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CAPITAL STRUCTURE ANALYSIS – THEORIES AND DETERMINANTS VALIDATION BASED ON EVIDENCE FROM THE CZECH REPUBLIC

Abstract

The optimal capital structure is a key precondition for business, even though the task of defining the optimal capital structure can be difficult. Previous studies present many different and mutually contradictory factors that should be considered with respect to managerial strategic financial decisions. The first part of the presented contribution summarises the effects of the most frequent capital structure determinants and reviews the world’s most important theories about the behaviour of enterprises when deciding on capital structure. The aim of our contribution is the analysis of capital structure behaviour in the Czech environment. Fundamental capital structure theory is revealed by statistical hypotheses testing. Moreover, we are mainly targeting significant determinants of capital structure. The results help us to create general recommendations for the financial management of Czech companies. In the scope of our study, there are approximately a thousand national financial statements of Czech companies from the most important sectors of economic activity for the period 2016–2019. The correlation analysis with partial correlation coefficient and multiple linear regression analysis was utilised to determine the effects and significance of the individual determinants. Data show that Czech companies do not prefer debt financing recommended by some capital structure theories. Their financial management behaviour corresponds to pecking order theory with insufficient utilisation of tax shield. Sectorwise analyses prove only one exception; motor vehicles wholesale, retail trade, repair and maintenance sector generally prefers financing by debt. Based on the literature review, we selected six significant determinants of capital structure: size, return on assets (ROA), return on equity (ROE), tangibility, asset growth and duration. Advanced statistical analyses show the power and influence of each determinant on capital structure and their mutual relations. Autocorrelations can negatively affect the results of regression analyses. We can conclude that the capital structure of Czech companies is mainly influenced by tangibility and ROA.

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CAPITAL STRUCTURE ANALYSIS – THEORIES AND DETERMINANTS VALIDATION BASED ON EVIDENCE FROM THE CZECH REPUBLIC

Author: Heckenbergerová, Jana
Publisher: Technická Univerzita v Liberci
Year: 2023
Source: https://dspace.tul.cz/bitstreams/9093e068-1038-46fa-860e-41702d4799fb/download
145
2023, olume 26, issue 1, pp. 145–164, DOI: 10.15240/ ul/001/2023-1-009
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CAPITAL STRUCTURE ANALYSIS
– THEORIES AND DETERMINANTS
VALIDATION BASED ON EVIDENCE FROM
THE CZECH REPUBLIC
Jana Heckenbe ge o á1, I ena Honko á2
1 Uni e si y o Pa dubice, Facul y o Economics and Adminis a ion, Ins i u e o Ma hema ics and Quan i a i e
Me hods, Czech Republic, ORCID: 0000-0003-2468-5895, [email p o ec ed];
2 Uni e si y o Pa dubice, Facul y o Economics and Adminis a ion, Ins i u e o Economy and Managemen , Czech
Republic, ORCID: 0000-0002-9335-040X, [email p o ec ed] (co esponding au ho ).
Abs ac : The op imal capi al s uc u e is a key p econdi ion o business, e en hough he ask
o de ining he op imal capi al s uc u e can be di icul . P e ious s udies p esen many di e en
and mu ually con adic o y ac o s ha should be conside ed wi h espec o manage ial s a egic
inancial decisions. The i s pa o he p esen ed con ibu ion summa ises he e ec s o he mos
equen capi al s uc u e de e minan s and e iews he wo ld’s mos impo an heo ies abou he
beha iou o en e p ises when deciding on capi al s uc u e. The aim o ou con ibu ion is he
analysis o capi al s uc u e beha iou in he Czech en i onmen . Fundamen al capi al s uc u e
heo y is e ealed by s a is ical hypo heses es ing. Mo eo e , we a e mainly a ge ing signi ican
de e minan s o capi al s uc u e. The esul s help us o c ea e gene al ecommenda ions o he
inancial managemen o Czech companies. In he scope o ou s udy, he e a e app oxima ely
a housand na ional inancial s a emen s o Czech companies om he mos impo an sec o s
o economic ac i i y o he pe iod 2016–2019. The co ela ion analysis wi h pa ial co ela ion
coe icien and mul iple linea eg ession analysis was u ilised o de e mine he e ec s and
signi icance o he indi idual de e minan s. Da a show ha Czech companies do no p e e deb
inancing ecommended by some capi al s uc u e heo ies. Thei inancial managemen beha iou
co esponds o pecking o de heo y wi h insu icien u ilisa ion o ax shield. Sec o wise analyses
p o e only one excep ion; mo o ehicles wholesale, e ail ade, epai and main enance sec o
gene ally p e e s inancing by deb . Based on he li e a u e e iew, we selec ed six signi ican
de e minan s o capi al s uc u e: size, e u n on asse s (ROA), e u n on equi y (ROE), angibili y,
asse g ow h and du a ion. Ad anced s a is ical analyses show he powe and in luence o each
de e minan on capi al s uc u e and hei mu ual ela ions. Au oco ela ions can nega i ely a ec
he esul s o eg ession analyses. We can conclude ha he capi al s uc u e o Czech companies
is mainly in luenced by angibili y and ROA.
Keywo ds: Capi al s uc u e, indeb edness, de e minan s o capi al s uc u e, p o i abili y, angibili y,
asse g ow h.
JEL Classi ica ion: C12, G31, G32.
APA S yle Ci a ion: Heckenbe ge o á, J., & Honko á, I. (2023). Capi al S uc u e Analysis
– Theo ies and De e minan s Valida ion Based on E idence om he Czech Republic.
E&M Economics and Managemen , 26(1), 145–164. h ps://doi.o g/10.15240/ ul/001/2023-1-009
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In oduc ion
U ilisa ion o he balanced capi al s uc u e c e-
a es he base o he s able de elopmen o any
company. Ha ing op imal capi al s uc u e is
a key s a egic ask o inancial managemen .
Cu en ly, he e is a my iad o heo ies desc ib-
ing he cu en s a e and ecommending he
op imal s a e o en e p ises’ capi al s uc u e.
Fundamen al ones a e he Modigliani-Mille
heo em (Modigliani & Mille , 1958, 1963), he
ade-o heo y (K aus & Li zenbe ge , 1973),
he pecking o de heo y o capi al s uc u e
(Fishe & Donaldson, 1962), and dynamic
ade-o models (B ealey & Mye s, 2014).
Ve i ying he s a emen : “The beha iou
o Czech companies con i ms he p e e ence
o deb inancing o e equi y. This beha iou
is he same ac oss sec o s.” is he i s goal o
his con ibu ion. Based on he esul , we can
e eal undamen al capi al s uc u e heo y o
Czech companies and we can se he ecom-
menda ions alid o he Czech en i onmen
in gene al. This will help inancial manage s
o lead hei en e p ises in o balanced capi al
s uc u es.
Capi al s uc u e de e minan s ha e been
examined in a huge se o s udies. Mos cu -
en wo ks ocus on he powe o dependence;
ne e heless we can s ill ind he esea ch gap
wi hin hem. They a e missing mu ual ela ions
and in luences, classi ica ion, and egional
ocus. Main goal o his con ibu ion is he clas-
si ica ion o signi ican de e minan s o capi al
s uc u e in he scope o he Czech Republic
oge he wi h au oco ela ions and powe o
dependence.
This pape consis s o h ee main sec ions:
Theo e ical Backg ound, Resea ch Me hodo-
logy, and Resea ch Resul s. The Theo e ical
Backg ound sec ion summa ises and e iews
he wo ld’s mos impo an heo ies abou he
beha iou o en e p ises when deciding on
capi al s uc u e and he e ec s o he mos
equen capi al s uc u e de e minan s. The
Resea ch Resul s sec ion is di ided in o se en
subsec ions: Sample Analysis o he O iginal
Da ase o Capi al S uc u e, Ve i ica ion o H1,
Sample Cha ac e is ics o Selec ed CS de e -
minan s, signi icance o selec ed CS de e mi-
nan s, Mu ual Rela ions be ween De e minan s,
Linea Reg ession Model wi h All Selec ed
De e minan s, and Summa y o Resul s and
Discussion. The whole con ibu ion is ended
wi h a concluding sec ion.
1. Theo e ical Backg ound
1.1 View on Theo ies o Capi al S uc u e
Se e al impo an heo ies ha e been p oposed
ega ding capi al s uc u e.
The Modigliani-Mille (M&M) heo em is
a capi al s uc u e app oach named a e F an-
co Modigliani and Me on Mille , wo econom-
ics p o esso s who s udied capi al s uc u e
heo y and collabo a ed o de elop he capi al
s uc u e i ele ance p oposi ion in 1958. This
p oposi ion s a es ha , in pe ec ma ke s, he
capi al s uc u e a company uses does no
ma e , because he ma ke alue o a i m is
de e mined by i s ea ning powe and he isk o
i s unde lying asse s. Acco ding o Modigliani
and Mille , alue is independen o he me hod
o inancing used and he company’s in es -
men s. The M&M heo em made wo ollowing
p oposi ions. The i s one asse s ha he cap-
i al s uc u e is i ele an o he alue o a i m.
The alue o wo iden ical i ms would emain
he same, and alue would no be a ec ed by
he choice o inancing adop ed o suppo he
asse s. The alue o a i m is dependen on he
expec ed u u e ea nings when he e a e no
axes (Modigliani & Mille , 1958). P oposi ion II
s a es ha he inancial le e age boos s he
alue o a i m and educes WACC when ax
in o ma ion is a ailable. While he Modigliani
and Mille heo em is s udied in inance, eal
i ms ace axes, c edi isk, ansac ion cos s,
and ine icien ma ke s, which c ea es a mix o
deb and equi y inancing impo an (Modigliani
& Mille , 1963).
The ade-o heo y o capi al s uc u e ep-
esen s he idea ha a company chooses how
much deb inance and how much equi y inance
o use. The classical e sion o he hypo hesis
aces back o K aus and Li zenbe ge (1973),
who conside ed a balance be ween he dead-
weigh cos s o bank up cy and he ax-sa ing
bene i s o deb . This heo y is o en se up as
a compe i o heo y o he pecking o de heo y
o capi al s uc u e (F ank & Goyal, 2007).
The pecking o de heo y pos ula es ha
he cos o inancing inc eases wi h asymme ic
in o ma ion. This heo y was i s sugges ed by
Fishe and Donaldson (1962), and i was modi-
ied by S ewa C. Mye s and Nicolas Majlu
in 1984 (Mye s & Majlu , 1984). Acco ding o
his heo y, asymme ic in o ma ion a ec s he
choice be ween in e nal and ex e nal inanc-
ing. Asymme ic in o ma ion a o s he issue o
in e nal esou ces o e ex e nal ones, as he
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issue o deb signals he boa d’s con idence
ha an in es men is p o i able and ha he
cu en s ock p ices in unde alues (B ealey
& Mye s, 2014).
Fama and F ench (1999) c i icised bo h he
ade-o heo y and he pecking-o de heo y
acco ding o Mye s’ a gumen (Mye s, 1984).
Dynamic ade-o models ha e been also con-
i med as well as ejec ed empi ically.
The indings by Boo h e al. (2001) sugges
ha , al hough some o he insigh s om mode n
inance heo y a e applicable ac oss coun ies,
much p og ess emains o be made o unde -
s and he impac o he di e en ins i u ional
ea u es on capi al s uc u e choices. Le e age
di e s ac oss coun ies (De Jong e al., 2008).
Yang e al. (2021) showed ha Ko ean and
G eek shipping companies ollow he pecking-
o de heo y. Indeed, he empi ical e idence
om F ank and Goyal (2007) seemed eason-
ably consis en wi h some e sions o he ade-
o heo y o capi al s uc u e. Simila ly, Delikanli
(2020) p esen ed ha SMEs in Tu key had ied
o mee hei inancing needs wi h in e nal e-
sou ces, ac ing in alignmen wi h pecking-o de
heo y. Nga no e al. (2021) suppo ed he iew
o pecking-o de heo y as empi ical e idence
o he opposi e e ec be ween i ms’ p o i and
capi al s uc u e. The di ec ion o in luence o
he diagnosed i m-speci ic ac o s had been
consis en wi h pecking-o de heo y, as s a ed
by Cze wonka and Jawo ski (2021). An impo -
an pu pose o he heo y is o explain he ac
ha co po a ions a e usually inanced pa ly
wi h deb and pa ly wi h equi y. This heo y
s a es ha inancing wi h deb b ings ax ben-
e i s as well as cos s, and he cos s o inancial
dis ess include bo h bank up cy cos s o deb
and non-bank up cy cos s. Mye s (1984) sug-
ges ed ha i he ade-o heo y we e ue,
hen i ms ough o ha e much highe deb
le els han we obse e in eali y.
1.2 Recen Resea ch on De e minan s
o Capi al S uc u e
Se e al s udies we e conside ed du ing he
p epa a ion o ou pape . Chand a e al. (2021)
ound ha he ac o s ha in luence capi al
s uc u e included e ec i e ax a e, inancial
lexibili y, g ow h, uniqueness, asse u ilisa ion,
i m size, and angibili y. Nga no e al. (2021)
indica ed ha capi al s uc u e had a nega-
i e e ec on bo h e u n on asse s and e u n
on equi y. Jawo ski and Cze wonka (2021)
ob ained s ong e idence o a posi i e ela ion-
ship be ween co po a e deb and angibili y and
size and a nega i e ela ionship o p o i abili y
and liquidi y. The ac o s ha also a ec he
sha e o deb capi al u ned ou o be g ow h
(posi i e ela ionship) and non-deb ax shield
(nega i e ela ionship). They u he showed
ha he g ow h o indus y business isk was
accompanied by any inc ease in co po a e
deb . Mo eo e , hese au ho s showed ha
a business- iendly ins i u ional en i onmen
was an impo an in luencing ac o on he in-
deb edness o companies. I inc eased he le-
e age and, consequen ly he e u n on equi y,
especially in CEE coun ies.
Gu usamy (2021) p esen ed ha he ixed-
e ec s esul s, size, isk, and p o i abili y had
a highly signi ican ela ionship wi h le e age.
Meanwhile, g ow h oppo uni ies and angibili y
ep esen ed insigni ican alues. The s udy e-
ealed ha he explana o y a iables o he p o-
mo e s’ owne ship and ins i u ional owne ship
had a nega i e impac on le e age, while co po-
a e owne ship had a posi i e in luence on he
capi al s uc u e decision. Feny es e al. (2020)
p esen ed he ag icul u al and ood indus y
in V-4 coun ies and showed ha mo e p o i -
able companies we e less dependen on deb
inance, while he as -g owing companies had
limi ed access o he inancial ma ke . Company
size had a signi ican e ec only in he Czech
Republic. Dokulil e al. (2020) showed ha he
budge ing p ac ices o he Czech i ms we e no
in luenced by adi ional ac o s (e.g., he size
o he company and i s gi en economic sec-
o ) o ce ain o he aspec s. Essen ial ace s
include he owne ship s uc u e and he sha e
o o eign capi al in ol ed, he la e a ec ing
he ex en o au onomy o he business as o
he budge a y p ocess. Delikanli (2020) ound
ha no signi ican di e ence was obse ed
based on size. The analysed SMEs’ asse
g ow h and inc ease in p o i abili y caused an
inc ease in inancial deb . Memon e al. (2020)
showed ha i ms’ size, p o i abili y, s ock
ma ke de elopmen , and GDP we e ela i ely
consis en de e minan s.
Belas e al. (2018) s udied he impac o
ou de e minan s: egion, business a ea,
numbe o employees, and business du a ion,
on he manage ’s decisions ega ding capi al
s uc u e in he SMEs in he Czech Republic.
Thei main inding was ha he size o he com-
pany, measu ed by he numbe o employees,
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a ec s i s a i ude owa d he olume o o eign
and i s own capi al used o inance i s ac i i ies.
The analysis also showed ha en ep eneu s
who had been ope a ing hei business a
longe du a ion p e e ed mo e o eign capi al
han hei own capi al. The business a ea and
egion whe e he en e p ise was loca ed we e
insigni ican de e minan s. Mu salim e al.
(2017) analysed he capi al s uc u e and i s
de e minan s as p o i abili y, size, and ola il-
i y. Fu he mo e, Balios e al. (2016) ound ha
he e ec o capi al s uc u e de e minan s on
le e age had no changed in an en i onmen
o economic c isis, la ge SMEs had con inued
o show highe deb a ios, he ela ionship be-
ween p o i abili y and angibili y o asse s wi h
le e age had con inued o be nega i e, and
g ow h had been posi i ely ela ed o le e age.
In addi ion, Se asquei o e al. (2016) showed
ha capi al s uc u e p o i abili y, size, du a ion,
angibili y, and egion we e de e minan s.
Alipou e al. (2015) sugges ed ha a i-
ables such as i m size, inancial lexibili y,
asse s uc u e, p o i abili y, liquidi y, g ow h,
isk, and owne ship had a ec ed all measu es
o capi al s uc u e among I anian co po a-
ions. They showed ha , due o he nega i e
ela ionship be ween p o i abili y and capi al
s uc u e, in es o s had o conside capi al
s uc u e be o e making in es men decisions.
Růčko á (2015) showed ha capi al s uc u e
was de e mined by sec o , business isk, inan-
cial lexibili y, app oach o isk, and axes. On
he o he hand, he key de e minan s o capi al
s uc u e, acco ding o Chadha and Sha ma
(2015), we e size, du a ion, angibili y, g ow h,
p o i abili y, isk, uniqueness, and owne ship.
Fu he mo e, Va a u (2015) showed ha
capi al s uc u e was nega i ely in luenced by
p o i abili y. Oz ekin (2015) obse ed high de-
pendence be ween capi al s uc u e and size,
angibili y, p o i abili y, and en i onmen , and
Chang e al. (2014) iden i ied p o i abili y, in-
dus y le e age, asse g ow h, angibili y, i m
size, s a e con ol, and he la ges sha ehold-
ing as eliable co e ac o s explaining book
le e age. Robb and Robinson (2014) ound
ha he capi al s uc u e was de e mined by
c edi ma ke s and du a ion. In addi ion, Dawa
(2014) ound a ela ion be ween le e age and
i m pe o mance a e con olling o ac o s
such as size, age, angibili y, g ow h, liquidi y,
and ad e ising and showed a nega i e depen-
dence on i m pe o mance.
Bay akda oglu e al. (2013) showed ha
la ge companies and as -g owing companies
ended owa d a highe le e age. Aulo á and
Hla sa (2013) analysed Czech ag icul u al
companies and ound ha he mos impo an
de e minan s we e size and asse colla e al.
P ášilo á (2012) ound ha capi al s uc u e
was in luenced by du a ion (posi i ely) and
p o i abili y (nega i ely). Acco ding o P ášilo á,
he e was a nega i e dependence o size and
posi i e dependence o e ained ea nings in
a speci ic IT sec o . Ramjee and Gwa idzo
(2012) ound ha he capi al s uc u e had been
de e mined by angibili y, g ow h, size, and
isk. They also showed he nega i e in luence
o p o i abili y and ax. Chen and Chen (2011)
sugges ed ha i m size, p o i abili y, and asse
s uc u e we e explana o y a iables o capi al
s uc u e. P e iously, he e had been some di -
e ences in he capi al s uc u e among indus y
ype, which hey also p esen ed. Fu he mo e,
hese esea che s ound ha p o i abili y and
i m size had a g ea e impac on capi al s uc-
u e in non-elec onic indus ies. Kouki and Ben
Said (2011) analysed F ench companies and
ound ha capi al s uc u e was de e mined by
size, p o i abili y, g ow h, ax shield, asymme ic
in o ma ion, and inancial dis ess.
Bhai d and Lucey (2010) ound ha he
in luence o age, size, owne ship s uc u e,
and p o ision o colla e al we e simila ac oss
indus y sec o s, indica ing he uni e sal e ec
o in o ma ion asymme ies. F ank and Goyal
(2007) explained he mos eliable ac o s o
le e age as median indus y le e age (+ e ec
on le e age), ma ke - o-book asse s a io (−),
angibili y (+), p o i s (−), log o asse s (+), and
expec ed in la ion (+). They also ound ha
di idend-paying i ms ended o ha e lowe le-
e age. They also p esen ed ha size, ma ke -
o-book a io, and he e ec o in la ion we e no
eliable. Ma ks e al. (2009) showed ha he
ollowing ac o s in luenced capi al s uc u e:
cha ac e o companies, li e cycle, dynamics in
he sec o , sha eholde s’ goals, capi al ma ke ,
legisla i e, and sec o ends.
Vi iani (2008) ound a posi i e ela ionship
be ween deb and owne ship. He also showed
ha capi al s uc u e was a ec ed by sec o .
Valach (2008) p esen ed ha capi al s uc u e
was a ec ed by size, p o i abili y, angibili y, and
g ow h. Acco ding o Valach, axes and sec o
we e no signi ican ac o s. Almazan and Mo-
lina (2005) ound he dispe sion in le e age
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a ios among i ms wi hin an indus y and e-
la ed his dispe sion o indus y cha ac e is ics.
Song (2005) ound ha he de e minan s o
angible asse s and axes in luenced capi al
s uc u e. Baue (2004) p esen ed ha he
le e age o Czech-lis ed i ms was posi i ely
co ela ed wi h size, and i was nega i ely co -
ela ed wi h p o i abili y and angibili y. The e
was a nega i e ela ionship be ween le e age
measu ed in ma ke alue and g ow h oppo -
uni ies. Mo eo e , le e age was posi i ely co -
ela ed wi h ax and nega i ely co ela ed wi h
non-deb ax shields, albei on a lowe le el o
s a is ical signi icance.
Tab. 1 summa ises signi ican capi al s uc-
u e de e minan s men ioned in p e ious s ud-
ies. The mos equen de e minan s a e: size,
p o i abili y, angibili y, asse g ow h, sec o , and
du a ion.
O he ac o s no men ioned in Tab. 1 ha
in luence he capi al s uc u e can be sum-
ma ised as ollows:
a) Taxes and ax shield, e.g., Fan e al. (2012),
H dý (2011), Kuma e al., (2017) and,
Aca a ci (2015).
b) Risk including i m isk and mac oeconomic
isk, e.g., Li e al., (2021) and, Baum e al.
(2017).
Au ho s Yea Size P o i abili y Tangibili y Asse
g ow h Sec o Du a ion
Chand a e al. 2021 x x x
Nga no e al. 2021 −
Jawo ski & Cze wonka 2021 +−+ +
Gu usamy 2021 x x (x) (x)
Feny es e al. 2020 x −
Dokulil e al. 2020 x x
Delikanli 2020 (x) x +
Memon e al. 2020 x x
Belas e al. 2018 x (x) +
Mu salim e al. 2017 x x
Balios e al. 2016 +− − +
Se asquei o e al. 2016 x x x x
Alipou e al. 2015 x − x x
Růčko á 2015 x
Chadha & Sha ma 2015 x x x x x
Va a u 2015 −
Oz ekin 2015 x x x
Chang e al. 2014 x x x x x
Robb & Robinson 2014 x
Dawa 2014 − x x x x
Bay akda oglu e al. 2013 + +
Aulo á & Hla sa 2013 x
P ášilo á 2012 − − +
Ramjee & Gwa idzo 2012 x − x x
Tab. 1: The mos equen de e minan s o capi al s uc u e – Pa 1
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c) Cha ac e is ics o CEO, e.g., CEO ag-
g essi eness (P ášilo á, 2012; Růčko á,
2015), CEO age (McGuinness, 2021), CEO
beha iou unde p essu e (Be ge e al.,
1997), managemen discussion and analy-
sis (Wang e al., 2021), and educa ed CEO
(Honjo, 2021).
d) O he inne de e minan s: di idend paying
(F ank & Goyal, 2007), ma ke alue (Bake
& Wu gle , 2002), asymme ic in o ma ion
(Se asquei o e al., 2016), inancial lexibil-
i y (Alipou e al., 2015), ea nings manage-
men in Okye e e al. (2021), and An e al.
(2016), ad e ising (Dawa , 2014), deb ca-
paci y (Honjo, 2021), uniqueness (Chadha
& Sha ma, 2015), inancial s ess = isk o
losing con ol (Cho e al., 2014), liquidi y
(Jawo ski & Cze wonka, 2021).
e) Owne ship: local owne ship (Ma uk & Sjo-
g en, 2021), ins i u ional owne ship and co -
po a e owne ship (Gu usamy, 2021), and
owne ship gene ally (Dokulil e al., 2020).
) Loca ion: egion (De Jong e al., 2008; Gao
e al., 2011), local co up ion (Fan e al.,
2012), de eloped and de eloping coun ies
(Bake & Wu gle , 2002).
g) Mac oeconomic and o he ex e nal de-
e minan s such as in la ion (Jawo ski
& Cze wonka, 2021), inancial ins i u ion
de elopmen capi al ma ke (Robb & Rob-
inson, 2014), GDP and de elopmen o
ma ke (Memon e al., 2020), economic
policy unce ain y (Li & Qui, 2021), inancial
c isis (Baum e al., 2017), s a e con ol
(Chang e al., 2014), legisla ion (Fan e al.,
2012), and compe i ion (P ášilo á, 2012).
Al hough he e exis a my iad o esea ch
pape s dealing wi h capi al s uc u e de e mi-
nan s, as summa ised abo e, we can s ill ind
he esea ch gap wi hin hem. In gene al, p e i-
ous s udies do no ecognise posi i e o nega-
i e dependence be ween capi al s uc u e and
i s de e minan , and hey a e no ocused on he
Czech en i onmen . P o i abili y is he second
mos equen de e minan o he capi al s uc-
u e; howe e , measu es o p o i abili y a e no
uni ied and some imes no e en men ioned. We
a e examining wo p o i abili y measu es (ROA
and ROE) o see, which one o hem is a be e
capi al s uc u e de e minan . Mu ual ela ions
be ween de e minan s a e gene ally neglec ed
as well. A basic assump ion o eg ession anal-
ysis is ha explana o y a iables a e indepen-
den . The e o e u ilisa ion o s ongly co ela ed
de e minan s can signi ican ly a ec eg ession
model esul s.
Au ho s Yea Size P o i abili y Tangibili y Asse
g ow h Sec o Du a ion
Chen & Chen 2011 x x x x
Kouki & Ben Said 2011 x x x
Bhai d e al. 2010 x x x
F ank & Goyal 2007 (x) − + + +
Ma ks e al. 2009 x x
Valach 2008 x x x x (x)
Vi iani 2008 x
Almazan & Molina 2005 x
Song 2005 x
Baue 2004 +− −
F equency 24 22 15 13 9 8
Sou ce: own
No e: x : con i med dependence; + : con i med posi i e dependence; – : con i med nega i e dependence; (x) : con i med
independence.
Tab. 1: The mos equen de e minan s o capi al s uc u e – Pa 2
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Finance
1.3 Goals and Hypo heses
As a i s s ep, a hypo hesis has been
es ablished o e eal he gene al beha iou o
en e p ises in he Czech en i onmen . Ve i ied
hypo hesis H1 is s a ed as ollows.
H1: The beha iou o Czech companies
con i ms he p e e ence o deb inancing
o e equi y. This beha iou is he same ac oss
sec o s.
Hypo hesis s a emen o igins om he
ade-o heo y (K aus and Li zenbe ge , 1973),
whe e deb inancing is p e e ed o e equi y up
o a gi en c i ical inancial le el.
Main aim o ou con ibu ion is a ge ed in
he second s ep, whe e signi ican de e minan s
o he capi al s uc u e o Czech companies a e
de ec ed. We a e sea ching hem wi hin he
mos equen de e minan s: size (SI), p o i -
abili y (ROA, ROE), angibili y (T), asse g ow h
(AG), sec o (SE), and du a ion (DU), ha has
been iden i ied in he p e ious sec ion (Tab. 1).
Addi ionally o he s a emen o capi al s uc u e
de e minan signi icance, we classi y hem
in o ou g oups: s ong signi icance, medium
signi icance, weak bu s ill signi ican and no
signi ican . Mo eo e , we ecognise posi i e
esp. nega i e impac o selec ed de e minan
on indeb edness. Compa ing he pe o mance
o wo di e en p o i abili y measu es (ROA and
ROE), we can ecommend he one mo e sui -
able o he Czech en i onmen .
Las bu no leas , he co ela ion analysis
wi hin selec ed de e minan s is pe o med.
I e eals co ela ions ha can mis ep esen
eg ession analysis esul s. This leads o he
ecommenda ion abou pai s o de e minan s
ha should no be applied oge he .
2. Resea ch Me hodology
2.1 Da a Sou ces
The sou ce da ase , gene a ed om selec ed
eco ds in he publicly a ailable egis e (ARES,
2020), consis s o 1,196 unconsolida ed na-
ional inancial s a emen s o Czech companies
wi hin he pe iod o 2016–2019. A c ucial ac o
o company selec ion is ha hey ha e no been
liquida ed be o e Augus 31, 2020. O he en-
ance c i e ia, such as he legal o m, size, and
du a ion we e no implemen ed. Tab. 2 p esen s
da a p ocessing o de e mine de e minan s.
2.2 Me hodology
Fi s o all, he en i e da ase was analysed
using sample s a is ics. Ou lie s and un eliable
De e minan Regis y da a used Fo m o p ocessing
Size (SI) Numbe o employees
Classi ica ion acco ding me hodology
(Zákon č. 563/199 Sb., Zákon o úče nic í, 2016
[Ac No. 563/199 Coll. on Accoun ing,
he Czech Republic, 2016**])
P o i abili y P o i , equi y, asse s Indica o s e u n on asse (ROA) and e u n on equi y
(ROE)
Tangibili y (T) Fixed asse s, asse s Sha e o ixed asse s in o al asse s
Asse g ow h (AG) Asse s Ra e o asse g ow h
Sec o (SE) Economic ac i i y
Classi ica ion o selec ed* economic ac i i ies
CZ-NACE: A – Ag icul u e, o es y, and ishe ies;
C – Manu ac u ing; F – Cons uc ion; G – Wholesale
and e ail ade, epai and main enance o mo o
ehicles; I – Accommoda ion, ca e ing, and hospi ali y;
J – In o ma ion and communica ion ac i i ies
Du a ion (DU) Age o company
Sou ce: own
No e: *The mos impo an a eas o he na ional economy o he han inance and insu ance (A ea K) we e selec ed, as
his sec o is speci ic o i s high indeb edness, which is gi en by ecei ing deposi s om clien s; **h ps://aplikace.m c .
cz/sbi ka-zakonu/Sea chResul .aspx?q=2016& ypeLaw=zakon&wha =Rok
Tab. 2: Da a p ocessing o de e mine de e minan s
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Finance
da a ha do no co espond o common eco-
nomic p inciples we e omi ed. Fo all upcom-
ing analyses, no mali y was assumed, and
he signi icance le el was p e-se o α = 0.05.
The co ela ion analysis wi h pa ial co ela-
ion coe icien and mul iple linea eg ession
analysis was u ilised o de e mine he e ec s
and signi icance o indi idual de e minan s. The
powe ul so wa e ool S a is ics 12 was help ul
in ou analyses. The co ela ion analysis es ed
indi idual de e minan s o see i hey we e sui -
able de e mining a iables. App op ia e de e -
minan s we e subjec ed o eg ession analysis
o de e mine he magni ude o he impac on
he capi al s uc u e and he ype o his depen-
dency (posi i e, nega i e e ec ).
The pa ial co ela ion measu es he co e-
la ion be ween wo a iables ha emains a e
con olling o he e ec s o one o mo e o he
p edic o a iables. The semi-pa ial co ela ion
is a be e indica o o he p ac ical ele ance o
a p edic o because i is scaled ela i e o he
o al a iabili y in he esponse a iable. The
gene al pu pose o mul iple eg essions is o
lea n mo e abou he ela ion be ween se e al
p edic o a iables and he esponse a iable.
Ou lie s (ex eme cases) can se iously bias he
esul s o eg ession analyses, and he e o e
hey should be de ec ed and deal wi h app o-
p ia ely (Hill & Lewicki, 2007).
3. Resea ch Resul s
3.1 Sample Analysis o O iginal Da ase o
Capi al S uc u e
Fig. 1 and Tab. 3 indica e ha he e a e emo e
alues ha a e caused by nega i e equi y. The
alues o capi al s uc u e (CS) ange om
−4.5 o 70, showing ha some companies ha e
70 imes mo e deb han equi y. F om a ma ke
poin o iew, unde akings wi h nega i e equi y
should no unc ion a all. This sugges s ha
company is wo king on he i a ional economic
Fig. 1: Sample analysis o o iginal da ase o capi al s uc u e
Sou ce: own (S a is ics 12 so wa e)
Va iable
Sample s a is ics o o iginal CS
NA e . Med. Min Max S d.
de ia ion
Va ia ion
coe . Skew. Ku .
CS 1,162 1.169 0.473 −4.549 70.197 4.681 400.136 10.047 114.714
Sou ce: own (S a is ics 12 so wa e)
Tab. 3: Sample analysis o o iginal da ase o capi al s uc u e
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Finance
p inciples. Gene ally speaking, hese unde ak-
ings pe sis only because i is he in e es o
ano he pa y; e.g., a pa en company ha sub-
sidises addi ional capi al o i s subsidia y, such
as in he o m o loans.
In iew o he abo e indings and he a ea
o examina ion o he capi al s uc u e, his pa
o he companies wi h nega i e equi y was
excluded om he sample popula ion. Only
da a anging om he unde s andable 0 o 1
a e conside ed in he ollowing analyses ( hese
companies we e ma ke ed as ou lie s), spe-
ci ically 13.7% o companies ac oss all sec o s.
O he ou lie s we e de ec ed o ROE analyses
(companies wi h a alue highe han 5 a e no
coun ed) and AG analyses (companies wi h
a alue highe han 8 a e no coun ed).
Sample dis ibu ion and o he sample cha -
ac e is ics o he cleaned da ase a e illus a ed
in he ollowing Fig. 2 and Tab. 4. This able
also shows he minimum and maximum limi s,
a an in e al (0–1), which co esponds o he
modi ied da ase . The a e age alue o capi al
s uc u e is highe han he median. These
qua iles show ha mo e han 50% o compa-
nies ha e an indeb edness o less han 50%;
i.e., mos companies p e e equi y inancing.
This con i ms he le skew o he dis ibu ion
o CS. I seems ha selec ed companies do no
p e e deb . This hypo hesis will be es ed in he
ollowing subchap e .
3.2 Ve i ica ion o S a ed Hypo hesis 1 (H1)
H1: The beha iou o Czech companies con-
i ms he p e e ence o deb inancing o e
equi y. This beha iou is he same ac oss
sec o s.
This chap e es s his hypo hesis. Fi s , le
us es he hypo hesis ha he mean capi al
s uc u e is highe han 0.5, ega dless o he
selec ed sec o . As no mali y is assumed, one
sample - es wi h = −7.74 and p- alue a
Fig. 2: Sample analysis o modi ied da ase o capi al s uc u e
Sou ce: own (S a is ics 12 so wa e)
Va iable
Sample s a is ics o modi ied CS
NA e . Med. Low.
qua .
Up.
qua .
Qua .
ange
S d.
de ia ion
Va .
coe . Skew. Ku .
CS 1,012 0.429 0.401 0.181 0.680 0.499 0.290 67.656 10.047 −1.132
Sou ce: own (S a is ics 12 so wa e)
Tab. 4: Sample analysis o modi ied da ase o capi al s uc u e
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Finance
The beha iou o du a ion, he second
weakly signi ican de e minan , shows ha
olde i ms ha e mo e e ained ea nings and
a e he e o e mo e likely o inance hemsel es
wi h equi y han wi h deb . Based on Tab. 1, du-
a ion is classi ied as signi ican by eigh s udies
and i s posi i e e ec is e ealed by Belas e al.
(2018) and P ášilo á (2012).
The no -signi ican g oup includes only one
de e minan – size. The size o he en e p ise
is no impo an when he Czech company is
deciding on he capi al s uc u e. The e exis jus
a small posi i e dependence o he company
size on he indeb edness. The nonsigni icance
o company size is he ou come o o he s ud-
ies as well, e.g., Delikanli (2020) and F ank and
Goyal (2007). Ne e heless, a my iad o s udies
classi ies size as he signi ican de e minan .
The mos ecen ones a e Chand a e al. (2021),
Gu usamy (2021), Feny es e al. (2020), Dokulil
e al. (2020), and Menon e al. (2020). Posi i e
dependence on company size is shown by
Jawo ski and Cze wonka (2021), Balios e al.
(2016), Bay akdo oglu e al. (2013), and Baue
(2004). On he o he hand, he nega i e co -
ela ion be ween size and indeb edness is he
ou come o Dawa (2014) and P ášilo á (2012).
In he hi d and he las le el o pe o med
capi al s uc u e s udy, a linea eg ession model
has been buil and he ela ionships be ween
indi idual de e minan s ha e been examined.
Fishe F- es con i med model sui abili y; ne -
e heless, he alue o he index o de e mina-
ion shows ha his model is inapp op ia e o
p edic ion making. The mu ual ela ionship
be ween ROA and ROE was explained in he
p e ious pa ag aph. O he s ongly co ela ed
de e minan s a e du a ion and size. Businesses
usually expand o e ime; he e o e, olde busi-
nesses end o be la ge . As a capi al s uc u e
de e minan du a ion should be p e e ed o e
size, because o he low in luence o size on
indeb edness. In addi ion, i was ound ha he
de e minan s o angibili y and asse g ow h ha e
a mu ual ela ionship wi h all o he de e minan s.
As hey a e dependen on o he de e minan s,
hei u ilisa ion can nega i ely a ec eg ession
analysis esul s. I was in es iga ed whe he hei
adding o omission would a ec ou eg ession
esul s and luckily bo h models we e iden ical in
sui abili y and p edic ion powe .
Las bu no leas , a se o ecommenda-
ions o he inancial manage s and c edi o s
is p esen ed.
1. Financial manage s should include mo e
deb inancing in he capi al s uc u e due o
he possibili y o ax shield u ilisa ion.
One o ou indings s a es ha Czech
companies p e e equi y o e deb . Howe e ,
equi y is gene ally mo e expensi e capi al han
deb and due o in o ma ion asymme y en e -
p ise manage s do no know abou i . Cos s
o equi y a e he so-called implici oppo uni y
cos s and hey a e no appa en in he inancial
s a emen s, unlike, o example, he in e es on
loans. Oppo uni y cos also includes u ili y o
economic bene i and indi idual loss. S udies
like his can p o ide s ong in o ma ion o inan-
cial manage s and he e o e, hey will bene i
om cheape o eign capi al mo e e icien ly.
2. C edi o s should sea ch h ough signals in-
dica ing high indeb edness.
High indeb edness o a company can be
expec ed, when i s ROA is low and angibil-
i y oge he wi h asse g ow h a e high, as
ou analyses p o e. Tangibili y is de ined by
he high sha e o ixed asse s in o al asse s.
The leng h o ime on he ma ke also a ec s
he company’s capi al s uc u e. Fo example,
s a -ups end o ha e mo e deb han olde
companies, cause hey can u ilise hei e ained
ea nings. The e ec o he size is no signi ican
in he Czech en i onmen .
Conclusions
Op imal capi al s uc u e, as a s a egic ask o
inancial managemen , c ea es he g ound o
he de elopmen and s abili y o any en e p ise.
The main aim o his con ibu ion is o e eal
and classi y signi ican de e minan s o capi al
s uc u e in he Czech en i onmen .
As a i s s ep, we a e pe o ming analyses
o he gene al beha iou o Czech companies
and speci ic sec o wise beha iou . S a ed
hypo heses based on he ade-o heo y a e
ejec ed; only he sec o o wholesale and e ail
ades ac s in e sely. Czech companies p e e
equi y o e deb inancing. This co esponds o
he pecking o de heo y expec ing p e e en ial
use o e ained ea nings. To inancial manag-
e s, we can ecommend conside ing ax shield
u ilisa ion and including mo e deb in he capi al
s uc u e. Due o in o ma ion asymme y, com-
panies p e e mo e expensi e equi y.
The mos impo an pa o ou con ibu ion
is de o ed o he capi al s uc u e de e minan s.
We selec he six mos equen de e minan s
o p e ious capi al s uc u e s udies: size,
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p o i abili y (ROA, ROE), angibili y, asse
g ow h, sec o , and du a ion; and we classi y
hem by hei powe o dependence wi h capi al
s uc u e. Mo eo e , we analyse mu ual ela-
ions o de e minan s and hei posi i e espec-
i ely a nega i e e ec on indeb edness.
To sum up ou ou comes, he Czech en-
i onmen capi al s uc u e is subs an ially
de e mined by angibili y and p o i cha ac e -
is ics. We conside ROA o be a mo e app o-
p ia e capi al s uc u e de e minan han ROE
because a highe ROA means a highe p o i .
Deb inancing is p e e ed by en e p ises wi h
lowe ROA. Analysed de e minan s a e s ongly
co ela ed wi h each o he ; o example, he e
is a signi ican dependence be ween company
size and i s age, and be ween ROA and ROE.
Asse g ow h has a middle s ong dependence
on all o he de e minan s; he e o e, i should
no be used oge he wi h o he de e minan s.
Ou s udy is limi ed by he da ase pe iod
and we a e no aking in o accoun inancial
s a emen s du ing he co id c isis (2020 ill now).
Ne e heless, i bene i s his s udy as well, and
signi ican de e minan s o capi al s uc u e in
he Czech en i onmen a e e ealed in s abi-
lised economic g ow h. The ollowing esea ch
will be ocused on indi idual business sec o s.
We al eady p o ed ha wholesale and e ail
ades ac di e en ly om o he en e p ises. We
will pe o m ad anced sec o wise analyses o
signi ican capi al s uc u e de e minan s and
we could add indeb edness and bank up cy
modelling as well.
Acknowledgemen s: This con ibu ion was
inancially suppo ed by he ins i u ional suppo
o he Uni e si y o Pa dubice.
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