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The impact of sovereign wealth fund ownership on the financial performance of firms: the evidence from emerging markets

Urban, Dariusz

Abstract

Sovereign Wealth Funds have been regarded as investment vehicles established in order to manage, in a rational and profit-oriented way, pools of national wealth for future generations. SWFs are among the most important financial institutions in global financial markets, and constitute a solid element in the architecture of the international financial safety net. Similarly to other institutional investors, Sovereign Wealth Funds possess huge amounts of capital. What distinguishes them the most from other financial institutions is the fact that they are owned, managed and controlled by sovereign states, have limited liquidity needs, a lower-than-market-average-level of redemption risk, a long-term, intergenerational investment horizon and relatively high risk tolerance. The question of whether investment from Sovereign Wealth Funds determines changes in corporate financial performance of a targeted firm is still unanswered question in the literature. This study tests empirically the impact of Sovereign Wealth Funds’ ownership on the financial performance of targeted companies. Using the data of companies listed on the Warsaw Stock Exchange, we employ regression to analyze the relationship between the funds’ investment and accounting, as well as the market outcomes of the firm. The empirical findings of this research suggest that Sovereign Wealth Funds’ ownership has a positive influence on the price to book value of the firm. This article contributes to ongoing research in the field of studies related to financial aspects of SWF’s investment behavior. The empirical findings of this research can also serve as a useful reference for companies and academics concerning themselves with investment decision making in emerging markets, as well as the role of institutional investors.

Full text

176 2017, XX, 3 Finance DOI: 10.15240/ ul/001/2017-3-012 In oduc ion So e eign Weal h Funds (SWFs) a e s ill conside ed o be new-bo n ins i u ional in es o s, in in e na ional i nancial ma ke s, as well as inno a i e in es men ehicles, despi e hei ela i ely long his o y. Se e al unds ha e been ope a ing a a global le el o mo e han i y yea s, howe e he numbe o hose c ea ed a e he yea 2000 ep esen s he majo i y o he o al in exis ence. Fo many yea s, hese s a e- un unds ha e been almos anonymous in es o s, exis ing in he shadows, main aining a low p o i le in he public eye. SWFs ha e been ega ded as in es men ehicles es ablished in o de o manage, in a a ional and p o i - o ien ed way, pools o na ional weal h o u u e gene a ions. These unds gained public a en ion du ing he las i nancial c isis, playing he ole o in es o s o las eso o op global i nancial ins i u ions. Nowadays, SWFs a e among he mos impo an ins i u ional in es o s in global i nancial ma ke s, and cons i u e a solid elemen in he a chi ec u e o he in e na ional i nancial sa e y ne . Simila ly o o he i nancial ins i u ions, So e eign Weal h Funds possess huge amoun s o capi al. Du ing he las decade he unds ha e doubled hei asse s unde managemen , and, in spi e o losses acc ued in consequence o he las i nancial c isis, by he end o 2014 hese amoun ed o o e 7 billion US dolla s. Wha dis inguishes hem he mos om o he i nancial ins i u ions is he ac ha hey a e owned, managed and con olled by so e eign s a es, ha e limi ed liquidi y needs, a lowe - han-ma ke -a e age-le el o edemp ion isk, a long- e m, in e gene a ional in es men ho izon and ela i ely high isk ole ance. So e eign Weal h Funds, because hey a e hyb id in na u e, combine p i a e sec o me hods o in es men (e.g. coming om hedge unds and pension unds), wi h public- sec o goals de e mined by go e nmen s. Gi en he high le el o opaci y in SWFs’ decision p ocessing, he lack o anspa ency in hei po olio alloca ion, and hei inc easing capi al in ol emen wi hin a wide ange o asse classes, a u he unde s anding o he in es men beha io o hese s a e- un in es men ehicles is so ely needed. In he las decade, se e al a icles ha e been dedica ed o analyzing he ac o s de e mining asse alloca ion among his g oup o in es o s, howe e he e a e issues which s ill need o be examined. One o he unanswe ed ques ions is he ela ion be ween pu chasing equi y s akes in companies, and changes in he i nancial pe o mance o a a ge ed i m. The empi ical i ndings ha e p o ided e idence ha public companies, due o he ac ha hey ca e o he in e es s o poli icians and no only o hei sha eholde s, a e ela i ely less e i cien wi h compa ison o sole p i a e i ms. Thus hese unds a e likely o ha e objec i es di e en han ob aining he highes possible i nancial e u n on an in es men . In consequence, he e a e g ounds o belie e ha companies owned by a SWF expe ience a educ ion in hei i nancial pe o mance. The main goal o his pape is o answe he ques ion o whe he in es men om So e eign Weal h Funds de e mines changes in co po a e i nancial pe o mance. This pape is pa o a la ge p ojec aimed a unde s anding he i nancial aspec s o SWFs’ ac i i y in eme ging ma ke s, especially as ega ds hei in es men p ac ices and pe o mance. P e ious pape s by he au ho ha e been ocused on ac o s de e mining p opensi y o in es in companies lis ed on he Wa saw S ock Exchange and he S ock Exchange in Sao Paulo. This s udy con ibu es o ongoing esea ch in he i eld o s udies ela ed o i nancial aspec s o SWFs’ beha io by p o iding empi ical e idence abou he impac o SWFs’ in es men in he co po a e THE IMPACT OF SOVEREIGN WEALTH FUND OWNERSHIP ON THE FINANCIAL PERFORMANCE OF FIRMS: THE EVIDENCE FROM EMERGING MARKETS Da iusz U ban EM_3_2017.indd 176EM_3_2017.indd 176 7.9.2017 10:34:347.9.2017 10:34:34 177 3, XX, 2017 Finance i nancial pe o mance o a ge ed i ms om he one o eme ging ma ke s in Cen al and Eas e n Eu opean Coun ies. The emainde o his pape is o ganized in he ollowing manne : Sec ion 1 p o ides heo e ical backg ound o he esea ch by discussing he ela ion be ween ins i u ional in es o owne ship and i nancial pe o mance o he company. Sec ion 2 desc ibes he me hodology and da a used in his s udy. Sec ion 3 p esen s and discusses empi ical i ndings. The a icle concludes by poin ing ou a enues o u u e esea ch. 1. Li e a u e Re iew 1.1 Ins i u ional In es men in Global Financial Ma ke s P i a iza ion as a co e go e nmen policy is no only well documen ed in economic li e a u e, bu has also been a key componen o he ans o ma ion p ocess in coun ies changing hei economic o ma om one ha is cen ally planned o one ha is ma ke o ien ed. The issue o p i a iza ion is especially ele an o coun ies om Cen al and Eas e n Eu ope, whe e om 1989 onwa ds, we can obse e p ocesses o massi e e ea o s a es om many a eas p e iously ega ded a p io i as s a e-owned and s a e- egula ed. Mo eo e o se e al decades p i a iza ion along wi h de egula ions in many sec o s, has been he answe and he an ido e gi en by leading global i nancial ins i u ions o de eloping economies expe iencing budge , i nancial o economic di i cul ies. Howe e , looking a he global pic u e as a whole, we can i nd e idence ha o e he 2001-2012 pe iod go e nmen s acqui ed mo e asse s h ough s ock pu chases han hey sold h ough sha e issue p i a iza ions and di ec sales. The key ac o ha seems o explain hese ob ious con adic ions is ha he go e nmen pu chases o equi y ha e ecen ly been conduc ed mos ly by s a e en i ies ac ing as in es o s a he han owne s. Much o his s a e in es men was channeled h ough special in es men ehicles – So e eign Weal h Funds, and he as bulk o s ock pu chases ha e been c oss bo de ansac ions. SWFs ha e been buying non-con olling s akes in o eign and domes ic companies in o de o ealize a long- e m i nancial e u n, a he han o own and ope a e hese businesses as s a e en e p ises (Bo olo i, Fo ak, & Megginson, 2014). The ise and g ow h o So e eign Weal h Funds e l ec a b oade phenomenon o equi y owne ship concen a ions wi hin a g oup o ins i u ional in es o s a he han in he hands o indi iduals. Today ins i u ional in es o s hold a ound 60% o all publically lis ed s ock in he Uni ed S a es, a ound 72% in Japan and a ound 89% in he UK (Çelik & Isaksson, 2014). The e is no commonly accep ed de i ni ion o an ins i u ional in es o hus a ; howe e in he b oades sense, “ins i u ional in es o ” e e s o h ee ca ego ies o en i ies. The i s g oup o ins i u ional in es o s e e s o adi ional ins i u ional in es o s and comp ises pension unds, in es men unds and insu ance companies. The second g oup, labeled al e na i e ins i u ional in es o s, consis s o hedge unds, p i a e equi y unds, exchange- aded unds and so e eign weal h unds. The hi d g oup a e asse manage s, who in es in hei clien s’ names (Çelik & Isaksson, 2014). As a g oup, ins i u ional in es o s a e ega ded as a common ea u e o mode n capi al ma ke s, playing he majo ole in he in e na ionaliza ion o i nancial ma ke s (Aga wal, 2009). Ins i u ional in es o s assume an inc easing ole in global capi al ma ke s as well as he main o ce shaping he new i nancial landscape (Mizuno, 2010). Gi en hei size, es ima ions sugges ha hey accoun o mo e han hal o global equi y ma ke alue wo ldwide, and ha when hese in es o s ac oge he , hey can shape he i nancial ma ke s in o he o m hey desi e (Roge s, 2014). Fo eign ins i u ional in es o s a e quan i a i ely a e y impo an g oup especially in eme ging ma ke s (F ankel & Menkho , 2003), whe e hey ha e become a signi i can channel p o iding capi al (Chang, Hsiao, & Tsai, 2013). This g oup o in es o s is g owing as in eme ging ma ke s, whe e SWFs s ill p edomina e as a sou ce o long- e m capi al (Della C oce, S ewa , & Ye mo, 2011). Ins i u ional in es o s as a whole, wi h So e eign Weal h Funds playing a signi i can ole, a e also he key elemen o oday’s global economic and i nancial landscape, which has been desc ibed as a i ducia y capi alism. This e m, which was used o he i s ime by Hawley and Williams, cha ac e izes a new pa e n o owne ship in which ins i u ions such as e.g. pension unds and mu ual unds, own equi y on behal o o he s e.g. e i ees o u u e e i ees (Hawley & Willams, 1997). The i ducia y capi alism is ypi i ed by highly EM_3_2017.indd 177EM_3_2017.indd 177 7.9.2017 10:34:347.9.2017 10:34:34 178 2017, XX, 3 Finance di e si i ed equi y holdings by a la ge numbe o ins i u ional owne s, howe e holdings a e in ac , concen a ed in he hands o a ela i ely small numbe o he e y la ges en i ies – uni e sal owne s (Hawley & Willams, 2007). These i ducia y ins i u ions, wi h he No wegian So e eign Weal h Fund being a leading example, a e highly di e si i ed in es o s, holding po olios ha ep esen almos e e y asse class om almos e e y egional i nancial ma ke . Simila ly o So e eign Weal h Funds, o he ela i ely new in ui ions ha e ecen ly become impo an equi y owne s alongside he mo e adi ional in es o s, such as pension unds and in es men unds. In a simila ein, Bo olo i e al. (2014) sugges ha SWFs a e he single mos impo an exp ession o he o ce ha can be called he ise o he i ducia y s a e. Wha makes his phenomenon especially signi i can is he ac ha he la ges numbe o go e nmen equi y pu chases ha e been acquisi ions in o eign companies, whe e a s a e pu chase has limi ed abili y o exe cise any so e eign egula o y o supe iso y powe . SWFs as s a e sha eholde s ha e no mo e au ho i y o moni o a ge i m manage s han do p i a e in es o s, especially i hey a e poli ically cons ained. These de elopmen s ha e gi en new impe us o he discussion abou he ole o So e eign Weal h Funds in publicly lis ed companies, wi h special emphasis on he ela ion be ween SWFs’ owne ship, and he i nancial pe o mance o companies. Due o he ac ha in e ms o sha eholding size, hese s a e- un unds a e e y di e en om indi idual in es o s, a ques ion a ises as o whe he ins i u ional owne ship in l uences a company’s i nancial pe o mance. The empi ical i ndings, so a , do no p o ide clea a gumen s ha allow us o d aw unambiguous conclusions on his issue. 1.2 Ins i u ional Owne s and he Financial Pe o mance o a Company A la ge body o esea ch sugges s ha go e nmen s usually ha e a nega i e impac on a i m’s i nancial pe o mance, which imp o es wi h p i a iza ion (Es in, Hanousek, Kočenda, & S ejne , 2009; Sun & Tong, 2003; Shi ley & Walsh, 2001). So e eign Weal h Funds, due o hei poli ical connec ions, a e likely o ha e objec i es o he han ob aining he highes possible i nancial e u n. Hence, a company wi h a SWF as a sha eholde migh be ela i ely ine i cien and expe ience educ ions in hei ma ke alue, because manage s will ca e also o he in e es s o poli icians (Fe nandes, 2014). In case o public-p i a e owne ship, empi ical i ndings o esea ch sugges s ha such mixed owne ship also has a nega i e impac on he alue o he company (Shi ley & Walsh, 2001; Bo iso a, B ockam, Sales, & Zago che , 2012). Howe e looking a his issue om a di e en pe spec i e i , is likely ha SWFs may be able o inc ease hei pe o mance and he alue o he companies hey in es in by opening doo s o new ma ke s, and by helping hem o ma ke hei p oduc s in hei home ma ke s. These s a e- un unds, due o hei long- e m in es men ho izon, can signi i can ly elax i nancing cons ain s o i ms, he eby allowing hem o unde ake p omising in es men s wi h mo e dis an payo s. Thus, i such ad an ages a e impo an , one possible ou come is ha companies wi h SWF owne ship become mo e e i cien and expe ience inc eases in hei ma ke alue (Fe nandes, 2014). Simila conclusions o hose p esen ed abo e can be d awn om he nex s and o li e a u e ha ocuses on he ela ion be ween ins i u ional in es o owne ship and he i nancial pe o mance o i ms. The p edic ion ha la ge ins i u ional owne s can ha e a posi i e in l uence on he alue o he company a ises om he assump ion ha hese in es o s ha e an incen i e o and can e i cien ly moni o inside s, educing he likelihood ha inside s will make sub-op imal decisions (Na issi & Naike , 2006). Woid ke (2002) i nds ha Tobin’s Q is posi i ely ela ed o he owne ship p opo ion o he p i a e pension und. Fo public pension unds, such ela ions we e nega i e. Simila ly Co ne , Ma cus, Saunde s and Teh anian (2007) i nd a signi i can ela ion be ween a company’s ope a ion cash l ow e u ns and bo h he sha eholding p opo ion and he numbe o in es o s, o hose ins i u ional in es o s less likely o ha e a business ela ionship wi h he i ms. In a simila ein, he empi ical i nding o Yuan, Xiao and Zou (2008) sugges ha equi y owne ship by mu ual unds has a posi i e e ec o i m pe o mance. Elyasiani and Jia, analyzing he dis ibu ion o ins i u ional owne ship, ha e ound ha he e is a posi i e ela ionship be ween company pe o mance and ins i u ional owne ship s abili y (Elyasiani & EM_3_2017.indd 178EM_3_2017.indd 178 7.9.2017 10:34:347.9.2017 10:34:34 179 3, XX, 2017 Finance Jia, 2010). The empi ical esul s p esen ed by Hsu and Wang (2014) show ha he inc easing s abili y o ins i u ional holdings is ela ed o be e company pe o mance. On he o he hand, he li e a u e p o ides e idence on he nega i e ela ionship be ween ins i u ional owne ship and company pe o mance; e.g. he empi ical i ndings o Liang, Lin and Huang (2011) sugges ha ins i u ional sha eholdings nega i ely a ec i m pe o mance. Also Cha eddine and Elma zougui (2010) a gue ha ins i u ional owne ship has a signi i can nega i e impac on i m pe o mance as measu ed by a p oxy o Tobin’s Q. Ruiz-Mallo quí and San ana- Ma ín (2011), using a sample o he lis ed companies in Spain, p esen e idence ha he ela ionship be ween ins i u ional in es o s and i m pe o mance is nega i e o he banking sec o due o he ac ha banks in pu sui o achie ing p o i s ha e de imen al in l uence on company pe o mance. In con as , he o he s udies i nd no signi i can ela ion be ween he abo e-men ioned a iables (Faccio & Lase , 2000; Duggal & Milla 1999). Summing up, he impac o ins i u ional s ock owne ship on i m pe o mance is s ill unclea . While he mo i es o c ea ing So e eign Weal h Funds and mac oeconomics p o i s o he domes ic economy as well as o anspa ency and geopoli ical conce ns a e well ecognized in he li e a u e (see e.g. Beck & Fido a, 2008; Sun & Hesse, 2009; Sedláček, 2010; Quad io Cu zio & Miceli, 2010; U ban, 2011; Ji ánko á, 2012; Ćuso ić, 2012; Cas elli & Scaccia illani, 2012; Alhashel, 2015), many ques ions conce ning he i nancial aspec s o unds’ ac i i ies s ill emain ela i ely unanswe ed. Mo eo e , he empi ical esul s ound in he li e a u e a e con o e sial wi h e e ence o he sho e sus he long e m, as well as o in es men and di es men issues which a e ela i ely spa se, mainly due o di i cul ies in ob aining comp ehensi e and sys ema ic da a (Heaney, Li, & Valencia, 2011) and in o ma ion gaps (Cia lone & Micelli, 2014). Knill, Lee and Mauck (2012), looking a he a isk- ewa d pe o mance o a ge companies, a gue ha SWFs do no b ing bene i s o he companies hey in es ed in, as o he ins i u ional in es o s do. Fo ak, Bo olo i, Megginson and Mi acky (2008) i nd e idence sugges ing ha in he long e m hese s a e- un unds a e alue des oying. Bo olo i, Fo ak and Megginson (2013) a gue ha companies a ge ed by ac i e SWFs end o achie e an abno mal e u n o e he long e m, while companies a ge ed by passi e SWFs end o unde pe o m. Dewen e , Han and Mala es a (2010) sugges ha o e a i e yea in es men ho izon he e exis s mixed posi i e e idence on he ela ion be ween SWF owne ship and he s ock pe o mance o a ge ed i ms, which is consis en wi h Ko e and Lel’s (2011) i ndings o ze o- e u ns o e he long un. The e a e o he pape s, howe e , ha ha e ound ha SWFs b ing alue o hei a ge i ms. The empi ical i ndings ega ding he s ock pe o mance o a ge companies sugges ha he e a e posi i e abno mal e u ns a ound he day o in es men announcemen (Ko e & Lel, 2011; Fo ak, Bo olo i, Megginson, & Mi acky, 2008; Raymond, 2008). In simila ein, Fe nandes (2011) a gues ha he e is an SWF p emium; companies wi h he und as a sha eholde ha e 10-15% highe alues han compa able i ms, ce e is pa ibus. Be oni and Lugo (2014) i nd ha he C edi De aul Sp ead (CDS) o a ge companies d ops ollowing a SWF’s in es men . Fe nandes (2014) p o ides s a is ically signi i can e idence o bo h inc eases in a company’s alue ollowing SWF in es men s, as well as signi i can imp o emen s in ope a ional pe o mance. Summing up, we can see ha he spec um o empi ical i ndings on he ela ionship be ween ins i u ional in es o s and he i nancial pe o mance o a a ge company is e y wide and dispe sed. Addi ionally, p e ious esea ch has been ocused mainly on de eloped ma ke s. The e o e, he e is a need o deepe in es iga ion, especially on eme ging ma ke s, o each mo e obus conclusions. 2. Me hodology and Da a 2.1 Sample Selec ion The sample ini ially comp ised all companies lis ed on he Wa saw S ock Exchange. Th ee es ic ions we e hen applied. Fi s i nancial companies (e.g. banks, insu ance and i nancial companies) we e excluded as hey end o ha e capi al s uc u es di e en om o he companies. Secondly, he da a base was es ic ed o companies ha ha e been lis ed o a leas one ull yea as o he end o 2013, o ensu e ha i s pe o mance and he capi al s uc u e a e no signi i can ly a ec ed by he new lis ing, which may ha e an impac on he in e p e a ion o esul s. Finally, companies wi h EM_3_2017.indd 179EM_3_2017.indd 179 7.9.2017 10:34:357.9.2017 10:34:35 180 2017, XX, 3 Finance missing da a ha e been excluded. The abo e c i e ia yielded a usable sample o 336 i ms. Wi hin his g oup, using a unique So e eign Weal h Funds Ins i u e da abase, 36 i ms we e iden i i ed as a ge ed o in es men by So e eign Weal h Funds. The sample o Polish companies ep esen s o e 80% o he o al companies om Cen al and Eas e n Eu opean Coun ies ha we e chosen o in es men in 2013. The lack o da a o p e ious yea s does no allow o he c ea ion o panel da a, so a . All i nancial indica o s cha ac e izing lis ed companies ha e been ob ained om S ock G ound, p o ided by No o ia Se ices. 2.2 Va iables The key a iables o in e es a e measu es o he i m’s pe o mance: e u n on equi y (ROE), e u n on in es ed capi al (ROIC), e u n on asse (ROA), and So e eign Weal h Funds` owne ship in he company SWF. Fo SWF we used a dummy a iable (SWF_1), and a a iable ep esen ing he pe cen age o owne ship igh s (SWF_2). We also included o e 1% o an owne ship a iable (SWF_3) o examine he p esence o owne ship e ec a e a ce ain h eshold. Co ne e al. (2007) a gue ha using ope a ing pe o mance measu es may o e some ad an ages o e Tobins’ Q. Fi s , i is a mo e ocused indica o o he cu en pe o mance o he company, and unlike Tobins’ Q, i is no a ec ed by p ice changes associa ed wi h he an icipa ed co po a e akeo e e en s o o he g ow h oppo uni ies. Second, Tobins’ Q may be mo e suscep ible o endogenei y p oblems i in es o s chase g ow h s ocks o ecen ma ke winne s. Despi e he abo emen ioned disad an ages, we included a a iable P_BV ep esen ing p ice o book he alue o he company. This allowed us o analyze he po en ial impac o SWF’s owne ship in he company on i s ma ke pe o mance. In o de o con ol he o he possible de e minan s o company pe o mance, which we e no cap u ed by he owne ship a iable, we also included some obse ed company cha ac e is ics as con ol a iables. The con ol a iables used in he s udy ha e been selec ed wi h e e ence o hose employed in ea lie empi ical s udies; a iables ha ha e been shown o be ela ed o in e na ional in es men choices (see e.g. Fe nandes, 2011). We used he size o he company, i s i nancial le e age, annual s ock e u n, and g ow h oppo uni ies as he igh -hand side a iables. The desc ip i e s a is ics o a iables a e p esen ed in Tab. 1. The size o he company has a signi i can howe e ambiguous e ec on company pe o mance. On one hand, la ge companies can be less e i cien han smalle ones because o loss o con ol by op manage s o e s a egic and ope a ional ac i i ies wi hin he i m. On he o he hand, la ge i ms may u n ou o ha e be e pe o mance as hey a e likely o exploi economies o scale, employ mo e skilled manage s and ha e he o maliza ion o p ocedu es (Kuma , 2004). We used he loga i hm o o al asse s (SIZE) o con ol company size. The cos o capi al de i ed om le e age being used by he company can a ec hei i nancial pe o mance in di e en ways, Va iables Obs. Mean S d.De . Min Max ROE ROA ROIC PBV SWF_1 SWF_2 SWF_3 PERFORMANCE SIZE LEVERAGE GROWTH_OPP 321 308 278 333 336 336 336 319 309 334 317 1 0.9999 1 1 0.1071429 0.2173512 0.2047917 -3.436439 19.83706 2.925451 8.460868 4.026468 2.775469 4.066483 2.985078 0.3097561 0.7663999 0.7654408 13.44888 1.681403 31.70677 37.88543 -30.51854 -18.38241 -41.64627 -1.656082 0 0 0 -52.7072 12.97876 -2.290817 -99.32204 36.33857 26.5733 37.25245 44.28933 1 5 5 79.81244 25.29686 58.2288 258.5533 Sou ce: own calcula ions Tab. 1: Desc ip i e s a is ics o a iables EM_3_2017.indd 180EM_3_2017.indd 180 7.9.2017 10:34:357.9.2017 10:34:35 181 3, XX, 2017 Finance including ax shield, a highe business ope a ing isk and highes in e es bu den (Mo ck, Shlei e , & Vishny, 1988). Gi en his, including his a iable (LEVERAGE) in he model seems o be easonable. We measu e le e age as he deb o asse a io, which equals he book alue o o al deb di ided by he book alue o o al asse s. The lagged annual s ock e u n o he company (PERFORMANCE) is likely o cap u e he ma ke ’s expec a ions on he u u e pe o mance o he company, and he e o e, o accoun o he possibili y ha SWFs only selec companies wi h good pe o mance o in es in, we included his a iable in he model (Yuan, Xiao, & Zou, 2008). The e o e, a e con olling o his a iable, an obse ed posi i e coe i cien on SWF is mo e likely o e l ec he e ec o SWFs’ owne ship on company i nancial pe o mance, a he he o he way a ound. The nex a iable, g ow h oppo uni ies (GROWTH_ OPP), e l ec he possibili y ha he und p e e s companies wi h a highe han a e age inc ease o sales, o in es in. Thus, o con ol o his a iable, a sales g ow h a e is included, simila o ha used by Elyasiani and Jia (2010) and Fe nandes (2014). 2.3 The Model In o de o suppo a hypo hesis abou he ela ionship be ween SWFs’ owne ship and he i nancial pe o mance o he company, we un eg essions in which he company’s ROE, ROA, ROIC and P_BV we e a unc ion o a ious igh -hand side a iables, discussed in he p e ious sec ion. The ela ionship be ween he in es o ’s capi al in ol emen and he i nancial pe o mance o he company, howe e , as p e ious esea ch sugges s, is subjec o a po en ial simul anei y bias. The ins i u ional in es o s migh be a ac ed o companies wi h a supe io ope a ing pe o mance, and as a consequence o his, a posi i e associa ion be ween in es o s’ owne ship and i nancial pe o mance can be obse ed e en i ha owne ship is no di ec ly bene i cial o pe o mance. To elimina e his po en ial simul anei y bias we employed se e al ools. Fi s , we used bo h accoun ing and ma ke measu es o he i nancial pe o mance o companies ones as le -hand a iables. Secondly, we no malized a company’s ROA, ROE, ROIC and P_BV by he ma ke -a e ages, which elimina ed ela ions be ween ela i e pe o mance and a i m’s cha ac e is ics. Thi dly, we included a lag a iable e l ec ing e u n on s ock o e he p e ious yea , a lag a iable o asse s and a lag a iable o g ow h oppo uni ies. We also used a lag measu e o SWFs’ owne ship by one yea . This lag mi iga es simul anei y issues and allowed us o e i y he hypo hesis ha SWFs owne ship imp o es company i nancial pe o mance o e he hypo hesis ha SWFs inc ease holdings in companies wi h be e ecen i nancial pe o mance. I SWFs do e ec managemen decisions, and because o ha ha e a posi i e impac on i nancial pe o mance a ge i ms, hey p esumably would do so p io o he yea o be e pe o mance, which is consis en wi h he use o a lag. As a consequence o he adjus men s desc ibed abo e, he equa ions o model eg essions a e as ollows: Yi,2014 = ß0+ß1SWFi,2013+ß2PERFORMANCEi,2013+ + ß3SIZEi,2013+ß4LEVERAGEi,2013+ + ß5GROWTH_OPPi,2013+u2013 (1) whe e: Yi,2014 is ROE, ROIC, ROA and P_BV espec i ely (in he ollowing eg essions), and a iable SWFi,2013 akes he o m o SWF_1, SWF_2 and SWF_3 in each eg ession o a dependen a iable, wi h u as he means e o e m. Addi ionally, o each o he dependen a iables we also es ima ed eg essions wi h he use o inc emen al le -hand a iables o analyze he po en ial in l uence o SWF owne ship on changes in i nancial pe o mance, a he han on he le el o i nancial a iables. Selec ed es ima ion esul s, hose a bi a ily chosen o p esen as bes in e ms o signi i cance o pa ame e s and R2, a e p esen ed in Tab. 2 and Tab. 3. All es ima ions and calcula ions ha e been made wi h he use o STATA. 3. Empi ical Findings and Discussion Looking a he esul s collec i ely, we can see he mixed e idence o a ela ionship be ween So e eign Weal h Fund in es men and he i nancial pe o mance o companies. Fi s , in es ima ions using he absolu e le el o indica o as a le hand a iable, we obse e a posi i e howe e no s a is ically signi i can impac o in es men , while in es ima ions using del a ROE, he ela ionship seems o be nega i e. In models: (4), (6) and (8), he a iable SWF is s a is ically signi i can a 5% and 1% EM_3_2017.indd 181EM_3_2017.indd 181 7.9.2017 10:34:357.9.2017 10:34:35 182 2017, XX, 3 Finance espec i ely, sugges ing ha SWF in es men in -1 yea indica es he dec ease o e u n on equi y in he ollowing yea . The esul s a e consis en wi h hose p esen ed by Knill, Lee and Mauck (2012). Secondly, he p esen ed empi ical esul s sugges ha a iable SWF seems o be be e in p edic ing changes o pe o mance a he han an absolu e le el o indica o s. This conclusion seems o be a p omising and easonable a enue o he u u e esea ch. Thi dly, simila eg essions (no epo ed) ha e been un wi h o he a iables ep esen ing he i nancial pe o mance o company, i.e. e u n on in es ed capi al, e u n on asse s, as le hand a iables. The i ndings do no p o ide any e idence o suppo hypo heses on he ela ionship be ween capi al in ol emen o he SWF and he i nancial pe o mance o he company as well as a obus ness es o his analysis. Among se e al explana ions o such a si ua ion, wo migh be especially impo an ones. Fi s , a one yea lag be ween unds’ in es men and measu ing changes in i nancial pe o mance o companies migh no be enough o bene i s o SWFs’ in es men o be isible. A he p esen , due o he da abase, such a limi a ion can’ be o e come. Fu he esea ch migh also be based on panel da a wi h a wide ange o companies om di e en eme ging ma ke s. Secondly, SWFs as new in es o s in companies migh in l uence manage s o ac di e en ly wi h sho - e m i nancial pe o mance cos s o his change. As ega ds o o he a iables, he le el o deb in he company, measu ed by le e age a io, has a posi i e in l uence o ROE wi h a s a is ically signi i can 1% le el in all eg essions. These esul s as consis en wi h a heo y o i nance ha poin s ou he posi i e impac o i nancial le e age on he i nancial pe o mance o a company. The a iable GROWTH_OPP hold only in Δ ROE eg essions, which sugges s ha he inc ease o sales in -1 yea Va iables (1) ROE (2) Δ ROE (3) ROE (4) Δ ROE SWF_1 0.6008087 (0.102) -0.3760626 (0.249) -- SWF_2 -- 0.0675494 (0.597) -0.2818022 (0.013) SWF_3 ---- PERFORMANCE 0.047909 (0.060) 0.0422848 (0.235) 0.484412 (0.060) 0.0431408 (0.227) SIZE -0.2181708 (0.029) -0.0504923 (0.635) -0.1877548 (0.055) -0.0578668 (0.574) LEVERAGE 0.638005 (0.000) 0.102362 (0.000) 0.63862 (0.000) 0.1023649 (0.000) GROWTH_OPP 0.005206 (0.992) -0.0169462 (0.007) 0.006599 (0.900) -0.0168639 (0.007) _cons 5.307779 (0.009) 1.163174 (0.592) 4.76111 (0.017) 1.334118 (0.530) R20.4049 0.6291 0.4023 0.6308 Obse a ions 287 280 287 280 Sou ce: own calcula ions No es: This able p esen s es ima es o coe i cien s o he eg ession o ROE and Δ ROE espec i ely. Models (1) and (2) p esen esul s using a dummy a iable o SWF in es men ha equals 1 i he e is equi y in es men , and 0 o he wise; models (3) and (4) using a pe cen age o SWF owne ship, models (5) and (6) using a pe cen age o la ge in es men by he und wi h h eshold es ic ions (o e 1%). Models (7) and (8) p esen es ima ions wi h he use o backwa d- and o wa d-s epwise selec ion. All speci i ca ions use s anda d e o s co ec ed o he e oskedas ici y. In pa en heses a e -s a is ics whe e a P- alue is epo ed. Tab. 2: SWF owne ship and pe o mance o he company (Pa 1) EM_3_2017.indd 182EM_3_2017.indd 182 7.9.2017 10:34:357.9.2017 10:34:35 183 3, XX, 2017 Finance dec eases he change o ROE in he ollowing yea . Analyzing he po olio o p oduc s and he ma gin o sales seems o be he na u al a enue o u u e esea ch in o de o answe he ques ion on he abo e ela ionship. The coe i cien o a iable SIZE is nega i e in all es ima ions, which sugges s ha he size o he company measu ed by he loga i hm o asse s, has a nega i e in l uence on ROE, howe e he coe i cien holds s a is ical signi i cance only in models (1) and (7). Finally, he a iable PERFORMANCE seems o ha e a posi i e impac on equi y e u ns, sugges ing ha he e u n on a company’s s ocks in he p e ious yea in l uences he changes o e u n on equi y he ollowing yea , howe e his hypo hesis can’ be suppo ed due o a lack o s a is ical signi i cance o coe i cien in all eg essions. The R2 is be ween 40.21% and 40.49% o es ima ions wi h ROA as a le -hand a iable, and om 61.33% o 63.09% in models wi h Δ ROE. Con a y o he ambiguous and ela i ely weak esul (in e ms o s a is ical signi i cance) o he es ima ions based on he accoun ing measu es o i nancial pe o mance, he es ima ions using he ma ke a iable P_BV seem o p o ide a ela i ely clea pic u e o he ela ionship be ween So e eign Weal h Funds’ owne ship and he i nancial pe o mance o he a ge ed company. In all eigh models, he da a sugges s he posi i e impac o a und’s owne ship on p ice o book alue o he i m. In ou models, he coe i cien o he SWF a iable a e s a is ically signi i can wi h p = 1%. I may sugges ha , ce e is pa ibus, companies wi h SWF as in es o s ha e highe ma ke alua ions in compa ison o he companies no a ge ed by he und. The ob ained esul s a e consis en wi h hose p esen ed by Fe nandes (2014), howe e in his esea ch he posi i e impac o owne ship is no limi ed o he a iable wi h h eshold es ic ion. Simila ly, as be o e, a highe le el o R2 cha ac e izes Va iables (5) ROE (6) Δ ROE (7) ROE (8) Δ ROE SWF_1 ---- SWF_2 ---- SWF_3 0.0450225 (0.724) -0.2910803 (0.010) --0.2500814 (0.007) PERFORMANCE 0.0485792 (0.059) 0.431696 (0.227) -- SIZE -0.1857857 (0.058) -0.0608673 (0.554) -0.2593038 (0.009) - LEVERAGE 0.0638692 (0.000) 0.1023578 (0.000) 0.0598581 (0.000) 0.0994049 (0.000) GROWTH_OPP 0.0006706 (0.898) -0.168623 (0.007) --0.058938 (0.008) _cons 4.72861 (0.017) 1.392562 (0.513) 6.036535 (0.003) -0.0187844 (0.921) R20.4021 0.6309 0.3690 0.6133 Obse a ions 287 280 287 280 Sou ce: own calcula ions No es: This able p esen s es ima es o coe i cien s o he eg ession o ROE and Δ ROE espec i ely. Models (1) and (2) p esen esul s using a dummy a iable o SWF in es men ha equals 1 i he e is equi y in es men , and 0 o he wise; models (3) and (4) using a pe cen age o SWF owne ship, models (5) and (6) using a pe cen age o la ge in es men by he und wi h h eshold es ic ions (o e 1%). Models (7) and (8) p esen es ima ions wi h he use o backwa d- and o wa d-s epwise selec ion. All speci i ca ions use s anda d e o s co ec ed o he e oskedas ici y. In pa en heses a e -s a is ics whe e a P- alue is epo ed. Tab. 2: SWF owne ship and pe o mance o he company (Pa 2) EM_3_2017.indd 183EM_3_2017.indd 183 7.9.2017 10:34:357.9.2017 10:34:35 184 2017, XX, 3 Finance hose eg essions wi h del as as he le -hand a iables. Reg ession models (4), (5), (6) and (8) i a gi en se o da a ela i ely well (R2 close o 99%). Addi ionally, se e al es ima ions (no epo ed in his pape ) we e un using a di e en ma ke indica o o a company’s i nancial pe o mance. In eg essions wi h a ma ke capi aliza ion a iable as well as wi h an en e p ise alue a iable, he a iable SWF_1 had s a is ical signi i cance, howe e he coe i cien s had a nega i e sign. Summing up, he empi ical i ndings o his esea ch along wi h p e ious analysis poin o di i cul ies in measu ing he impac o So e eign Weal h Funds’ owne ship on i nancial pe o mance and he alue o a company, especially wi h he use o accoun ing indica o s. Fu he mo e, he ma ke da a o companies does no p o ide clea e idence on he na u e o such a ela ionship. Thus he impac o SWF owne ship on company pe o mance seems o emain one o an unsol ed puzzle in he i eld o con empo a y i nance. Conclusions The mo i a ion o his s udy was o shed some ligh on o he deba e abou he ela ionship be ween So e eign Weal h Fund owne ship and he i nancial pe o mance o he company. The empi ical i ndings o his esea ch, al hough consis en wi h p e ious ones, does no p o ide clea e idence o he examined ela ion. Howe e he impac o he und on he company lis ed on he eme ging ma ke seems o be simila o he ela ion ha can be obse ed in de eloped ma ke s. Among issues o u u e esea ch is he use o panel da a and he conduc ion o a compa a i e s udy o indus y speci i c issues based on la ge da a Va iables (1) P_BV (2) P_BV (3) P_BV (4) Δ P_BV SWF_1 0.4145615 (0.004) -- 0.1428172 (0.027) SWF_2 -0.0521904 (0.193) -- SWF_3 -- 0.0385772 (0.333) - PERFORMANCE 0.0262617 (0.015) 0.0266111 (0.015) 0.0266961 (0.015) 0.004609 (0.034) SIZE -0.0242915 (0.361) -0.0040284 (0.883) -0.0027371 (0.921) 0.020368 (0.134) LEVERAGE 0.0150607 (0.000) 0.0141023 (0.000) 0.014107 (0.000) -0.108721 (0.000) GROWTH_OPP 0.0014823 (0.209) 0.001585 (0.199) 0.0015922 (0.199) 0.0008265 (0.139) _cons 1.216176 (0.025) 0.851187 (0.124) 0.8297569 (0.135) -0.2030655 (0.459) R20.3641 0.3466 0.3457 0.9894 Obse a ions 289 289 289 289 Sou ce: own calcula ions No es: This able p esen s es ima es o coe i cien s o he eg ession o p ice o book alue a io (P_BV) and Δ P_BV espec i ely. Models (1) and (4) p esen esul s using a dummy a iable o SWF in es men ha equals 1 i he e is equi y in es men , and 0 o he wise, models (2) and (5) using a pe cen age o SWF owne ship, models (3) and (6) using a pe cen age o la ge in es men by he und wi h h eshold es ic ions (o e 1%). Models (7) and (8) p ese es ima ions wi h he use o backwa d- and o wa d-s epwise selec ion. All speci i ca ions use s anda d e o s co ec ed o he e oske- das ici y. In pa en heses a e -s a is ics whe e a P- alue is epo ed. Tab. 3: SWF owne ship and p ice o book alue o he company (Pa 1) EM_3_2017.indd 184EM_3_2017.indd 184 7.9.2017 10:34:357.9.2017 10:34:35