ContentslistsavailableatSciVerseScienceDirect
Journal
of
Financial
Stability
journal homepage:www.elsevier.com/locate/jfstabilRole
of
bank
credit
on
local
growth:
Do
politics
and
crisis
matter?
Zeynep
Önder
1,
Süheyla
Özyıldırım
∗BilkentUniversity,FacultyofBusinessAdministrations,Ankara,Turkey
a
r
t
i
c
l
e
i
n
f
o
Articlehistory:
Received28September2011
Receivedinrevisedform13April2012
Accepted3December2012
Available online 17 December 2012
JELclassification: G21 Keywords: State-ownedbanks Bankcredit Localgrowth Crisis Election
a
b
s
t
r
a
c
t
Althoughstate-ownedbanksareexpectedtopromotethegrowthofless-developedregions,especiallyin developingeconomies,severalcross-countrystudiesreportthatlendingbystatebanksisassociatedwith theinefficientallocationofcreditandlowlevelsofdevelopment.Further,statebankshavebeenfoundto lendtotheircronies,especiallyaroundelections.Inthispaper,westudythelendingactivitiesof state-ownedandprivatebanksduringtheperiod1992–2010andanalyzetherelationshipbetweenthecredit thesebanksprovideandlocaleconomicgrowthinTurkeyduringcrisisperiodsandinelectionyears.We findthattheshareofstate-ownedbanksinthecreditmarketincrisisperiodsandlocalelectionyearsis significantlyhigherthantheirshareinnon-crisisandnon-electionperiods.Thepercapitarealcreditthat state-ownedbanksprovideduringcrisisyearsisfoundtobepositivelyassociatedwithlocalgrowthin allprovinces.Ourresultssuggestthatalthoughstate-ownedbanksmightissueloansforpoliticalreasons inelectionperiods,theyalsoseemtoplayanimportantroleinoffsettingtheadverseeffectsofeconomic shocks,especiallyindevelopedprovinces.
© 2012 Elsevier B.V. All rights reserved.
1. Introduction
The 2007–2008 financial crisis restarted the long-standing debateonthe roleof state-owned banks.2 Thosein supportof state-ownedbanksclaimthatthebanksplayanimportantrole inexpandingaccesstofinancialservicesforsmallbusinesses3or forsociallydesirableprojectsthatprivatebanksignore.Despite thetheoreticaladvantagesofthesebanksinbroadeningaccessto credit,theyaregenerallyregardedasinefficientandvulnerable topoliticalinterferences.Forexample,LaPortaetal.(2002)report
∗ Correspondingauthor.Tel.:+903122901899;fax:+903122664958.
E-mailaddresses:zonder@bilkent.edu.tr(Z.Önder),suheyla@bilkent.edu.tr(S.
Özyıldırım).
1 Tel.:+903122902038;fax:+903122664958.
2Forthemostrecentdiscussionabouttheroleofthestate-ownedbanks,seethe
blogmaintainedbyDemirguc-Kunt(http://blogs.worldbank.org/allaboutfinance/
the-aaf-virtual-debates-join-charles-calomiris-and-franklin-allen-in-a-debate-on-state-owned-banks).
3BeckandDemirguc-Kunt(2006)highlightthataccesstoandthecostoffinance
areoftenrankedasthemostconstrainingfeaturesofthebusinessenvironmentby
smallandmediumenterprises(SMEs)andthatstate-ownedbanksareexpected
tosolvetheirfinancingproblems.However,empiricalstudieshaveyieldedmixed
evidenceinfavorofstate-ownedbanks.Forexample,Clarkeetal.(2005)showthat
state-ownedbanksdonotnecessarilyoutperformprivatebankswithrespectto
smallbusinesslendinginLatinAmerica(Argentina,Chile,Colombia).Becketal.
(2011)documentthatthereisnosignificantassociationbetweengreaterstate
ownershipofbanksandfinancialaccessofSMEsacrossasampleof38
develop-ingcountries.Ontheotherhand,BurgessandPande(2005)findthata1%increase
inthenumberofruralbankinglocationsinIndiareducesruralpovertyby0.34%.
thatgovernmentownershipofbankscouldhaveharmfuleffectson productivity,economicgrowth,andthedevelopmentoffinancial systems.Miccoetal.(2007)documentthatstate-ownedbanksin developingcountrieshavelowerprofitabilityratiosthantheir pri-vatecounterparts,andthatthegapintheirperformancesincreases duringelectionyears.Cornettetal.(2010)findthatstate-owned banksaregenerallylessprofitable,havegreatercreditriskthan privatelyownedbanks,andfinancethegovernmenttoagreater degree.Severalotherstudiesexaminestate-ownedbanksina sin-glecountryandpresentevidencethatthesebanksprovidemore fundingorchargelowerinterestratestopoliticallyconnectedfirms orindividuals(forexample,seeSapienza(2004)forItaly,Leuzand Oberholzer-Gee(2006)forIndonesia,KhwajaandMian(2005)for Pakistan,andImai(2009)forJapan).
Whilemostofthepreviousstudiesreportanegativeor insignif-icanteffectofstate-ownedbanksongrowth,afewrecentpapers document their positive association with it. Andrianova et al. (2012)examinemorethan100countriesduring1995–2007and showthatgovernmentownershipofbankswasassociatedwith higherlong-rungrowthwhencontrollingfor regulatoryquality. Similarly,KörnerandSchnabel(2009)observethepositiveeffects ofstateownershipofbanksontheaveragegrowthrateofpercapita GDPincountrieswithwell-developedfinancialsystemsand better-qualitypoliticalinstitutions.ÖnderandÖzyıldırım(2010)analyze theeffectofstate-ownedbankcreditonlocalgrowthinTurkeyand showthattheloansprovidedbystate-ownedbanksareassociated withhighereconomicgrowthinthecountry’sdevelopedprovinces. However,thisrelationisnotobservedinTurkey’spoorprovinces,
1572-3089/$–seefrontmatter © 2012 Elsevier B.V. All rights reserved.
whichsuggeststhattheroleofstate-ownedbanksmightdepend ontheexistenceofinstitutionalqualityevenatthemicrolevel.
Ingeneral,empiricalstudiesseemtohavenostandardanswer thatisvalidforallcountriesandforallsituationsregardingtherole ofstate-ownedbanks.Dothesebanksprovidefundingforpolitical reasonsor toreducemarket failures? Tocontribute this litera-ture,westudythelendingbehaviorofstate-ownedandprivate banksduringcrisisandelectionyearsandanalyzewhethercredit providedbythesebanksintheseyearsaffectsoutputgrowthat theprovinciallevelinTurkey.AshighlightedbyLevy-Yeyatietal. (2007),privatebanksmightoverreacttorecessionsandamplify thebusinesscycle.Thus,publicbankscanbeusedasacrisis reso-lutionvehicletodistributesubsidiestosomesectorsorregions. Obviously, regions areaffected by financialcrises with varying severity;developedareasmightbehitharderthanless-developed areas.4However,tothebestofourknowledge,nostudyinthe lit-eratureexamineshowlendingbystate-ownedandprivatebanks variesduringcrisisperiods,whethertheloansprovidedby state-ownedbanksintheseperiodshaveanywelfareeffect,orwhether theseeffectsdifferfordevelopedandless-developedregions.Thus, ourfirstaiminthispaperistotestwhetherthesebankshaveany beneficialroleduringeconomicslowdowns.5
Severalempiricalstudieshaveexaminedthelendingactivities of state-owned banksduring electionyears. For example, Dinc¸ (2005)analyzeslendingbybanksin36countriesandreportsan increaseinlendingbystate-ownedbanksduringelectionyears, mainlyinemergingmarkets.Similarly,Miccoetal.(2007)findthat state-owned banksindeveloping countriesincrease theirloans inelectionyears.Cole(2009)showsthatstate-ownedbankslend moreagriculturalcreditinelectionyearsinIndiabutthatthisextra credithasnosignificanteffectonagriculturalrevenueorcropyield atthedistrictlevel.Previousfindingssuggestthatpublicsources, includingstate-ownedbankfunds,areusedmoreforthe advance-mentofgovernments’ambitionsinelectionperiods.However,the importantquestioniswhetherfundsusedforpoliticalreasons ben-efitthewellbeingoflocalpeopleaswell.Thus,thesecondaimof thispaperistoprovidetheanswertothisquestion.Bycomparing thewelfareimplicationsofloansissuedbystate-ownedand pri-vatebanksonpercapitaprovincialincomeinelectionyears,we trytounderstandhowapoliticaleventmightchangelocal pros-peritywhenbothstate-ownedandprivatebankshaveaccesstothe samelocalinformation.
We study thelending activities of Turkishstate-owned and privatebanksduringtheperiod1992–2010.Turkeyisan interest-ingcountryinwhichtoanalyzetheassociationbetweenlending by thesebanksand localgrowthin crisisand electionperiods. First, over thesample period, theTurkish economy washit by threecrises,andstate-ownedbanksareconsideredtobeamong the prime contributors to one of these crises (Steinherr et al., 2004;Alper andOnis,2004).Second, thesebanksare themain providersof accesstofinancing in thelaggingareasof Turkey.
4ThemoremodernizedareasofIndonesia(Javaandurbanareas)werehit
harderbytheAsiancrisisthanlessmodernizedoragriculture-dominatedareas
(Brodjonegoro,2002).Aftertherecentcrisisin2007–2008,disposableincome
decreasedmorethan5%inthenorthernprovincesofItalybutdecreasedonlyby
about1.4%inthesouthernpart(RizziandDallara,2011).
5Intheliterature,choosingthebestwayofresolvingeconomicshocksand
acceleratingeconomicrecoveryisstilladebatedissue.Thereisevidencethat
gov-ernmentsmaycreatelargefiscaloutlaysinresolvingabankingcrisiswiththe
objectivetoacceleraterecovery.Forexample,LaevenandValencia(2008)
exam-ine42crisisepisodesduring1970–2007andpresentthatstate-ownedbanksmay
becausinglargefiscalcostsandencourageunproductiveriskstobetakenat
gov-ernmentexpense.Althoughgrowthandfiscalissuesareintertwinedregardingthe
roleofstate-ownedbanks,duetodataconstraintsattheprovinciallevel,inthis
studyweonlyconcentrateonthegrowthissue.
Althoughseveralstate-ownedbankshavebeenprivatizedsince the1980s,threestate-ownedbanksarestillavailabletoallocate funds toinvestment projects in poor regions. Third,control of state-ownedbanksisveryimportantforpoliticalparties,which suggeststhat theymight providefundingfor politicalreasons.6 Hence,comparingtheeconomicsignificanceofstate-ownedand privatebanks,especiallyattheprovinciallevel,contributestothe literatureonunderstandingtheroleofinstitutionalframeworks forregionaldevelopment,mainlyduringcrisisorelectionperiods. Ourresultsindicatethatthecreditmarketshareofstate-owned banksincrisisandlocalelectionyearsissignificantlyhigherthan theirshareinnon-crisisandnon-electionyearsinallprovinces, andinless-developedprovinces.We findthat state-ownedand privatebankcreditpercapitaalikearepositivelyandsignificantly associatedwiththewell-beingofpeopleinallTurkishprovinces. Moreover,creditprovidedbystate-ownedbanksduringcrisisyears isfoundtohaveasignificantandpositiveeffectonlocalgrowthin allprovincesandindevelopedprovinces,butcreditgrantedduring electionyearsdoesnothaveasignificanteffect.Theseresults sug-gestthatalthoughstate-ownedbanksmightissueloansforpolitical reasonsduringelectionperiods,theymightalsoplayanimportant roleinoffsettingtheadverseeffectsofeconomicshocks,especially indevelopedregions.
Thepaper is organized as follows: Section2 provides infor-mation about banking in Turkey. Section3 summarizes the hypotheses.Section4presentstheempiricalmodelandthedata. Section5reportstheresultsandseveralrobustnesschecks. Sec-tion6concludesthepaper.
2. TheTurkishbankingsector
TheTurkishbankingsectorconsistsofdepositbanks, develop-mentandinvestmentbanks,andparticipationbanksthatoperate accordingtotheprofit/loss-sharingprinciple.In2010,ofthe48 banksintheTurkishbankingsector,31weredepositbanks,13were developmentandinvestmentbanks,andfourwereparticipation banks.Thenumberofstate-ownedbankswaseightin1990and threesince2001(Table1).Asinmostotherdevelopingcountries, state-ownedbanksinTurkeyoriginatedwithaclearmandateto financespecificsectorsoftheeconomy.7Theyheld31%ofthetotal assetsoftheTurkishbankingsectorattheendof2010.
State-ownedbankshavecreatedafairamountofprice distor-tionintheTurkish bankingsectorfor years.Theirrevenuesdid notreflectrealincome,asinterestearningsonuncollected“duty losses”accruedasincomeandwerereportedonthebalancesheet asreceivablesfromthetreasury.However,theycarriedouttheir tasksofextendingsubsidizedcreditinthemarketwithshort-term financing athigher costs. Eventually,thelosses of these banks made them an instability factor in the financial sector (BRSA, 2010).8WiththeTurkishbankingcrisisin2001,thegovernment realizedthatthecurrentpublicbankingpracticescouldnolonger continue.Inthesecondquarterof2001,thegovernmentfinancially andoperationallyrestructuredstatebanks:preferentialcreditas partofsupportprogramsceased,andstate-ownedbanksbecame
6 Forexample,duringthe1997–1999coalitiongovernmentperiod,controlofthe
existingpublicbankswasdistributedamongthreepartiesinthecoalitionaccording
totheirvotingshares.
7 ZiraatBankwasestablishedin1863tooffermainlyagriculturalcredit;Emlak
Bankwasfoundedin1927toprovidemortgageloans;Etibank(1935)helpedthe
developmentofminingandpowersuppliesthroughcreditandHalkBank(1938)
hassuppliedspecializedcredittosmallbusinessesandcraftsmen.
8 DuringtheweekofFebruary19,2001,thetwolargeststate-ownedbanks,Ziraat
BankandHalkBank,hadlossesthatamountedto$2.5billion,orabout2%oftheGDP
Table1
SomecharacteristicsofdepositbanksinTurkey,1990–2010.
State-ownedbanks Privatebanks
1990 2010 Meana Domesticbanks Foreignbanks
1990 2010 Mean 1990 2010 Mean Numberofbanks 8 3 4 25 11 24 23 17 17 Numberofbranches 2975 2744 2623 3455 4582 3684 113 2096 546 Numberofemployees 80,825 47,235 59,249 68,145 82,270 72,103 3012 42,013 12,106 Branch/bank 372 915 655 138 417 191 5 123 33 Employee/branch 27.2 17.2 22.2 19.7 18.3 19.6 26.7 20.0 26.9
Totalassets(USDmillion) 25,917 193,850 60,805 25,156 322,919 110,177 2011 88,171 20,003
Totalloans(USDmillion) 12,340 95,344 20,305 10,809 170,322 50,005 969 52,956 11,134
Totaldeposits(USDmillion) 15,797 148,465 45,530 11,337 200,329 69,252 776 50,956 11,497
Deposits/assets(%) 61.0 76.6 72.9 63.6 72.1 63.9 57.8 57.8 48.2
Soundnessmeasures(%)
Non-performingloans/loansb 1.7 3.3 11.4 0.5 3.3 5.6 0.3 6.1 3.9
Capital/totalassets 8.2 9.9 7.7 11.5 13.4 11.8 11.1 13.6 14.9
Returnonassets 2.2 2.3 1.5 3.5 2.4 2.8 3.6 1.4 4.7
Liquidassets/totalassets 29.9 30.2 42.6 39.0 34.1 42.3 42.5 33.9 49.7
Loans/totalassets 47.6 49.2 34.2 43.0 52.7 41.4 48.2 60.1 39.0
Source:TurkishBankingAssociation.
aMeancolumnsreportaveragevaluesfortheperiod1990–2010.
bLoansincludetotalloansandreceivables.
subjecttothesameregulationsandsupervisionsasprivatebanks.9 Asaresult,theyhavebecomeincreasingly“prudent”inaccepting badloans andwaivingappropriate provisions, andare creating more transparent balance sheets, and have more reasonable amountsforloanportfolios.Theirnon-performingloans-to-gross loansratiodecreasedfrom18.6%in2001to3.8%in2010;theirtotal loans-to-totalassets ratioand theirliquid assets-to-totalassets ratioincreasedto49.2%and30.2%,respectively,in2010(Table1). Privately owned banks have dominated the Turkish bank-ing sectorsince the early1990s. Someprivate domestic banks arelarge-scale,providingdiversebankingservicesthroughtheir nation-widebranchnetworks.Someprivatelyowned banksare small-ormid-sized,concentratingtheiractivitiesin larger cen-tresandengagingmainlyinwholesalebanking.Duringthe1980s and1990s,thegovernment’sborrowinghadabsorbedan impor-tantportionoftheloanablefundsintheeconomy,leavinglittle fortheprivatesector.However,thedeclineingovernment bor-rowing,inflation,andrealinterestratesafterthebankingcrisisin 2001allowedprivatebankstoconcentratemoreonlendingtothe privatesector.Themarketsharesofprivatedomesticbanksinthe creditmarketincreasedfrom39.5%in1990to53.5%in2010.10
ForeignbankentryintoTurkeybeganwithitsfinancial liber-alizationin the1980s.Ofthe43banksin1980,onlyfourwere foreign.Currently,therearemoreforeigncommercialbanks oper-atinginTurkeythandomesticbanks(Table1).However,theirshare wasverysmalluntilrecently.Theassetshareofforeignbankswas below5%in2005andincreasedto14.6%in2010.Similarly,their shareinthecreditmarketincreasedafter2005andbecame16.6%in 2010.Bytheacquisitionoffourdomesticallyownedprivatebanks, thenetworkofforeignbanksincreasedmorethanfivefoldduring theperiod2005–2010.
Asof2010,onaverage, depositsconstituted62%ofthetotal resourcesin the Turkish banking sector.Thisratio is over 70% forstate-ownedand privatedomestic banks.Assetquality,that
9Untilanewautonomous agency,theBanking RegulationandSupervision
Agency(BRSA)wasestablishedinSeptember2001toregulatethebanking
sec-tor,bankingsupervisionhadbeensplitbetweentheCentralBank(off-site)andthe
Treasury(on-site).
10In2010, commercialbanksissued96.8% ofallloans.Theremaining3.2%
belongedtodevelopmentandinvestmentbanks.
is, non-performing loans as a fraction of gross loans, and the capitalization ratio of state-ownedand domestic privatebanks improved considerably during the last decade (Table 1). Yet, duetoincreaseincompetitioninthesector,especiallywiththe penetrationofforeignbanks,theprofitabilityofprivatedomestic bankshasdeclinedinrecentyears.
Comparedtothesizeoftheeconomy,theTurkishbanking sec-torisstillrelativelysmall.Theratiooftotalassetsofallbanksto GDPwas29%in1990andincreasedto91%attheendof2010.The credit/GDPratioandthedeposits/GDPratiowereonly15%in1990 andincreasedto43%and54%,respectivelyin2010.11Theseratios arefarbelowtheEUaveragebutclosertotheratiosinthetransition economiesoftheEU.
The Turkish banking industry is dominated by seven large banks:threestate-ownedandfourprivatedomesticbanks.They held78.2%ofthesectorassetsinDecember2010.Theshareofthe fivelargestbanks– acommonindicatorofconcentration–stands at62.9%andindicatesafairlevelofcompetitioninthesector.
Bank branchesareoneofthefundamentalchannelsfor pro-vidingbankingservicesinTurkey.Thereare9422branchesof31 deposit banksasof December2010and 29%of thesebranches belongtothreestate-ownedbanks.Thesevenlargestbankshave branchesinallofTurkey’s81provinces.Attheprovinciallevel, branchdensityislowcomparedtodevelopedcountriesbutalmost thesameastheworldaverage(InternationalFinanceCorporation, 2010).Therewere13branchesforevery100,000personsin2010. 3. Hypotheses
Inthispaper,weexaminethelendingactivitiesofstate-owned andprivatebanksincrisisyearsandingeneral(i.e.,parliamentary) andlocalelectionyears.First,weanalyzewhetherthesharesof state-ownedandprivatebanksincreditmarketsaredifferentin crisisandnon-crisisyearsandinelectionandnon-electionyears. Then, we study how the relationship between credit provided by banks withdifferentownership and local economic growth changesintheseyears.Weconducttheanalysesforallprovincesas wellasforasubsampleofdevelopedandless-developedprovinces.
11GDPincurrentpriceswas150,676millionUSDin1990andbecame735,264
3.1. Thesharesofstate-ownedandprivatebanksinthecredit market
3.1.1. Bankcreditduringcrisisyears
Duringperiodsofeconomiccrisis,banksreducetheirlending activitiesbyinvestinginsecurities,especiallygovernment secu-rities(BernankeandLown, 1991).However,somestudiesshow thatthelendingactivitiesofstate-ownedbanksareless respon-sivetomacroeconomicshocksthanthoseofprivatebanks(see, forexample,DetragiacheandGupta(2006)forMalaysiaandMicco andPanizza(2006)fordevelopingcountries).MiccoandPanizza (2006)listfourreasonsfortheinsignificantchangeinthe behav-iorof state-owned banksin crisisyears:(i)state-owned banks trytostabilizethecredit marketaspartof governmentpolicy, (ii)theyhaveexcessloanablefundsbecausedepositorspreferto channeltheirsavingstothesebanksassafehavensduring reces-sions, (iii)themanagers ofthesebanksmight beslowtoreact toshocks,and(iv)politiciansmightinfluencethelending behav-iortoincrease theirprobabilityofre-election.Inthis paper,we postulate that state-ownedbanksdo not reactasmuch as pri-vatebanksineconomiccrisisperiodsandexaminethishypothesis at the provincial level by using a simple market share mea-sure.
3.1.2. Bankcreditduringelectionyears
Electionsareone ofthemoststudiedpolitical eventsin the bankingliterature,andseveralstudieshavedocumentedthat state-ownedbankschangetheirlendingbehaviorduringelectionyears. Dinc¸(2005)examinesthebehaviorofthetenlargestbanksin17 developedand19developingcountriesandfindsthatstate-owned banks(relativetoprivatebanks) increasetheirlendingin elec-tionyearsonlyindevelopingcountries.MiccoandPanizza(2006) alsoobservelendingduringelectionyearsbutfindnosignificant relationbetweenloangrowthandpoliticallendinginindustrial ordevelopingcountries.Later,Miccoetal.(2007)findthat state-owned banks perform worse than private banks and that the disparitybetweenthemwidensduringelectionyears,especiallyin developingcountries.12Baumetal.(2010)examinetheeffectsof generalelectionsontheTurkishbankingsystembetween1963and 2007andobservenosignificantdifferencebetweenlending behav-iorofstate-ownedandothertypesofbanksduringparliamentary elections.Jackowiczaetal.(2012)findthatalthoughstate-owned bankschargesignificantlylowerinterestratesonloansintheyears ofparliamentaryelectionsinCentralEuropeancountries,theirloan volumedoesnotchangesignificantly.
In this paper, we examine local and general elections. We hypothesizethatstate-ownedbanks’shareof thecredit market inelectionperiodsissignificantlygreaterthantheirsharein non-electionperiods.Since1986,provincialmunicipalitieshavebeen allowedbylawtoborrowfromalltypesofcommercialbanks(i.e., state-owned,private,or foreignbanks).Hence,it wouldnot be surprisingtoobservea largerprovisionbyprivatebanksinthe creditmarketinelectionyears;however,theirshareisexpectedto declineintheseperiods.
3.1.3. Bankcreditinless-developedanddevelopedprovinces Increasinggrowthandreducing economicdisparitybetween regionsaremajorchallengesforincumbentgovernmentsinmany developingeconomies.TheTurkishgovernmenthasbeen classi-fying certainprovincesas“priority provincesfor development”
12Theydefine‘electionyears’asyearswithpresidentialelectionsincountries
withapresidentialsystemandlegislativeelectionsincountrieswithparliamentary
systems.Theirsamplecomprises179countries.
since1968toprovideincentivesandsubsidiestoimprovegrowth in these provinces. The number of provinces included in this list has increased over time and now stands at 50 out of 81 provinces.In this paper, we use this classification to examine whetherstate-ownedbanksbehavedifferentlyindeveloped (non-priority) and less-developed (priority) provinces in crisis and electionyears.
InTurkey,ÖnderandÖzyıldırım(2010)findthatcreditprovided bystate-ownedbankshasanegativeorinsignificantassociation withlocalgrowthin“priority”provincesbutapositive associa-tionwithgrowthindevelopedprovincesfortheperiod1992–2000. Inanotherstudy,theyshowthatcreditprovidedbystate-owned banks is associated with local growth in “priority” provinces if they are politically connected with the government (Önder andÖzyıldırım, 2011).Based onthesefindings, we expectthat state-ownedbankswillbehavedifferentlyindevelopedand less-developedprovincesinthecrisisandelectionyears.
3.2. Therelationshipbetweenbankcreditandlocalgrowth
Afterexaminingwhetherthecredit marketshare ofTurkish state-ownedbanksishigherinelectionandcrisisyears,wetest whetherthepercapitacredittheyprovideduringtheseperiods is positivelyassociated with per capitaGDPgrowth ratein all provincesregardlessof theirdevelopmentlevel, controllingfor otherfactors that might affectgrowth rate. Although previous empiricalstudiesshowthatgenerallythemanagementof state-ownedbankshaspoliticalincentivesinallocatingcreditregardless of thestate of theeconomy (see for example,Sapienza, 2004; Imai, 2009), wedo nothave an a priori expectation aboutthe contributionofthesebanksoneconomicgrowthinnormaltimes. However,wemayobserveapositiveassociationbetweencredit providedbystate-ownedbanksandprovincialgrowthduring cri-sisperiodsifstate-ownedbanksfillfinancialgapspossiblycreated byprivatebanksandfinanceeconomicallydesirableprojectsthat areignoredbyprivatebanks.Nevertheless,governmentsmayalso makepoliticallymotivatedlendingdecisionsduringcrisisperiods toimplementtheirdiscretionarypolicies(seeBonginietal.(2001) duringthe1997–1999EastAsiancrisisandMcQuerry(2001) dur-ingthe1994Brazilian bankingcrisis).Ifstate-ownedbanksare morelenientandlessprudentduringcrisisperiods,noassociation withgrowthmaybeobserved.
Similarly,wemayseeloanexpansionbyTurkishstate-owned banksduringelectionperiods,butlenient lendingbehaviorand marginallygrantedcreditmayincreasedefaultratesinthewakeof elections.Hence,likenormalperiods,wehavenoapriori expecta-tionontherelationshipbetweenlocalgrowthandloansprovided by state-owned and private banksduring periods of increased uncertaintyandasymmetricinformation.
4. Empiricalmodelanddata 4.1. Themodel
Toexaminetherelationshipbetweenbankcreditandeconomic growthattheprovinciallevelovertheperiod1992–2010,we esti-matethefollowingfixed-effectsmodel:
Yit=ˇ0+ˇ1BankCreditit+ˇ2PublicExpenditureit
+ˇ3Urbanizationit+ˇ4Schoolingit+ˇ5GDPit−1+ˇ6DCrisis
+ˇ7DElection+ˇ8Dj×BankCreditit+
i+itwhereYitisthegrowthrateofrealGDPpercapitainprovincei
creditorpercapitaprivatebankcreditprovidedinprovinceiat timet.13
Wetrytocontrolforotherfactorsthatmayaffectaprovince’s percapitaincomegrowthrate.Thecontrolvariables arepublic expendituresper capita(PublicExpenditure),theshareof urban population(Urbanization),a measure of humancapital (School-ing),andthelaggedpercapitarealoutput(GDPt−1).Weexpectthe coefficientonpublicexpendituresandurbanizationtobepositive andthecoefficientonincomeleveltobenegative.Human capi-talrepresentsthenumberofhigh-schoolstudentsperhigh-school teacher,andtheexpectation isthat thisvariable hasa positive relationtoprovincialgrowthrate.DCrisisandDElectionaredummy
variablesindicatingcrisisandelectionyearsrespectively.
isa vectorrepresentingprovincialfixed-effects.We examine howthe relationshipbetweenbank credit and growthchangesincrisisorelectionyearsbytheinteraction vari-ables(Dj×BankCreditit,wherej=Crisis,Election(LocalorGeneral)).
ˇ8measuresthechangeinthecoefficientonpercapitacredit
pro-videdbyeitherstate-ownedorprivatebanksincrisisorelection years.
Turkeyexperienced three major economic crises during the sampleperiod.Thefirstcrisiswasofshort-duration,in1994,and wasa currencycrashand a bankingcrisis.Threeprivatebanks failed. Fiscal fundamentals deteriorated significantly. The huge domesticcreditexpansiontothepublicsectoreventuallycaused drasticdepreciationoftheTurkishLira (TL)andresultedin the lossofforeignassetsoftheCentralBankoftheRepublicofTurkey (CBRT).Afteranoutputlossof6.1%in1994,outputrecoverywas rapid.Theeconomygrew7.5%and8%in1995and1996, respec-tively.Thesecondcrisishadalong-duration,spreadingoverthree years(1999–2001).In1999,therewasanothercurrencycrashand through2000and2001anotherbankingcrisis.TherealGDPgrowth ratewas−3.37%in1999,6.77%in2000,and−5.67%in2001.Turkey implementedanIMF-supportedprogramatthebeginningof2000, whichsucceededtosomeextent,reversingthenegativetrendin GDPfor thatyear.However,risingcurrentaccountdeficits, real appreciationoftheTL,andthefragilityofstate-ownedand pri-vatebankswereconsideredthecauseoftheseverefinancialcrisis in2001,sotheprogramultimatelyfailed.Theeffectsofthis sec-ondcrisisonthebankingsectorweremoreseverethanthoseof thefirstone.Seventeenbanksfailedover three years.We con-sidertheglobalcrisisperiodsof2008and2009asTurkey’sthird crisisperiodbecauseitwasoneofthehardest-hitcountries.The recessionof2008–2009ledtoamassivecollapseinexportsand thesubsequentcontractioninGDPof14.7%duringthefirst quar-ter of 2009 (Alp and Elekdag,2011).By the second quarterof 2009,theeconomyhadquicklyrebounded.Financialmarketsseem toberesilientincontrasttopreviouscrises.Thus,inthe empir-icalmodel, the dummyvariable for crisis,DCrisis,takes a value
ofonein1994,1999,2000,2001,2008,and2009and0 other-wise.
Duringthesampleperiod,therewerefourlocalelections,in 1994,1999,2004,and2009.Hence,thedummyvariableDLElection
defineslocalelectionperiodsandequalsoneintheseyearsand0 otherwise.Intheanalysisofgeneralelections,thedummyvariable, DGElectiontakesavalueofoneinthegeneralelectionyears(1995,
1999,2002,and2007)and0otherwise.14
Whenexaminingtheimpactofa crisis,we controlfor local election years rather than general election years because the
13 Becauseofthemulticollinearityproblem,wedidnotjointlyestimatepercapita
creditissuedbystate-ownedandprivatebanks.
14 Inordertodifferentiatethepureeffectofcrisisorelectionyears,iftwoevents
concurrentlyoccurinthesameyear,thenthatyearisexcludedfromtheestimations.
estimationsaredoneattheprovincialratherthannationallevel. Moreover,politicalpartiesseemtoviewlocalelectionsasmore crucialinexpandingtheirelectoralpopularityinthenational polit-icalarenabecauseofthelargeconcentrationsofvotersinurban areas.Forexample,Incioglu(2002)arguesthatinTurkey“...[t]he growingimportanceoflocalelections,especiallythoseconcerning municipaladministrations,isfurtherunderscoredbythefactthat themayorsoflargemetropoliseshavebecomemoreinfluentialin nationalpoliticsthanmanylegislatorsservingintheparliament.”
We divide theprovincesinto developed and less-developed accordingtothelistofpriorityprovincesthatCouncilof Minis-tersdeterminesannually.Themodel isestimatedforthesetwo subsamplesofprovinces.Weexpectthatstate-ownedbankcredit hasapositiveeffectonlocalgrowthinelectionyearsespeciallyin theless-developedprovincesbecausethepreviousfindings indi-catethat state-ownedbanksdo much betterinless-developed, politicallyconnectedprovinces.Moreover,weexpectthatan eco-nomicshockwillhaveagreaterimpactondevelopedprovinces. Hence,theextracreditthatastate-ownedbankprovidesduring crisisyearsisexpectedtohavemoreofaneffectonthegrowth rateindevelopedprovinces.
Inthegrowthliterature,creditisusuallytreatedasan endoge-nousvariable.Firstwetestwhetherstate-ownedandprivatebank creditisendogenousornot.Accordingtotheresultsofthe Haus-mantest,wecannotrejectthehypothesisthatstate-ownedbank creditisexogenousbutwecanrejectthehypothesisthatprivate bankcreditisexogenous.Therefore,weusetheOLSestimationin ouranalysisonstate-ownedbankcredit.Forestimationswith pri-vatebankcredit,weidentifytheshareofprivatebankbranches locatedinthatprovinceasanappropriateinstrumentalvariable (IV)15andestimateourmodelsaccordingly.16
4.2. Data
Weconstructedanunbalancedpaneldataset17byemploying annualdataoncreditprovidedbystate-ownedandprivatebanks intheprovincesbetween1992and2010.Alldataonbankcredit comefromtheCBRT.18Provincialpublicexpenditurescomefrom theTurkishMinistryofFinanceandtheothervariablescomefrom theTurkishStatisticsInstitute.
Table2showsthemeanvaluesofbankcreditandprovincial characteristicsforthewholesampleandforthesub-samplesthat compriselocalandgeneralelectionsandnon-electionyears,crisis andnon-crisisyears,andless-developedanddevelopedprovinces. Duringthesampleperiod,theaveragegrowthrateofpercapita
15AlthoughdynamicGMMiswidelyusedinthegrowthliterature(for
exam-ple, seeBecketal.,2000; Levineetal.,2000),werejectedthehypothesesof
over-identificationrestrictionswiththeSargantestandthesecond-orderserial
correlationoferrortermswiththeArellano–Bondtest.Theestimateswouldnot
berobustusingthedynamicGMMapproach;therefore,weusedtheOLSandIV
methods.
16Thecorrelationcoefficientbetweentheprovincialgrowthrateandtheshareof
privatebankbranchesis−0.048whereasthecorrelationcoefficientbetweencredit
issuedbyprivatebanksandtheshareofprivatebankbranchesis0.762.
17Thenumberofprovinceschangedduringthesampleperiodfrom67in1992
to81in2000.Fourteennewprovinceswereestablishedfromdistrictsofexisting
provinces.Intheestimations,formerprovinceswereexcludedfromthesamplein
theyearwhennewprovincesweredelineatedfromthembecauseoftheartificial
declineinGDPleveloftheformerprovincesinthatyear.
18Intheempiricalanalysis,weuseonlycashloansprovidedbythecorresponding
banksascredit.Inadditiontocashloans,bankscanissuenon-cashloans,suchas
lettersofguarantee,acceptances,andcredit.
TheCBRTclassifiesbanksasstate-ownedorprivatelyowned.Inthisgrouping,
for-eignandparticipationbanksareconsideredprivatebankswhenprovidingcredit
dataattheprovincelevel.Becauseofdataavailability,weusetheCBRT’s
Table2
Descriptivestatisticsofvariables.
All Crisisyears Electionyears Provinces
No Yes Local General Developed Lessdeveloped
No Yes No Yes
PercapitarealGDPgrowthrate(%) 2.89 5.86 −3.42 3.85 −0.66 2.91 2.83 2.44 3.17
(7.28) (5.38) (6.75) (6.60) (8.49) (7.33) (7.09) (6.70) (7.60)
Bankcreditpercapita(TL)
State-ownedbanks 502.43 469.79 571.75 493.31 536.14 517.47 446.87 645.73 414.44
(656.37) (634.6) (695.98) (657.4) (652.46) (659.49) (642.69) (628.84) (657.74)
Privatebanks 795.54 775.67 837.74 802.5 769.86 820.87 701.99 1531.39 343.7
(1525.51) (1474.45) (1629.43) (1540.59) (1470.53) (1553.12) (1417.22) (2207.92) (478.63) Publicexpenditurespercapita(TL) 134.34 138.11 126.31 136.42 126.65 141.48 107.92 143.1 128.95
(154.98) (163.42) (135.13) (158.25) (142.23) (160.62) (128.9) (204.38) (114.28)
Urbanization(%) 56.69 56.33 57.44 56.50 57.35 56.72 56.56 62.98 52.81
(13.32) (13.17) (13.62) (13.22) (13.66) (13.45) (12.84) (14.83) (10.58) Schooling
Studentsperteacher 17.56 17.48 17.71 17.57 17.49 17.51 17.72 16.70 18.11
(5.31) (5.44) (5.02) (5.45) (4.76) (5.27) (5.42) (4.08) (5.90)
DCrisis(%) 31.99 0.00 100.00 20.49 74.53 33.84 25.16 31.81 32.11
DLElections(%) 21.29 7.97 49.58 0.00 100.00 20.24 25.16 21.27 21.30
DGElections(%) 21.29 23.43 16.74 20.24 25.16 0.00 100.00 21.27 21.30
Note:Crisis(DCrisis)yearsare1994,1999,2000,2001,2008,and2009.Localelection(DLElections)yearsare1994,1999,2004and2009.Generalelection(DGElections)yearsare
1995,1999,2002,and2007.Standarddeviationsarereportedinparentheses.Monetaryvaluesareexpressedintermsof2010prices.
provincial GDP was 2.89%. It changes significantly in the
sub-samples.Forexample,itwas−0.66%duringlocalelectionyears
and −3.42%duringcrisisyears. Less-developedprovinceshada
highergrowthratethandevelopedprovincesduringtheperiod
1992–2010(3.17%versus2.44%).Partofthisgrowthratecanbe
explainedbythepeoplemigratingfromless-developedto
devel-opedprovinces.
Onaverage,state-ownedbanksprovided502.43TL19percapita
peryearinaprovince,whereasprivatebanksprovided795.54TL. Fig.1showshowpercapitaprovincialbankcreditchangedthrough thesampleperiod.Intermsof2010values,state-ownedandprivate banksseemtoprovidealmostthesameamountofcreditpercapita during 1992–2001.After2001,theamountof credit percapita frombothtypesofbanksincreasesexponentially.Moreover, pri-vatebankshaveahighergrowthratethanstate-ownedbanks.The highaverageincrisisyears,asreportedinTable2,canbeexplained bytheincreaseinthepercapitabankcreditinthelateryearsthat coincidedwiththecrisis.
Table2showsthatbothtypesofbankcreditpercapitaarehigher indevelopedprovinces.Privatebanksprovideonaveragealmost 4.5timesmorecreditpercapitaindevelopedprovincesthanin less-developedprovinces.Theaveragepercapitapublicexpendituresin aprovinceisalmostone-thirdofthemeanofpercapitacredit pro-videdbystate-ownedbanks.Moreover,averagepercapitapublic expendituresarelowerincrisisandelectionperiods.Considering thenatureofpublicexpenditures(infrastructure,health, educa-tion,civilservantsalaries,andtransferpayments),thetrendduring crisisperiodsislogical;however,alowermeanvalueduring elec-tionperiodsisunexpected.
5. Empiricalresults
5.1. State-ownedandprivatebanks’creditmarketshares
Totestthehypothesesabouttheequalityofstate-ownedand privatebanklendingactivitiesindifferentyearsandindifferent
19Allmonetaryvaluesareexpressedasoftheirvaluesattheendof2010.Atthat
time,theexchangeratewas1USD=1.54TL.
provinces,wecalculatethecreditmarketsharesofbothbanktypes ineachprovinceandineachyear.Table3showsthemeanvalue ofthemarketsharesofeachtypeofbankinalternativeyearsand provincesaswellasthet-statisticsthattesttheequalityofthese meanvalues.Theresultsshowthatattheprovinciallevel, state-ownedbankshaveasignificantlyhighermarketshareincrisisyears (54.3%)thaninnon-crisisperiods(47.5%).20Ontheotherhand,the marketshareofprivatebanksinthecreditmarketissignificantly lowerincrisisyears(45.7%)thaninnon-crisisyears(52.2%).The CBRT(2010)alsodocumentstheassuranceofstate-ownedbank lendingintherecentcrisis.
Weobservesimilarbehaviorforstate-ownedbanksinlocal elec-tionyears.Wefindthatattheprovinciallevel,thesebankshave asignificantlyhighermarketshareinlocalelectionyears(52.2% versus49.0%).Ontheotherhand,privatebankshaveasignificantly lowermarketshare inlocalelectionyears thaninnon-election years.Althoughstate-ownedbankshaveahighermarketsharein generalelectionyears,nosignificantdifferenceexistsbetween gen-eralelectionyearsandnon-electionyears.Thisfindingsupportsthe resultsofBaumetal.(2010),whichholdthatstate-ownedbanksin Turkeydonotchangetheirlendingactivityduringgeneralelection years.
Whenwecompare thecredit marketsharesofbanksin dif-ferentprovinces,state-owned bankshave a significantlyhigher shareincreditmarketsofless-developedprovincesthaninthose ofdevelopedprovinces.Theaverageshareofstate-ownedbanks increasesto62.9%inless-developedprovincesanddecreasesto 40.4%indevelopedprovincesincrisisyears.Theirshareisaround 60%inlocalandgeneralelectionyearsalike.Privatebankshavea significantlylowermarketshareincrisisandlocalelectionyears. Thedifferenceinmarketshareissignificantinallprovincesand indeveloped provinceswhencomparinglocalelectionyearsto non-electionyears.
Knowingthat state-ownedbankshave a significantlyhigher shareofthecreditmarketduringlocalelectionandcrisisyears,
20 Althoughtheaveragemarketsharesofpublicandprivatebanksarearound50%,
itchangedsignificantlyovertime.Forexample,in1992,theshareofstate-owned
1992 1993 1994 199519961997 1998 1999 2000 2001 2002 2003200420052006 2007 2008 20092010 0.000 0.500 1.000 1.500 2.000 2.500 0.133 0.154 0.234 0.246 0.134 0.426 0.426 0.403 0.460 0.270 0.195 0.259 0.414 0.557 0.673 0.920 0.966 1.071 1.411 0.163 0.247 0.229 0.267 0.263 0.558 0.417 0.404 0.452 0.353 0.375 0.486 0.693 1.110 1.416 1.720 1.815 1.714 2.088 State-owned Banks Private Banks ('000 TL)
Fig.1.Provincialrealcreditpercapita,1992–2010.
Table3
MeansandstandarddeviationsofcreditmarketsharesofState-ownedandprivatebanksinTurkishprovincesindifferentperiodsandt-statisticsforequalityofmeans.
All Less-developedprovinces Developedprovinces
State-ownedbanks Privatebanks N State-ownedbanks Privatebanks N State-ownedbanks Privatebanks N Crisis No 47.52% 52.17% 1021 55.14% 44.35% 632 35.15% 64.88% 389 (22.76) (22.64) (22.16) (21.81) (17.74) (17.69) Yes 54.31% 45.70% 479 62.89% 37.13% 296 40.41% 69.56% 183 (22.89) (22.93) (20.50) (20.57) (19.53) (19.56) t-Stat −5.37*** 5.14*** −5.08*** 4.79*** −3.21*** 3.24*** Localelection No 49.01% 50.73% 1182 56.93% 42.63% 732 36.12% 63.91% 450 (23.04) (22.92) (22.02) (21.68) (18.37) (18.33) Yes 52.22% 47.79% 318 60.16% 39.87% 196 39.47% 60.50% 122 (22.73) (22.84) (21.48) (21.58) (18.71) (18.76) t-Stat −2.21** 2.04** −1.83* 1.58 −1.78* 1.81* Generalelection No 49.44% 50.30% 1181 57.11% 42.46% 732 36.93% 63.08% 449 (22.77) (22.65) (21.86) (21.52) (18.24) (18.22) Yes 50.61% 49.39% 319 59.49% 40.50% 196 36.46% 63.54% 123 (23.91) (23.95) (22.15) (22.24) (19.41) (19.39) t-Stat −0.81 0.63 −1.35 1.12 0.25 −0.25
Note:t-Statteststheequalityofmarketsharesofstate-ownedbanksandprivatebanksincrisisandnon-crisis(electionandnon-election)years.Standarddeviationsare reportedinparentheses.Themarketsharesofbanksattheprovinciallevelchangebetween0%and100%.*,**,and***indicatestatisticalsignificanceatthe10percent,5 percentand1percentlevels,respectively.
wefurtherexaminewhetherthiscredithasapositiveassociation
withindividuals’well-beingattheprovinciallevel.
5.2. Bankcreditandlocalgrowth
Table4 reports theresults of the fixed-effects model with-outinteractionvariables.Thebasicmodelwithstate-ownedbank creditexplains33.2%ofthevariabilityinthepercapitaGDPgrowth ratesintheTurkishprovincesandthemodelwithprivatebank creditexplains33.7%ofthevariability.Theprovincialfixed-effects arefoundtobesignificant.Therefore,theyareincludedinall esti-mations.
Percapitastate-ownedandprivatebankcreditarebothfound tobesignificantlyand positivelyassociatedwiththeprovincial percapitagrowthrateofrealGDP,controllingforotherfactors thatmightaffectprovincialgrowth,suchaspublicexpenditures, urbanization, schooling, and initialincome level of a province. Interestingly,thecoefficientonpercapitastate-ownedbankcredit issignificantindevelopedprovinces,whereasthecoefficientonper capitaprivatebankcreditissignificantinless-developedprovinces.
However,bothtypesofbankcredithaveapositiveandsignificant effectonlocalgrowthinallprovincesregardlessoftheir develop-mentlevel.Thisresultisslightlydifferentfrompreviousstudies that examine the role of state-owned banks in Turkey (Önder and Özyıldırım,2010; Önder and Özyıldırım,2011), which find aninsignificantcoefficientonpercapitacreditforallprovinces. Differentfromthosestudies,thisstudycoversaperiodwhenan independentbankregulatoryagencyexistsinTurkey.These find-ingsseemtosupporttherequirementsofferedbyGuidottietal. (2004) thatregulatoryinstitutionsshouldbeindependentfrom politicalinfluencesforthereliableoperationofthefinancial sys-tem.
Thepositivecoefficientfoundonstate-ownedbankcrediteven indevelopedprovincesseemstosupportthedevelopmentview explanationofgovernmentownershipofbanks.21However,itis
21Proponentsofthedevelopmentviewclaimthatpublicbankscurefinancial
mar-ketfailuresandthereforeenhancesocialwelfareorstimulategrowth(see,e.g.,
Table4
Fixed-effectsmodel– bankcreditandlocalgrowth.
State-ownedbanks Privatebanks
Allprovinces Less-developed Developed Allprovinces Less-developed Developed
BankCredit(ˇ1) 0.0089** 0.0049 0.0126** 0.0079* 0.0224*** 0.0027 (0.0038) (0.0051) (0.0054) (0.0044) (0.0075) (0.0051) PublicExpenditures(ˇ2) 0.0643*** 0.0921*** 0.0099 0.0777*** 0.1087*** 0.0150 (0.0188) (0.0271) (0.0249) (0.0192) (0.0268) (0.0264) Urbanization(ˇ3) 0.3399*** 0.5860*** 0.3047*** 0.3641*** 0.5035*** 0.3488*** (0.0430) (0.0704) (0.0574) (0.0504) (0.0758) (0.0691) Schooling(ˇ4) 0.0261*** 0.0273*** −0.0068 0.0226*** 0.0258*** −0.0080 (0.0077) (0.0094) (0.0136) (0.0077) (0.0093) (0.0139) GDPt−1(ˇ5) −0.0741*** −0.0819*** −0.1172*** −0.0821*** −0.1147*** −0.1100*** (0.0125) (0.0155) (0.0222) (0.0137) (0.0193) (0.0222) DCrisis(ˇ6) −0.0799*** −0.0823*** −0.0723*** −0.0793*** −0.0802*** −0.0739*** (0.0039) (0.0052) (0.0058) (0.0040) (0.0052) (0.0058) DLElection(ˇ7) 0.0424*** 0.0425*** 0.0376*** 0.0425*** 0.0474*** 0.0346*** (0.0062) (0.0082) (0.0091) (0.0063) (0.0084) (0.0092) Intercept(ˇ0) 0.7954*** 0.6499*** 1.5357*** 0.9452*** 1.1222*** 1.4442*** (0.1630) (0.1799) (0.2957) (0.1873) (0.2455) (0.3022) AdjustedR2 0.3320 0.3704 0.3250 0.3367 0.3775 0.3266 N 1225 747 478 1225 747 478
Note:Thistablepresentstheestimationofthebasicmodelwithprovincialfixed-effects.Themodelswithstate-ownedbankcreditareestimatedwithOLS.Becauseofthe
endogenityproblem,anIVmethodisusedintheestimationsofmodelswithprivatebankcredit.
*Statisticalsignificanceatthe10%level.
**Statisticalsignificanceatthe5%level.
***Statisticalsignificanceatthe1%level.
still surprisingthat credit fromprivatebanksin thedeveloped provincesisnotfoundtobesignificantlyassociatedwiththe wel-fareoftheseprovinces.
Table 3 shows that state-owned banks have a significantly highershareinless-developedprovinces.Theinsignificant coef-ficientonpercapitacreditfromthesebanksintheless-developed provincessuggeststhatthiscreditmightbeusedtofinancesocial projectsortofixmarketfailuresintheseprovinces.Analternative explanationmightbethepoliticaluseofstate-ownedbankloans. However,per capitacreditissued byprivatebanksand foreign bankshasasignificantandpositiveassociationwithindividuals’ percapitaincomeinless-developedregions.Thisfindingindicates thatprivatebanksmighthavebettertechnologiestoidentify pro-ductive projectsinthoseregions andmaybettermonitorthem toyieldmorereturntolocalinvestors,supportingtheresultfrom DelaTorreetal.(2010).Theyshowthatalltypesofbanks(large, small,domestic,andforeign)expandtheiroperationsintheSME segmentandcompetewithstate-ownedbanksaggressively.They arguethatprivatebanks,includingforeignbanks,have compara-tiveadvantagesinofferingawiderangeofproductsandservices throughtheuseofnewtechnologiesformonitoringandmanaging risks.
Similartootherstudiesintheliterature,publicexpendituresper capitaandurbanizationhaveapositiveassociationwiththelocal growthrate.Thepositivecoefficientonpublicexpendituresis sig-nificantinallandless-developedprovinces.Consideringthetypes ofpublicexpendituresmadeintheseprovinces,suchas infrastruc-ture,education,andhealth,itisnotsurprisingtoseethiseffect. Schoolinghasapositiveandsignificanteffectonlocalgrowthfor allandless-developedprovinces.Becausethisvariableismeasured bythenumberofhighschoolstudentsperhighschoolteachers, anincreaseinitmightresultinadeclineinthequalityof educa-tion.However,consideringanaverage17.6highschoolstudents perteacher,itcanbearguedthatanincreaseinthisnumberalso indicatesanincreaseinhumancapital,whichwouldhaveapositive effectonthegrowthofpercapitaprovincialincome.Asexpected, thegrowthrateinpercapitaGDPdeclinessignificantlyincrisis years.Controllingforbankcreditandpublicexpenditures,years withlocalelectionshaveahighergrowthratethanotheryears.
5.3. Bankcreditandlocalgrowthincrisisyears
Table5reportstheresultsofthefixed-effectsmodelwiththe crisisinteractionvariable.Percapitastate-ownedbankcreditis foundtobepositivelyandsignificantlyrelatedtothegrowthrate ofrealper capitaGDPin theTurkish provinces,controllingfor otherfactorsthatmightaffectprovincialgrowth,suchaspublic expenditures,urbanization,schooling,andaprovince’sinitialreal GDP.Itholdsforallprovincesaswellasthedevelopedand less-developedprovinces;however,thecoefficientisonlysignificant whenallprovincesareincludedintheanalysis.
Thecoefficientontheinteractionvariablebetweenpercapita state-ownedbankcreditandthecrisisdummyvariableis signifi-cantinthedevelopedprovinces.Whenthesetwocoefficientsare added,percapitastate-ownedbankcreditisfoundtohavea pos-itiveandsignificantrelationshipwithlocalgrowthincrisisyears. Thisresultsuggeststhatpercapitaloansissuedbystate-owned banksincrisisyearshelpincreasethegrowthlevelinthe devel-opedTurkishprovincesaswellasinallprovinces.22A1%increase inpercapitastate-ownedbankcreditindevelopedprovincesin crisisyearsisexpectedtoincreasethegrowthrateofpercapita realGDPintheseprovincesby4.2%.Ontheotherhand,asimilar increaseinpercapitastate-ownedbankcreditissuedinnon-crisis yearsisfoundtoincreasethepercapitarealGDPgrowthrateby only0.9%.However,percapitastate-ownedbankcreditincrisis yearsisnotfoundtohaveasignificanteffectonlocalgrowthin less-developedprovinces.
The results are slightly different for private bank credit. Althoughpercapitacreditfromthesebankshasapositive associa-tionwithlocalgrowth,theonlysignificantandpositivecoefficient isfoundintheless-developedprovinces,whereprivatebankshave
22 Byslightlychangingthemodelandusingtheprovincialpercapitacreditgrowth
rateofstate-ownedbanksratherthanthelevelofpercapitabankcreditasan
inde-pendentvariable,wetrytoestimatewhetherTurkishstate-ownedbanksplayeda
smoothingroleincrisisperiods.Wefindthatthegrowthrateofstate-ownedbank
creditpercapitaispositivelyandsignificantlyassociatedwiththegrowthrateof
Table5
Bankcreditandlocalgrowthincrisisyears.
State-ownedbanks Privatebanks
Allprovinces Less-developed Developed Allprovinces Less-developed Developed
BankCredit(ˇ1) 0.0086** 0.0074 0.0088 0.0066 0.0179** 0.0019
(0.0041) (0.0058) (0.0055) (0.0044) (0.0077) (0.0052)
DCrisis×BankCredit(ˇ8) 0.0010 −0.0063 0.0334*** −0.0819*** 0.0255*** −0.1085***
(0.0055) (0.0067) (0.0102) (0.0137) (0.0088) (0.0223) PublicExpenditures(ˇ2) 0.0645*** 0.0906*** 0.0170 0.3657*** 0.1052*** 0.3485*** (0.0188) (0.0272) (0.0248) (0.0503) (0.0266) (0.0691) Urbanization(ˇ3) 0.3404*** 0.5771*** 0.3028*** 0.0229*** 0.5344*** −0.0077 (0.0431) (0.0710) (0.0568) (0.0077) (0.0761) (0.0139) Schooling(ˇ4) 0.0261*** 0.0272*** -0.0086 −0.0835*** 0.0256*** −0.0779*** (0.0077) (0.0094) (0.0134) (0.0046) (0.0092) (0.0076) GDPt−1(ˇ5) −0.0740*** −0.0822*** −0.1204*** 0.0773*** −0.1228*** 0.0150 (0.0125) (0.0155) (0.0220) (0.0192) (0.0194) (0.0264) DCrisis(ˇ6) −0.0804*** −0.0793*** −0.0942*** 0.0423*** −0.0903*** 0.0345*** (0.0050) (0.0061) (0.0088) (0.0063) (0.0062) (0.0092) DLElection(ˇ7) 0.0424*** 0.0427*** 0.0375*** 0.0048* 0.0463*** 0.0024 (0.0063) (0.0082) (0.0090) (0.0027) (0.0083) (0.0029) Intercept(ˇ0) 0.7950*** 0.6586*** 1.5897*** 0.9421*** 1.2110*** 1.4246*** (0.1631) (0.1801) (0.2929) (0.1871) (0.2461) (0.3032) Interaction(ˇ1+ˇ8) 0.0097* 0.0011 0.0422*** −0.0753** 0.0434*** −0.1066 F-statistics 3.12 0.03 16.24 5.65 17.20 0.63 p-Value 0.0777 0.8697 0.0001 0.0176 0.0000 0.4294 AdjustedR2 0.3315 0.3703 0.3396 0.3379 0.3841 0.3229 N 1225 747 478 1225 747 478
Note:Thistablepresentstheestimationsofthefixed-effectsmodelwithacrisisinteractionvariable.Themodelswithstate-ownedbankcreditareestimatedwithOLS.
Becauseoftheendogenityproblem,anIVmethodisusedintheestimationsofmodelswithprivatebankcredit.TheF-statistictestswhether(ˇ1+ˇ8)=0.
*Statisticalsignificanceatthe10%level.
**Statisticalsignificanceatthe5%level.
***Statisticalsignificanceatthe1%level.
alowershareofthecreditmarket.Incrisisyears,thecoefficient onpercapitaprivatebankcreditchangessignificantlyinallthree groupsof provinces.Thecoefficientincreasesin less-developed provinces,whereasitdeclinesinallprovincesandindeveloped provinces.Thisnegativeorinsignificantcoefficientcanbeobserved ifprivatebanksissuecreditincrisisperiodstobeusedasworking capitalratherthanforinvestmentpurposes.
5.4. Bankcreditandlocalgrowthinelectionyears
Table6 presents theresultsof thefixed-effects model with alocalelectionand bankcredit interactionvariable.Theresults areconsistentwiththe previousfindingsthat percapita state-ownedbankcreditispositivelyandsignificantlyassociatedwith localgrowthin allprovincesaswellasin developedprovinces. Eventhoughstate-ownedbankshaveasignificantlyhighershare in credit markets in local election years (Table 3), the regres-sionfindingsindicatethat,controllingforotherfactorsthatmight affectgrowth,thecoefficientofpercapitacreditprovidedby state-ownedbanksdoesnotchangesignificantlyintheseyears.When thecombinedeffectsareconsidered,theresultssuggestthatper capitacreditfromstate-ownedbanksinlocalelectionyearsdoes notbenefitindividuals’well-beinginanyTurkishprovinces.This findingsupports theotherfindings in theliterature that state-ownedbanksmight providecredit forpolitical reasonsin local elections.
To further investigate the insignificant coefficient of state-ownedbankcreditpercapitaduringelectionperiods,werunour modelforasampleofprovinceswheretheincumbentisamember ofthegoverningpartyintheyearofalocalelection.Inthisway,we aimtoexaminewhetherfundingbystate-ownedbanksismainly usedtoprovidebenefitstoprovincesthatarepopulatedwith sup-portersofthegoverningparty.Wefindthatthecoefficientonper capitastate-ownedbankcreditispositiveandsignificant,butin
localelectionyearsthiscoefficientbecomessignificantand neg-ative,whichsuggeststhatstate-ownedbanksprovidepolitically connectedcreditduringlocalelectionyears.23
Whenweexaminepercapitaprivatebankcredit,its associa-tionwithlocalgrowthisfoundtobepositiveandsignificantinall provincesandinless-developedprovinces.Thiscoefficientdeclines significantlyinlocalelectionyears.However,thecombinedeffect ofcreditintheseyearsisfoundtobeinsignificantinallprovinces regardlessoftheirdevelopmentlevel.
Table7presentstheresultsofthefixedeffectsmodelwitha generalelectioninteractionvariable.Consistentwithother mod-els,state-ownedbankcreditpercapitaisfoundtoincreaselocal growthratesignificantlyinallanddevelopedprovinceswhereas privatebankcreditper capitais foundtoincreaselocalgrowth significantlyinless-developedprovinces.Althoughthecoefficient onthe interactionvariable is foundtobenegative and signifi-cantinsomeprovinces,theonlysignificantandpositivecombined coefficientisobserved forprivatebankcredit inless-developed provinces.Ingeneral,creditfrombothtypesofbanksisnot signifi-cantlyassociatedwiththegrowthrateofpercapitarealGDPinthe Turkishprovincesingeneralelectionyears.Thisinsignificant find-ingmightbeexplainedbythefirms’behavior.Theymightpostpone theirinvestmentsduringelectionperiods.JulioandYook(2012) examine248electionsin48countriesandfindthatfirmsreduce investmentexpendituresduringnationalelectionyearsbyan aver-ageof 4.8%,controllingfor growthopportunitiesand economic conditions. Theyargue that political uncertainty creates uncer-taintyaboutfutureinvestmentpayoffs;and,inresponse,rational managerspostponeinvestmentsuntiltheuncertaintyisresolved. OurfindingssuggestthatTurkishfirmsmightbehaveinasimilar
23Wedonotreporttheresultsofthisestimationtosavespace.Theyareavailable
Table6
Bankcreditandlocalgrowthinlocalelectionyears.
State-ownedbanks Privatebanks
Allprovinces Less-developed Developed Allprovinces Less-developed Developed
BankCredit(ˇ1) 0.0090** 0.0047 0.0126** 0.0081* 0.0224*** 0.0027
(0.0038) (0.0052) (0.0054) (0.0044) (0.0075) (0.0051)
DLElection×BankCredit(ˇ8) −0.0016 0.0017 −0.0043 −0.0824*** 0.0014 −0.1100***
(0.0104) (0.0112) (0.0411) (0.0138) (0.0363) (0.0223) PublicExpenditures(ˇ2) 0.0643*** 0.0922*** 0.0101 0.3629*** 0.1087*** 0.3485*** (0.0188) (0.0272) (0.0250) (0.0504) (0.0268) (0.0693) Urbanization(ˇ3) 0.3396*** 0.5865*** 0.3044*** 0.0227*** 0.5034*** −0.0079 (0.0431) (0.0705) (0.0575) (0.0077) (0.0758) (0.0139) Schooling(ˇ4) 0.0261*** 0.0273*** −0.0068 −0.0793*** 0.0258*** −0.0738*** (0.0077) (0.0094) (0.0136) (0.0040) (0.0093) (0.0058) GDPt−1(ˇ5) −0.0741*** −0.0818*** −0.1172*** 0.0784*** −0.1147*** 0.0153 (0.0125) (0.0155) (0.0222) (0.0192) (0.0193) (0.0266) DCrisis(ˇ6) −0.0799*** −0.0823*** −0.0723*** 0.0453*** −0.0802*** 0.0354*** (0.0039) (0.0052) (0.0058) (0.0072) (0.0052) (0.0117) DLElection(ˇ7) 0.0431*** 0.0419*** 0.0397* −0.0040 0.0470*** −0.0006 (0.0077) (0.0093) (0.0220) (0.0049) (0.0123) (0.0050) Intercept(ˇ0) 0.7965*** 0.6484*** 1.5355*** 0.9493*** 1.1222*** 1.4449*** (0.1632) (0.1803) (0.2960) (0.1873) (0.2457) (0.3026) Interaction(ˇ1+ˇ8) 0.0074 0.0064 0.0083 −0.0743 0.0238 −0.1073 F-statistics 0.49 0.31 0.04 0.41 0.41 0.10 p-Value 0.4859 0.5771 0.8413 0.5226 0.5221 0.7508 AdjustedR2 0.3315 0.3695 0.3235 0.3365 0.3766 0.3218 N 1225 747 478 1225 747 478
Notes:Thistablepresentstheestimationsofthefixed-effectsmodelwithalocalelectioninteractionvariable.Themodelswithstate-ownedbankcreditareestimatedwith
OLS.Becauseoftheendogenityproblem,anIVmethodisusedintheestimationsofmodelswithprivatebankcredit.F-statistictestswhether(ˇ1+ˇ8)=0.
*Statisticalsignificanceatthe10%level.
**Statisticalsignificanceatthe5%level.
***Statisticalsignificanceatthe1%level.
wayduringgeneralelectionperiods.AsseeninTable2,bothtypes ofbankslendlessingeneralelectionyears.
Itcanbearguedthattheremaybeanendogeneityproblemwith thegeneralelectionvariableiftheelectionwasconductedoutside
theusualschedulebecauseofeconomicturmoil.Duringour sam-pleperiod,allgeneralelectionsinTurkeywereconductedintheir scheduledyear(i.e.,everyfouryears),exceptfortheplanned2002 election,whichwasconductedoneyearearliertoresolvepolitical
Table7
Bankcreditandlocalgrowthingeneralelectionyears.
State-ownedbanks Privatebanks
All Less-developed Developed All Less-developed Developed
BankCredit(ˇ1) 0.0082** 0.0044 0.0142** 0.0035 0.0173** −0.0002
(0.0040) (0.0054) (0.0058) (0.0044) (0.0078) (0.0051)
DGElection×BankCredit(ˇ8) −0.0054 −0.0007 −0.0214** −0.0773*** 0.0040 −0.1022***
(0.0060) (0.0078) (0.0093) (0.0141) (0.0090) (0.0228) PublicExpenditures(ˇ2) 0.0475** 0.0707** −0.0074 0.4128*** 0.0822*** 0.3741*** (0.0194) (0.0279) (0.0257) (0.0508) (0.0274) (0.0699) Urbanization(ˇ3) 0.3613*** 0.6304*** 0.2944*** 0.0269*** 0.5704*** −0.0064 (0.0438) (0.0709) (0.0590) (0.0079) (0.0759) (0.0142) Schooling(ˇ4) 0.0291*** 0.0316*** −0.0105 −0.0862*** 0.0318*** −0.0785*** (0.0079) (0.0096) (0.0141) (0.0041) (0.0097) (0.0060) GDPt−1(ˇ5) −0.0733*** −0.0851*** −0.1049*** 0.0565*** −0.1128*** −0.0005 (0.0128) (0.0157) (0.0228) (0.0195) (0.0199) (0.0268) DCrisis(ˇ6) −0.0863*** −0.0897*** −0.0773*** −0.0090* −0.0889*** 0.0039 (0.0041) (0.0054) (0.0060) (0.0050) (0.0054) (0.0077) DGElection(ˇ7) −0.0070 −0.0138** 0.0098 −0.0009 −0.0184*** −0.0045 (0.0051) (0.0064) (0.0081) (0.0030) (0.0070) (0.0032) Intercept(ˇ0) 0.7709*** 0.6593*** 1.3853*** 0.8553*** 1.0481*** 1.3271*** (0.1668) (0.1830) (0.3030) (0.1915) (0.2514) (0.3091) Interaction(ˇ1+ˇ8) 0.0028 0.0037 −0.0071 −0.0738 0.0213** −0.1024 F-statistics 0.20 0.20 0.62 0.26 3.89 0.65 p-Value 0.6568 0.6580 0.4329 0.6081 0.0490 0.4221 AdjustedR2 0.3081 0.3513 0.3060 0.3133 0.3559 0.3036 N 1225 747 478 1225 747 478
Note:Thistablepresentstheestimationofthefixed-effectsmodelwithageneralelectioninteractionvariable.Themodelswithstate-ownedbankcreditareestimatedwith
OLS.Becauseoftheendogenityproblem,anIVmethodisusedintheestimationsofmodelswithprivatebankcredit.TheF-statistictestswhether(ˇ1+ˇ8)=0.
*Statisticalsignificanceatthe10%level.
**Statisticalsignificanceatthe5%level.
Table8
Robustnesschecks.
State-ownedbanks Privatebanks
All Less-developed Developed All Less-developed Developed
PanelA:BankcreditisdefinedasapercentageofprovincialGDP
A.1BankCredit/GDP 5.038 −28.035 105.875 47.808 189.579** 48.851
(28.428) (31.768) (69.765) (37.143) (87.176) (38.981)
A.2BankCredit/GDP 44.667 10.166 58.282 25.546 151.896* 34.552
(37.757) (44.686) (72.058) (39.615) (88.508) (42.078)
DCrisis× BankCredit/GDP −67.100 −57.045 365.363** 58.835 297.472** 34.411
(42.111) (46.946) (149.531) (36.582) (131.808) (38.081)
Interaction −22.433 −46.879 423.645*** 84.381* 449.368*** 68.964
A.3BankCredit/GDP 4.617 −28.307 104.175 46.750 196.456 48.650
(28.452) (31.799) (70.085) (37.195) (89.279) (39.171)
DLElection×BankCredit/GDP 53.829 39.916 124.315 −55.697 −93.489 −5.894
(112.838) (119.631) (430.488) (91.859) (258.508) (99.175)
Interaction 58.446 11.608 228.489 −8.947 102.967 42.756
A.4BankCredit/GDP 1.290 −34.424 136.100* 30.171 161.728* 44.301
(30.706) (34.099) (76.991) (38.115) (90.916) (39.769)
DGElection×BankCredit/GDP −22.281 4.326 −240.366* -57.511 −1.516 −106.670**
(49.844) (54.661) (128.529) (43.686) (131.343) (45.428)
Interaction −20.992 −30.099 −104.266 -27.339 160.212 −62.369
PanelB:Thelocalelectiondummyvariabletakesavalueof1forelectionyearsandtheyearbeforetheelectionand0otherwise
B.1BankCredit 0.004 0.002 0.005 −0.002 0.016* 0.001
(0.004) (0.006) (0.006) (0.003) (0.009) (0.003)
DNewElection×BankCredit 0.015** 0.011 0.019 0.003 0.055** 0.004
(0.006) (0.008) (0.012) (0.004) (0.023) (0.004)
Interaction 0.018*** 0.013 0.024* 0.002 0.071*** 0.005
PanelC:ProvincialGDPgrowthrateisthedependentvariable
C.1BankCredit 0.013*** 0.013*** 0.009* 0.002 0.020*** 0.002
(0.003) (0.004) (0.005) (0.002) (0.007) (0.002)
C.2BankCredit 0.012*** 0.013*** 0.006 0.002 0.021*** 0.002
(0.004) (0.005) (0.006) (0.002) (0.007) (0.002)
DCrisis×BankCredit 0.002 −0.002 0.029*** −0.002 −0.005 0.002
(0.005) (0.006) (0.010) (0.002) (0.008) (0.003)
Interaction 0.015*** 0.012** 0.035*** 0.000 0.015 0.003
C.3BankCredit 0.014*** 0.013*** 0.011** 0.001 0.020*** 0.002
(0.003) (0.005) (0.005) (0.002) (0.007) (0.002)
DLElection×BankCredit −0.004 −0.003 −0.001 −0.003 0.007 0.000
(0.009) (0.010) (0.039) (0.004) (0.029) (0.005)
Interaction 0.010 0.010 0.010 −0.001 0.027 0.002
C.4BankCredit 0.014*** 0.014*** 0.013** 0.000 0.018** 0.001
(0.004) (0.005) (0.006) (0.002) (0.007) (0.002)
DGElection×BankCredit −0.008 −0.006 −0.020** 0.003 0.006 −0.003
(0.005) (0.007) (0.009) (0.002) (0.008) (0.003)
Interaction 0.006 0.008 −0.007 0.003 0.025** −0.002
PanelD:Parameterestimateswithyeardummyvariables
D.1BankCredit 0.011*** 0.008 0.017*** 0.027*** 0.051*** 0.016***
(0.004) (0.005) (0.006) (0.004) (0.006) (0.004)
D.2BankCredit 0.011*** 0.011** 0.013** 0.026*** 0.047*** 0.015***
(0.004) (0.006) (0.006) (0.004) (0.007) (0.005)
DCrisis×BankCredit 0.000 −0.008 0.032*** 0.003 0.010 0.002
(0.005 (0.007) (0.010) (0.003) (0.009) (0.003)
Interaction 0.011** 0.003 0.045*** 0.029*** 0.057*** 0.017***
D.3BankCredit 0.011*** 0.008 0.017*** 0.028*** 0.051*** 0.016***
(0.004) (0.005) (0.006) (0.004) (0.006) (0.004)
DLElection×BankCredit −0.003 0.000 −0.003 −0.005 0.007 −0.001
(0.010) (0.011) (0.039) (0.005) (0.033) (0.005)
Interaction 0.008 0.008 0.014 0.023*** 0.058* 0.015**
D.4BankCredit 0.012*** 0.009* 0.018*** 0.027*** 0.047*** 0.016***
(0.004) (0.005) (0.006) (0.004) (0.006) (0.004)
DGElection×BankCredit −0.005 −0.007 −0.007 0.001 0.069*** −0.002
(0.006) (0.008) (0.010) (0.003) (0.017) (0.003)
Interaction 0.007 0.002 0.011 0.028*** 0.116*** 0.014*
Note:Thenumbersinparenthesesrepresentstandarderrors.Interactionrepresentsthecoefficientonthecreditvariableincrisisorelectionyears.
*Statisticalsignificanceatthe10%level.
**Statisticalsignificanceatthe5%level.
instability. Whenwe estimate ourmodel excluding the obser-vationsin2002,thesignificanceofourresultsdoesnotchange. Thepositiveandsignificantassociationbetweenlocalgrowthrate andstate-ownedbankcreditisobservedinallprovincesandin developedprovinces,andlikeotherfindings,theirsignificance dis-appearsingeneralelectionyearsbutremainsincrisisyears.
Thefindingswithrespecttocontrolvariablesaresimilartothe otherstudiesintheliterature.Interestingly,thegrowthrateofGDP percapitaissignificantlyloweringeneralelectionyearsin less-developedprovinces,althoughtheygenerallyhaveasignificantly highergrowthrateinlocalelectionyears.
5.5. Robustnesschecks
Asarobustnesscheck,weredefinebankcreditasa percent-ageofGDPratherthanpercapita.PanelAofTable8reportsonly thecoefficientsofbankcreditvariables.Nosignificantcoefficient onstate-ownedbankcredit isobservedfor allprovinces. How-ever,creditprovidedbystate-ownedbanksduringcrisisyearsis foundtoincreaselocalgrowthindeveloped provinces. Further-more,althoughstate-ownedbankcredithasapositiveeffecton growthintheTurkishprovinces,theeffectdeclinessignificantly ingeneralelectionyears.Ontheotherhand,privatebankcredit hasapositiveandsignificantassociationwiththegrowthrateof less-developedprovinces.Thepositiveandsignificantcoefficient onprivatecreditisobservedincrisisperiodsaswell.
Itcanbearguedthatiflocalelectionsoccurinthefirsthalfof theyear,thegovernmentmightstartelection-relatedspendingin theyearpriortoelection.Therefore,weredefinethelocalelection dummyvariablebyincludingtheyearbeforethelocalelections andestimateourmodelswiththisnewvariable,DNewElection.Panel
BofTable8presentstheestimatedcoefficientsoncredit-related variablesandthetotaleffectofcreditduringlocalelectionyears. Wefindthatcreditprovidedbystate-ownedbanksincreaseslocal growthrateinlocalelectionyearsinallprovincesanddeveloped provinces.However,noneofthestate-ownedbankcredit-related variablesisfoundtosignificantlyaffectgrowthrateinthe less-developedprovinces.
Ontheotherhand,creditissuedbyprivatebanksinpre-election andlocalelectionyearsispositivelyandsignificantlyassociated withpercapitaGDPgrowthrateofless-developedprovinces. How-ever,nosignificantcoefficientofpercapitacreditissuedbyprivate banksis foundinalland developed provinces.Thisresult sup-portsourpreviousfindingsandtheexistenceofapoliticalbusiness cycle.Governments seemtoengageinexpansionaryfiscal poli-ciesbeforeelectionstoenhancetheirre-electionprospects,and pursuecontractionarypoliciesafterelections.InTurkey,alllocal electionsareinthefirstquarteroftheyear,hence,fiscal contrac-tions(Schuknecht,1996)orincreasinguncertainty(JulioandYook, 2012)mightlowerinvestmentsandbankborrowinginelection years.
Todeterminewhetherinternalmigrationamongregionsaffects ourresults,weestimateourmodelusingtherealGDPgrowthrate attheprovinciallevelasanotherdependentvariable.Althoughthe qualityanddirectionofmigrationvarybyperiodinTurkey,the movementfollowsapatternfromless-developedregionstomore developedregions.Becauseoftheunavailabilityofyearly inter-nalmigrationdatabefore2008,wecouldnotcontrolformigration directly;instead,weincludethegrowthrateinpopulationin addi-tiontotheothercontrolvariablesinthemodel.Thecoefficients oncreditvariables andinteractioneffectsarereportedinPanel C ofTable8.A positiveandsignificantcoefficientonpercapita state-ownedbankcreditisobtainedforallprovinces,regardlessof theirdevelopmentlevel.Thetotaleffectofstate-ownedbankcredit incrisisyearsisfoundtobepositiveandsignificantindeveloped
provinces,supportingourpreviousfindingsofpercapitagrowth rate.Ontheotherhand,creditprovidedbystate-ownedbanks dur-inggeneralelectionyearsisnegativelyandsignificantlyrelatedto thegrowthrateofincomeindevelopedprovinces.Interestingly, thecoefficientonprivatebankcreditisfoundtobepositiveand significantonlyinless-developedprovinces.
Wealsoestimateourmodelsbyincludingyeardummyvariables randomlytothemodel(PanelDinTable8).Ourresultswithrespect tostate-ownedbankcreditarefoundtoberobusttothe inclu-sionofyeareffects.Forexample,thecoefficientonstate-owned bankcreditispositiveandsignificantinallprovincesandin devel-opedprovinces;aswellasduringcrisisperiodsintheseprovinces. However,allthecoefficientsonprivatebankcreditarefoundtobe significantandpositiveinallmodels,includingcrisis,localelection, andgeneralelectionperiods.
6. Conclusion
Weexaminepercapitacreditissuedbystate-ownedandprivate banksinTurkeytounderstandtheirroleinthegrowthofTurkish provinceswithdifferentdevelopmentlevels,especiallyincrisisand electionyears.Similartomostotherdevelopingcountries, state-ownedbanksconductasignificantamountofthebankingbusiness inTurkey.Althoughthesebanksoperateinsimilarfieldsofbusiness asprivatebanks,theremainingdifferencesareconsiderable(see, forexample,Hanson,2004).Forexample,lowrefinancingcostsand implicitgovernmentguaranteesallowthemtoissueriskierloans thanprivatebankscan.Statebanksmightprovidefinancing on non-commercialtermstoeconomicallyunderdevelopedregions. Theymightfill thecreditgapduringdistressperiods.However, thecurrent empirical literature shows that state-owned banks aroundtheworldarecharacterizedbypoliticalinterference,low accountabilitytostakeholders,inadequateprudentialregulation andsupervision,andalackofproperincentives.
Inthispaper,wefindthatstate-ownedbanksinTurkeyhavea significantlyhighershareinthecreditmarketsofless-developed regionsinlocalelectionyearsandcrisisperiods.Theresultsofthe fixed-effectsmodelsindicatethatpercapitaprovincialcredit pro-videdbycommercialbanksregardlessoftheirownershipisfound tohaveapositiveandsignificanteffectonlocaleconomicgrowth. Althoughpercapitacreditprovidedbystate-ownedbanksincrisis yearshasasignificantandpositiveassociationwithlocalgrowth inallanddevelopedprovinces,percapitacreditprovidedby pri-vatebanksispositivelyassociatedwiththegrowthrateoflocalper capitaincomeincrisisyearsandinless-developedprovinces. Over-all,ourresultssuggestthatstate-ownedbanksmightissueloansfor politicalreasonsduringelectionperiods,buttheystillcontinueto playasignificantroleinoffsettingtheadverseeffectsofeconomic shocks,especiallyinthedevelopedregions.Althoughacrisisisa rareevent,thesebanksseemtostillbeimportantforlocalgrowth. Theinsignificantassociationbetweenprovincialgrowthrate and per capita credit issued by private banks in developed provincesandthatbetweenprovincialgrowthandpercapitacredit issuedbystate-ownedbanksinless-developedprovincescanbe explainedbytheinefficiencyof thesebanksin the correspond-ingprovinces.Hasanetal.(2009)statethatbanksmightpromote productivitygrowththroughthreeways:morecredit,more effi-cientbanking,andtheirinteraction.EventhoughTurkish banks providemorecreditintheseprovinces,theymaynotbeefficient. Asafurtherstudy,ifbankefficiencymeasuresataprovinciallevel areavailableinthefuture,theimpactofbankefficiencyandits interactionwithcreditcanbeexaminedtoexplainwhyweobserve insignificantassociationinprovinceswheremorecredithasbeen providedbystate-ownedbanks.