whentheaskismadeinpublic).
Totesttheneteffectofthepresenceofanaudienceontake-uprates,welookatthe
differencebetweensecretandknownadd-ondonationsinafriend’snameacrossthe
privatedirectaskandthepublicdirectasktreatments.Thedifferenceintake-uprates
capturestheneteffectofthefriend’sfriendsknowingofthedonation.Inthiscase,we
wouldexpectthatthedifferenceshouldbelargerwhenthefriendisinformedoftheadd-on
donationinfrontofhisfriendsthanwhenaskedprivately.
5.Results
5.1Take-upandCompletedPostRates
Westartbypresentingsomedescriptivestatisticsonthedonors.Themeandonationat
checkoutforoursampleofdonorsis$64.91andissimilaracrossthe17treatmentsandfor
13
thoseinthecontroltreatmentwhosawthenormalcheckout.20Mostdonorsaredonating
forthefirsttime(69%).
Themaineffectsforthesubsidy,theaskmethodandtheadd-ondonation
attributionaresummarizedinTable3andshowninFigure5.PanelAinFigure5showsthe
take-upandcompletedpostratesacrossthethreeincentives(none,$1,$5).Thereisabout
aone-thirdrolloffbetweentake-upandcompletedpostrates,butthegeneralpatterns
acrosstreatmentconditionsalwaysremain.21Justbeingaskedtopostamessagetofriends
yieldsa6.1%take-upanda3.5%completionrate.22Offeringa$1incentivetopostmore
thandoublesthetake-uprate(to13.7%)andalmosttriplesthecompletionrate(to8.9%).
Offeringanadditional$4(increasingtheincentivefrom$1to$5)yieldsa31%increase(to
17.9%)fortake-upand30%increase(to11.6%)forcompletion.23So,asmalladd-on
donationof$1hasalargeandsignificanteffectonincreasingsolicitationsrelativetono
subsidy,andaddinganextra$4doessignificantlyraisesolicitationsfurther.However,the
increaseinsolicitationswiththeextra$4ismuchsmallerthantheinitial$1.Also,while
donorsdorespondtothesizeoftheincentive,itisinterestingtonotethatitisaminorityof
donorswhoarewillingtoaskfriends,evenforanadditional$5totheircharity.Almost
90%donotask.
PanelBinFigure5showsthetake-upandcompletionratesforthethreeask
methods.Take-upandcompletionofageneralasktomanyfriends(postingonadonor’s
ownwall)ismostpopular,with19.7%ofdonorstakingupand13.4%completingthepost.
Makingaprivate,directask(sendingaprivatemessage)isthesecondmostpopular,with
15.0%take-upand8.1%completion.Askingafrienddirectlyinfrontofhisfriends(posting
onafriend’swall)istheusedtheleast,with8.1%take-upand6.3%completed.The
differencesacrossaskmethodsaresignificantforbothtake-upandcompletionrates
(differenceinmeansp-values<0.01).
20Themediandonationis$25across11ofthe17treatments,$50in5ofthem,and$40inone.21Take-upisdefinedaswhetherornotthedonorclickedthefirstbuttontopostamessagetoFacebook.Atthatpoint,thedonorknowstheaskmethod,thesubsidyamountandtheadd-ondonationattribution.CompletionisdefinedaswhetherornotthedonorclickedthefinalbuttontocompletetheposttoFacebook.Atthatpoint,thedonorseesthetextofthemessagethatwouldultimatelybepostedonFacebook.22ThecompletedpostratefortheNormalCheckoutis4.22%,andthisincludeseitherpostingtothedonor’sownwallonFacebookorsendinganemailmessage.23Allincreasesintake-upandcompletionratesaresignificantacrossthethreeincentives(none,$1,$5)withp-values<0.01.
14
Askingafriendinfrontofhisfriendsappearstobethemostsociallycostly,since
donorsaretheleastlikelytovoluntarilytake-upthatmethodofasking,andmakinga
generalaskistheeasiesttodo.ThesedatapatternsareonlypartiallyconsistentwithH1
(maximizingaudiencesize).Takeupratesarelargerforownwallcomparedtoaprivate
message,however,ratesarethelowestforafriend’swall.Absentinformationonthe
effectivenessofanyofthethreeaskmethods,thesedatapatternscouldimplythataskinga
friendinfrontofhisfriendsistheleasteffectivefundraisingmethod(orthemostsocially
costly).Wereturntothispointinthenextsection.
ThefinalpanelinFigure5examinestheeffectsoftheattributionoftheadd-on
donation.Adonorislesslikelytotake-upandcompletethepostwhentheadd-ondonation
isinthefriend’snamecomparedtoinhisname--15.0%wheninthedonor’snameand
11.8%wheninthefriend’sname(9.7%and7.4%completionrates).Thesedifferencesare
significant(differenceinmeanstestp-value<0.01).Also,donorsaremorelikelytotake-up
andcompletethepostwhentheadd-ondonationinthefriend’snameismadeknowntothe
friend.Take-upratesare12.8%whenknownand10.7%whensecret(8.4%and6.5%
completionrates).Thesedifferencesarealsosignificant(p-values<0.01).Donorsprefer
theadd-ondonationtobeintheirname,butwhenitisnot,theypreferthefriendknows.
ThishintsthatdonorscareabouttheirsocialimageandisconsistentwithH2(prestige
motives).Adonorwhoonlycaresaboutsignalinggenerositytoherselfshouldbe
indifferentastowhogetstheattributionoftheadd-ondonation.24
Asimpledecompositionofvarianceillustratestherelativeimportanceofmonetary
incentives,thepresenceofanaudiencewhenaskingafriend,prestigemotivesandgiftson
thewillingnesstoaskafriendtodonate.Monetaryincentivesexplain1.2%ofthevariance,
andaudienceeffects(eitherpostingonone’sownwallorafriend’swall)explainan
addition1.4percentagepoints.Prestigeandgiftscontributeasmallerexplanationandadd
anaddition0.18percentagepoints.25
Turningtotheinteractioneffectsofmonetaryincentivesandtheaskmethod,wesee
similarpatternstothemaineffects.Table4showsregressionsoftake-upandcompletion24Foradiscussionofself-signalingandsocial-signalingingiving,seeGrossman(2015).25WerunOLSregressionsandexaminehowtheR-squaredchangesasexplanatoryvariablesareadded:incentivestopost(e.g.$1,$5add-on),audience(e.g.ownwall,friend’swall),prestige(e.g.ownname,friend’sname),gift(e.g.add-oninfriend’snameisknowntofriend).
15
ratesbyaskmethods,monetaryincentivesandinteractiontermsfortheadd-ondonation
inthedonor’sname.PatternsseeninthefirsttwopanelsofFigure5emergeinthe
regressionsaswell.Donorsaremorelikelytoaskafriendwhenthesizeoftheadd-on
donationincreases,aremostlikelytoaskmanyfriendsatonceandareleastlikelytoaska
friendinfrontofhisfriends.Inaddition,wecanrejectthattheincreaseincompletedposts
fora$1subsidyandthemarginalincreasewhenincreasingthesubsidyto$5areequal
whenaskingmanyfriendsatonce(p-values=0.0118).However,thiscannotberejectedfor
askingafriendprivatelyorinfrontofhisfriends(p-valuesare0.1265and0.1742).This
suggeststhat,ingeneral,spendinganadditional$4foranadd-ondonationdoesnot
substantiallyincreaseadonor’swillingnesstoaskandmaynotbeworththeextracost.To
testtherobustnessoftheresultsinTable4,wesplitthesampleintodonorswhowere
alreadyloggedintoFacebookatthetimeoftreatmentandthosewhowerenot.Allthemain
treatmenteffectsstillhold,andthecoefficientsarelargerforthosealreadyloggedinto
Facebook.26
Next,weexaminewhetherdonorsaremotivatedtoprovidethemostdonation
moneypossibletothecharity.Whenanadd-ondonationisofferedinthedonor’snameor
inthefriend’snamebutnotannouncedtothefriend,boththemessagepostedonFacebook
(seeFigure4,panel(a))andtheamountofmoneygoingtothecharitythroughtheadd-on
donationareidentical.Absentothermotivations,behaviorshouldbethesameinboth
treatments.PanelAinFigure6showscompletedpostratesforthesetwotreatments.
Whenaskingafrienddirectly(privatemessage),11.1%ofpostsarecompletedwhenthe
add-onisinthedonor’sname,and7.7%arecompletedwhenitisinthefriend’snameand
secrettothefriend.Theseratesaresignificantlydifferent(differenceinmeansp-value<
0.01).Whenaskingafriendinfrontofhisfriends(friend’swall),theratesare8.0%and
5.2%,respectively(differenceinmeansp-value<0.10).Thisdifferenceinwillingnessto
askshowsthatdonorsarenotmerelymotivatedbymaximizingrevenueforthecharity.
Favortradingcouldalsobeimportanttodonors,especiallysincetheyareasking
friendstohelpthemoutbydonatingtotheircharityandthismaybecostlyforthefriend
26SeeTableA1theAppendix.NotethatwecannottellifthosenotalreadyloggedintoFacebookhaveaFacebookaccountornot,sowecannotattributethedifferenceinmagnitudeofcoefficientstonothavinganaccountortothenuisanceofsigningin.
16
(asoutlinedinH3).Toexaminethis,welookatcompletedpostrateswhentheadd-on
donationisinthefriend’snameandsecrettothefriendcomparedtowhenitismade
knowntothefriend.Inthiscase,themessagepoststoFacebookwilldiffer.Figure4shows
examplesofthetwoposts.Panel(a)showsthepostwhentheadd-onissecret,andpanel
(b)showsthepostwhentheadd-onismadeknown.Favorscanonlybetradedwhenthey
areknown,andinthelattercase,thefriendistoldaboutthis“gift”ofadonationinhis
name.
PanelBinFigure6showscompletedpostratesacrossthesetwotreatments.Both
forsendingaprivatemessageandpostingonafriend’swall,completedpostratesare
higherwhentheadd-ondonationismadeknowntothefriend.Ratesgofrom7.7%to8.4%
(a0.7percentagepointincrease)forprivatemessagesbutthedifferenceisnotsignificant
(differenceinmeansp-value=0.5455).Forafriend’swall,ratesgofrom5.2%to8.3%(a3.1
percentagepointincrease)andthedifferenceissignificant(differenceinmeansp-
value=0.0095).Thisillustratesthatdonorsaremoremotivatedtoaskafriendwhenthey
cancrediblyinformthefriendthattheadd-ondonationinhisnameandprovidessome
evidenceoffavortrading.27
ThelastpartofH3predictsthatifaudienceeffectsareimportantinmotivatinga
donortoaskafriendthenthedifferentialincreaseinpostingwhentheadd-ondonationin
thefriend’snameandknownwillbelargerwithanaudience(friend’swall)thanwhenitis
private(privatemessage).The3.1percentagepointincreaseforafriend’swallislarger
thanthe0.7percentagepointincreaseforaprivatemessageaspredictedbyaudience
effects,butthisisnotsignificant(theone-sidedp-value=0.097).28
Insum,wefindthatdonorsarewillingtoaskfriendstodonate,however,notalldo,
evenwhentheircharitywouldbenefitwithanadditionaldonation.Providingthedonora
“gift”toofferthefriendwhenasking,especiallyinfrontofhisfriends,isimportanttoa
donor’swillingnesstomakethesolicitation.Ourresultsaremostconsistentwiththe
existenceofnon-pecuniarycoststoaskingfriends,prestigemotivesandsomeevidenceof27Anon-parametrictestofwhetherthedistributionofcompletedpostsisdifferentbyaskmethod(privatemessage,postingonafriend’swall)andtheadd-ondonationisknowntothefriend(unknowntofriend,knowntofriend)yieldsaFischerexacttestp-valueof0.080.28Thisistestedwitharegressionofcompletedpostratesintreatmentswheretheadd-ondonationisinthefriend’snameonadummyvariableforfriend’swall,adummyvariableforapublicadd-ondonationandaninteractiontermofthetwo.Thep-valueontheinteractiontermisusedtotestforsignificance.
17
favortrading.Donorsarenotmotivatedtomaximizeadditionalmoneyforthecharityifit
meanstheydonotgetthecreditforadd-ondonation,noraretheyseekingtomaximizethe
numberoffriendsasked.
5.2Efficiency
Wenowexaminetheefficiencyofthevariousaskmethods,incentivesandattributionsin
termsofgenerateddonations.
IfafriendclickedontheFacebookmessagepost(viathehyperlink)andmadea
donation,wecantrackthisandtieitbacktothedonorsolicitationandexperimental
treatment.However,ifafriendwasinspiredbythesolicitationbutwenttotheonline
crowdfundingcommunitydirectly(notthroughtheFacebookpost)andmadeadonation,
wecannottiethistoourtreatments.So,ourmeasureofeffectivenessisalowerbound
sincedonationsmayhavebeenspurredbyourtreatmentsbutwecannotmeasurethem.
Ofallthecompletedposts,1.70%resultedinnewdonations.Thisissignificantly
differentthanzero(p-value<0.01),soaskingdonorstoasktheirfriendsincreases
donationsontheextensivemargin.Thispercentreturnfromaskingpeopletogiveisinline
withresearchusingmailcampaigns(HuckandRasul,2011;EckelandGrossman,2008;
KarlanandList,2007).Therewere14donationstrackedthroughFacebookposts,with7
frompoststothedonor’sownwall,7frompoststoafriend’swall,and0fromprivate
messages.Thus,thepercentofasksresultinginadonationfromaposttothedonor’sown
wallis2.28%and3.50%fromaposttoafriend’swall.Thesearenotsignificantlydifferent
fromeachother(p-value=0.4127),however,poststoownwallorafriend’swallyield
significantlymoredonationsthansendingaprivatemessage.29Theaveragedonationofthe
friendwasslightlylower($46.43)thanthedonorwhomadethesolicitation($64.91).The
totalamountofmoneyraisedthroughtrackeddonationsis$650.
29Similarresultsholdifweinsteadlookatefficiencyusingintenttotreat.Ofalltreateddonors,0.14%ofthosetreatedgeneratednewdonations(0.31%inownwall,0.22%infriend’swall).Thesepercentagesaresignificantlydifferentfromzero(p-value<0.01).Thepercentofdonationsspurredfromthoseintheownwalltreatmentarenotsignificantlydifferentfromthepercentinthefriend’swalltreatment(p-value=0.5415),buttheyaresignificantlyhigherthanthoseintheprivatemessagetreatment.
18
Howeffectivewasprovidingdonorsadd-ondonationstoasktheirfriendstogive?If
welookatofferingdonorsa$1add-ondonation(sincethe$5add-ondonationyieldeda
smallextrareturnforadditional$4),acharitywouldspend$100inadd-ondonationsand
get100posts.Lookingfirstatownwallposts,ifweassumethat2.28%ofthoseposts
yieldedadonationandthedonationwasonaverage$46.43,thenthecharitywouldget
$105.86innewdonations(100postsx2.28%x$46.43).Lookingatpostsonafriend’swall,
thecharitywouldget$162.51innewdonations(100postsx3.50%x$46.43).Thissays
thatthereturnfromspending$1foranadd-ondonationwouldyielda$1.06returnif
donorswereaskedtoposttotheirownwalland$1.63toposttoafriend’swall.
Ofcourse,acharitycouldchoosetonotofferadd-ondonationsandmerelyask
donorstopostontheirownwalloronafriend’swall.Thiswouldcostthecharitynothing.
Welookfirstatanestimateofthedonationsgeneratedbyaskingdonorstopostontheir
ownwallwithoutanadd-ondonation.Foracharitytospend$100in$1add-ondonations
toget100posts,theywouldhavetoask631donors.Thisisbecause15.85%ofdonors
completedthepostinthe$1add-ondonationtreatments(100posts/0.1585=631
donors).Ifthecharityinsteadaskedthese631donorstopostontheirownwallwithout
anyincentive,thiswouldyield40posts(631donorsx6.3%whopostwhennotgivenan
add-ondonation).Givenourassumptionsoutlinedabove,thiswouldyield$42.34innew
donations(40postsx2.28%x$46.43).Ifinsteadthecharityaskeddonorstopostontheir
friend’swallwithoutanadd-ondonation,thecharitywouldraise$24.38innew
donations.30
Insum,usingourexperimentalresultsofthepercentofpoststhatyieldedanew
donationandassumingthedonationwouldbetheaveragenewdonationinourdata,
offeringincentivestodonorstoaskfriendsbypostingontheirownwallisnotcost
effective(thereturnis$1.06onthedollar).Thecharitywoulddobettertosimplyask
donorstoasktheirfriendsandnotofferamonetaryincentive.However,askingdonorsto
askafriendbypostingonthefriend’swalldoesyieldapositivereturn(thereturnis$1.63
onthedollar).30Thecharitywouldneedtoask1,742donorstopostonafriend’swallwitha$1add-onincentivetospend$100(1,742x5.74%=100posts).Ifinsteadthecharitymerelyaskedthosedonorstopostwithoutamonetaryincentive,itwouldget15posts(1,742x0.87%).Givenourassumptions,thiswouldyield$24.38innewdonations(15postsx3.50%x$46.43).
19
6.Conclusion
Usingafieldexperimentwithaglobalonlinecrowdfundingcommunityandover9,800
uniquedonorobservations,weexamineadonor’swillingnessandmotivationtoaskfriends
intheirsocialnetworkonFacebooktodonatetocharity.Ourresearchdesignhasthe
advantageofobservingdonorbehaviorinanaturalsetting,sowecaninterpretour
findingsasexternallyvalid.Byrandomlyassigningdonorstotreatments,wecanidentify
theeffectsoftheprivateandpublicnatureofaskmethods,theimpactofanaudienceand
theimportanceofgiftswhenaskingfriendstodonate.Ourresultssystematicallydocument
thecostsandbenefitsofonlinepeer-to-peersolicitationviasocialmediaforbothdonors
andfriends.Wefindthatvariationinsolicitationisexplainedasmuchbyaudienceeffects
asitisbymonetaryincentives.
Wehaveseveralkeyfindings.First,askingmanyfriendsatonceisthemostpopular
solicitationmethod,butaskingonefriendinfrontofhisfriendsisusedtheleastand
appearstobethemostsociallycostly.Bothmethodsgeneratedonations,butaskingone
friendinfrontofhisfriendsincreasesthedonationsresultingfromasolicitationby50%,
despiteitssparinguse.Second,friendsaskingfriendsviaonlinesocialmediamaybeacost-
effectiveandviablemethodforcharitiestoconsiderwhenseekingtoraisedonationsand
findnewdonors.Ourestimatesshowthatofferingadonor$1inanadd-ondonationtohis
charitytoaskonefriendinfrontofhisfriendstodonateyields$1.63innewdonations.
Third,themannerinwhichdonorincentivesareimplementedisimportant.When
theattributionoftheadd-ondonationisinthedonor’sname,ratherthanthefriend’s,
donorsaretwiceaslikelytoaskfriendstodonate.Thisisimportantforcharitiesbecause
thefundraisingcosttothecharityfortheadd-ondonationisthesame,butsolicitationsare
higher.Also,providingthedonoragifttoofferafriendcandoublesolicitationrateswhen
askingafriendinfrontofhisfriends.
Finally,donorsdoweighthesocialcostsandbenefitsofaskingfriends.The
willingnesstoaskfriendsseemstobedrivenbythedifferentcostsimposedonfriends
whenaskingprivatelyandinpublicandbythesocialpressureofaskingfriendsinfrontof
others.
20
Givingmoneytocharitycanbeasocialactivity,andindividualsmayenjoydonating
withandamongfriends.Friendscanprovideimportantinformationontheexistenceand
qualityofcharitiesthatmightbeofcommoninterest.Indeed,friendsmayhaveastrong
influenceondonationbehavior,andsurveysonwhyindividualsgivesuggestthatbeing
askedandaskedbyafriendareimportant(VanSlykeandBrooks,2005).Ourresearch
confirmsthisandprovidesinsightsintomotivationsforwhyfriendsmightbewillingtoask
friendsandwhyfriendsmightthengive.Wefindthatitisnotmerelyaskingfriendsthat
generatesnewdonations.Therearewaysofaskingthataremoreeffectivethanothers.The
existenceofsocialpressure,audienceandgiftsareimportanttospurfriendstoaskfriends
andtoinducefriendstogive.
21
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23
FiguresandTables
Figure1Normalpost-checkoutscreen–afterdonorhaspaidforhisdonation
24
(a)
(b)
(c)
Figure2Threeaskmethods–(a)generalasktomanyfriendsatonce(posttoownwall),(b)private
directasktoonefriend(sendaprivatemessage),(c)directasktoonefriendwithanaudience(posttofriend’swall)
25
(a)
(b)
(c)
Figure3Threeattributionsofa$1add-ondonationifadonorpoststoonafriend’swall(theonlydifferenceforthe$5add-ondonationistheamount)–(a)add-ondonationindonor’sname,(b)add-ondonationinfriend’snamebutnotannouncedtofriend,(c)add-on
donationinfriend’snameandmadeknowntofriend
26
(a)
(b)
Figure4Facebookposts
27
Take-uprates
Completedpostrates
(a) byAdd-ondonationamount
(b)byAskmethod
(c)byAttributionofadd-ondonation
Figure5MainEffectsoftake-upandcompletedpostratesbyadd-ondonationamount(panela),ask
method(panelb)andattribution(panelc).Errorbarsarestandarderrorofthemean.
0%
5%
10%
15%
20%
$0 $1 $50%
5%
10%
15%
20%
$0 $1 $5
0%
5%
10%
15%
20%
25%
Ownwall Privatemessage
Friend'swall0%
5%
10%
15%
20%
25%
Ownwall Privatemessage
Friend'swall
0%
5%
10%
15%
20%
Ownname Friend'sname Friend'sname- add-onsecret
Friend'sname- add-onknown
0%
5%
10%
15%
20%
Ownname Friend'sname Friend'sname- add-onsecret
Friend'sname- add-onknown
28
(a)Maximizingmoneyforthecharity
(b)FavorTrading
Figure6
MaximizingmoneyforcharityandFavorTradingCompletedpostratesbyadd-ondonationattribution.
Errorbarsarestandarderrorofthemean.
0%
5%
10%
15%
PrivateMessage Friend'sWall
Ownname
Friend'sname:add-onsecret
0%
5%
10%
PrivateMessage Friend'sWall
Friend'sname:add-onsecret
Friend'sname:add-onknown
29
Table1
ExperimentalTreatments-Numberofobservations
AskMethod Add-ondonationamountAdd-onindonor’sname
None $1 $5 Generalask(ownwall) 796 896 601Directask–private(privatemessage) 583 603 610Directask–audience(friend’swall) 461 435 468
Add-oninfriend’sname–secrettofriend
$1 $5 Directask–private(privatemessage) 435 427Directask–audience(friend’swall) 421 437
Add-oninfriend’sname–knowntofriend
$1 $5
Directask–private(privatemessage) 437 427Directask–audience(friend’swall) 496 452
Normalcheckout 829
Totalnumberofobservations 9,814
30
Table2KeyElementsofExperimentalTreatments
Add-onindonor’sname
Generalask(ownwall)General-Own
Directask–private(privatemessage)Private-Own
Directask–public(friend’swall)Public-Own
Add-oninfriend’sname–secretDirectask–private(privatemessage)
Private-SecretDirectask–public(friend’swall)
Public-Secret Add-oninfriend’sname–known
Directask–private(privatemessage)Private-Known
Directask–public(friend’swall)Public-Known
Hypothesesontake-upratestoaskafriend:
H1(maxaudiencesize): Public>Private,General>Private H2(prestigemotives): Own>Known>Secret H3(non-pecuniarycoststoasking): Public-Known>Public-Secret Private-Known>Private-Secret
31
Table3PercentofCompletePostsbyExperimentalTreatment
(numberofcompletedposts/numberofobservationsinparentheses)
AskMethod Add-ondonationamount Add-onindonor’sname
None $1 $5 Total Generalask(ownwall) 6.28
(50/796)15.85
(142/896)19.13
(115/601)13.39
(307/2294)Directask–private(privatemessage)
1.72(10/583)
8.13(49/603)
14.10(86/610)
8.07(145/1796)
Directask–audience(friend’swall)
0.87(4/461)
5.74(25/435)
10.04(47/468)
5.57(76/1364)
Total 3.48
(64/1840)11.17
(216/1934)14.77
(248/1679)9.68
(528/5553)
Add-oninfriend’sname–secrettofriend
$1 $5 Total Directask–private(privatemessage)
6.21(27/435)
9.13(39/427)
7.66(66/862)
Directask–audience(friend’swall)
4.04(17/421)
6.41(28/437)
5.24(45/858)
Total 5.14
(44/856)7.75
(67/864)6.45
(111/1720)
Add-oninfriend’sname–knowntofriend $1 $5 Total
Directask–private(privatemessage)
7.32(32/437)
9.60(41/427)
8.45(73/864)
Directask–audience(friend’swall)
7.86(39/496)
8.85(40/452)
8.33(79/948)
Total 7.61
(71/933)9.21
(81/879)8.39
(152/1812)
Totalnumberofobservations
9,814
32
Table4OrdinaryLeastSquaresRegressionsontake-upandcompletedpostrateswhenadd-on
donationisindonor’snamebyadd-ondonationamountandaskmethod
(1) (2)VARIABLES Take-uprate Competedpostrate $1add-on 0.131*** 0.096*** (0.017) (0.014)$5add-on 0.179*** 0.129*** (0.019) (0.016)Privatemessage -0.055*** -0.046*** (0.019) (0.016)Friend’swall -0.082*** -0.054*** (0.020) (0.017)$1add-on*PM -0.014 -0.032 (0.026) (0.022)$1add-on*FW -0.070** -0.047* (0.029) (0.024)$5add-on*PM 0.011 -0.005 (0.028) (0.023)$5add-on*FW -0.070** -0.037 (0.030) (0.025)Constant 0.099*** 0.063*** (0.012) (0.010) Observations 5,453 5,453R-squared 0.056 0.040
Standarderrorsinparentheses***p<0.01,**p<0.05,*p<0.10
33
Appendix
TableA1Table4rerunonsubsamplesofdonorswhowerealreadyloggedintoFacebookatthetime
oftreatmentorwerenotloggedin.OrdinaryLeastSquaresRegressionsontake-upandcompletedpostrateswhenadd-on
donationisindonor’snamebyadd-ondonationamountandaskmethod. (1) (2) (3) (4)VARIABLES Take-uprate–
AlreadyloggedintoFacebookat
timeoftreatment
Competedpostrate–Alreadyloggedinto
Facebookattimeoftreatment
Take-uprate-NOTalreadyloggedintoFacebookattimeof
treatment
Competedpostrate-NOTalready
loggedintoFacebookattimeoftreatment
$1add-on 0.211*** 0.170*** 0.060*** 0.037** (0.030) (0.027) (0.019) (0.014)$5add-on 0.245*** 0.202*** 0.111*** 0.077*** (0.033) (0.030) (0.022) (0.016)Privatemessage -0.081** -0.060** -0.042** -0.043*** (0.034) (0.030) (0.021) (0.016)Friend’swall -0.108*** -0.078** -0.066*** -0.043** (0.037) (0.033) (0.023) (0.017)$1add-on*PM -0.040 -0.069 0.019 0.012 (0.047) (0.043) (0.030) (0.022)$1add-on*FW -0.088* -0.068 -0.050 -0.032 (0.051) (0.046) (0.032) (0.024)$5add-on*PM 0.045 0.020 0.011 -0.017 (0.049) (0.044) (0.031) (0.024)$5add-on*FW -0.039 -0.035 -0.089*** -0.051** (0.052) (0.047) (0.033) (0.025)Constant 0.145*** 0.099*** 0.071*** 0.043*** (0.022) (0.020) (0.014) (0.010) Observations 2,357 2,357 2,704 2,704R-squared 0.082 0.065 0.044 0.030
Standarderrorsinparentheses***p<0.01,**p<0.05,*p<0.10
34
TableA2Hypothesesoftake-upratesacrossthemainelementsofthetreatments.
AskmethodsareGeneral(generalasktomanyfriendsatonce–postonownFBwall),Private(adirectasktoonefriendinprivate–sendaprivatemessageonFB)andPublic(adirectasktoonefriendinfrontofhis
friends–postonafriend’sFBwall).Add-ondonationattributionsareOwn(add-onindonor’sname),Secret(add-ondonationinfriend’snamebutkeptsecretfromthefriend)andKnown(add-ondonationinfriend’snameandmadeknowntothefriend).Table2describesthesekeyelements.A→BtodenotesthatoptionAis
preferredtooptionB,A↔BdenotesthatoptionAandBareequallydesirable,andA?Bdenotesnoprediction.
H1:Donorsarealtruisticandcareaboutmaximizingthesizeoftheaudiencewhenasking
Public–Own ↔ Public–Known ↔ Public–Secret
↓ ↓ ↓
Private–Own ↔ Private–Known ↔ Private–Secret
↑
General–Own
H2:DonorscareaboutprestigePublic–Own → Public–Known → Public–Secret
↓ ↓ ↓
Private–Own → Private–Known → Private–Secret
↑
General–Own
H3:Therearenon-pecuniarycoststoasking.Thefriendmightfeelobligatedtodonateorthinkhisreputationmightbedamagedbynotdonating.Public–Own ? Public–Known → Public–Secret
? ↕ ↕
Private–Own ? Private–Known → Private–Secret
?
General–Own