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sus ainabili y
A icle
Financial Sus ainabili y and Ea nings Managemen in he
Spanish Spo s Fede a ions: A Mul i-Theo e ical App oach
Juan Ca los Gue a a * , Emilio Ma ín and Ma ía JoséA cas
Ci a ion: Gue a a, J.C.; Ma ín, E.;
A cas, M.J. Financial Sus ainabili y
and Ea nings Managemen in he
Spanish Spo s Fede a ions: A
Mul i-Theo e ical App oach.
Sus ainabili y 2021,13, 2099.
h ps://doi.o g/10.3390/su13042099
Academic Edi o : Nicolas Scelles
Recei ed: 9 Janua y 2021
Accep ed: 12 Feb ua y 2021
Published: 16 Feb ua y 2021
Publishe ’s No e: MDPI s ays neu al
wi h ega d o ju isdic ional claims in
published maps and ins i u ional a il-
ia ions.
Copy igh : © 2021 by he au ho s.
Licensee MDPI, Basel, Swi ze land.
This a icle is an open access a icle
dis ibu ed unde he e ms and
condi ions o he C ea i e Commons
A ibu ion (CC BY) license (h ps://
c ea i ecommons.o g/licenses/by/
4.0/).
Facul y o Economics and Business, Uni e si y o Za agoza, 50005 Za agoza, Spain; ema in@uniza .es (E.M.);
a cas@uniza .es (M.J.A.)
*Co espondence: jgue a a@uniza .es; Tel.: +34-620-574-171
Abs ac : The objec i e o his s udy is o analyze, om a mul i- heo e ical amewo k, whe he he
manage s o he Spanish Na ional Spo s Fede a ions (NSFs) apply ea nings managemen using
accoun ing acc uals as a measu e o manage ial disc e ion; secondly, whe he hese p ac ices a e
associa ed wi h bo h he le el o dependence on ex e nal esou ces, and he economic and inancial
con ol mechanisms exe cised by he Supe io Spo s Council (Consejo Supe io de Depo es, CSD)
o he g an ing o public subsidies. The s udy p o ides e idence ha long- e m deb le els and
he size o spo s ede a ions a e de e minan s o ea nings managemen , wi h a mo e accen ua ed
ela ionship in he case o Olympic and Pa alympic spo s ede a ions.
Keywo ds:
ea nings managemen ; accoun abili y; spo s ede a ions; nonp o i en i ies; inan-
cial sus ainabili y
1. In oduc ion
In Spain, bank up cy p oceedings, deb s o public ins i u ions and a lack o ans-
pa ency ha e p ojec ed a bad image o he spo s sec o , a loss o epu a ion and an
unde s andable suspicion on he pa o public opinion abou p o essionalism in he man-
agemen o his ype o en i y [
1
]. This conce n is pa icula ly in ense o hose spo s
o ganiza ions ha ecei e signi ican amoun s o public subsidies o und hei ac i i y.
In he cu en con ex o economic c isis and inancial aus e i y, i is pa icula ly imely
o ques ion, i s ly, whe he i is wo hwhile dedica ing such a la ge amoun o public e-
sou ces o his ype o ac i i y and, secondly, whe he hese esou ces a e managed co ec ly.
In his sense, he annual accoun s a e he adi ional p ima y ehicle o accoun abili y o
e alua e he anspa ency and inancial pe o mance o o ganiza ions. The implemen a ion
o he T anspa ency Law 19/2013 [
2
] is p esen ed as a egula o y ac ion o he S a e ega d-
ing he managemen o esou ces des ined o spo ha seeks o deal wi h his dis us by
acili a ing public access o ins i u ional and economic in o ma ion om Non-P o i Spo s
O ganiza ions (NPSOs).
The Spanish spo s sys em is a icula ed wi hin a public s uc u e whose go e ning
body is he Sup eme Council o Spo s (Consejo Supe io de Depo es, CSD) and a p i a e
s uc u e whose go e ning body a e he Spanish Olympic Commi ee (Comi éOlímpico
Español, COE) and Spanish Pa alympic Commi ee (Comi éPa alímpico Español, CPE) [
3
].
Spo s ede a ions a e p i a e nonp o i en i ies and ac as collabo a i e agen s wi h public
adminis a ions [4].
Spain has de eloped a mixed model in which spo s ede a ions ecei e unds in he
o m o uncondi ional g an s om he CSD, and e enues om p i a e sou ces (licenses,
sponso s and in e na ional o ganiza ions). To es e al. [
5
], and Ma in e al. show a g ea
dispa i y be ween NSFs in e ms o unding. Thus, public unding p o ides mo e han
90% o esou ces in some ede a ions such as weigh li ing and boxing, while in o he s i
does no each 20% (baske ball and Tennis). Public esou ces ha e adi ionally cons i u ed
he main sou ce o unding o non-p o essional spo -speci ic g an s. The Olympic Spo s
Sus ainabili y 2021,13, 2099. h ps://doi.o g/10.3390/su13042099 h ps://www.mdpi.com/jou nal/sus ainabili y
Sus ainabili y 2021,13, 2099 2 o 16
Associa ion (Asociación de Depo es Olímpicos, ADO) and Pa alympic Spo s Associa ion
(Asociación de Depo es Pa alímpicos, ADOP) P og ams o Plans we e p omo ed wi h he
pu pose o assigning addi ional unds o high-le el a hle es in ede a ions ha ha e mo e
di icul y in a ac ing p i a e inancing.
Addi ionally, in Spain high-le el spo s a e conside ed a ma e o S a e in e es [
4
].
Due o his, he de elopmen o high-le el and high-pe o mance spo s esides wi h he
NSFs [
6
], o which hey ecei e public esou ces on which hey depend o a g ea ex en ,
and which hey mus manage e icien ly o ob ain compe i i e esul s [
5
]. In his sense,
sus ainabili y equi es a iple bo om line app oach, whe e imp o emen s a e pu sued
in he social, en i onmen al and economic dimensions o pe o mance [
7
], and NSFs a e
o ganiza ions wi h social and en i onmen al goals and a g owing need o manage hei
esou ces e icien ly.
A ecen CSD epo highligh s he delica e inancial si ua ion o he Spanish spo
ede a ions [
8
], no ing ha o 2012 only ou o he 66 NSFs had a posi i e wo king capi al
o economic esul , and only six had posi i e equi y, which places he o he s in a si ua ion
o echnical bank up cy. This si ua ion led he CSD o implemen measu es om 2013 o
hose NSFs ha ha e been acing a delica e economic si ua ion, o cing hem o d aw up a
Viabili y Plan. Mo e han hal o he NSFs we e subjec o hese plans, which include s ic
pa ame e s o cleaning up hei inancial si ua ion, he non-compliance wi h which would
lead o a penal y in he amoun o subsidy g an ed by he CSD.
These p essu es may p omo e he adop ion by some NSF manage s o accoun ing
p ac ices aimed a showing a inancial ep esen a ion o hese en i ies in line wi h he
objec i es imposed by he CSD. Ea nings managemen (EM) occu s when manage s use
hei judgmen in inancial epo ing and in s uc u ing ansac ions o al e inancial
epo s o ei he mislead some s akeholde s abou he unde lying economic pe o mance
o he company, o o in luence con ac ual ou comes ha depend on epo ed accoun ing
igu es [9].
Since a single heo y canno explain he se e al esponsibili ies wi hin a spo s o -
ganiza ion [
10
], he heo ies ou lined in his s udy o e a mul i- heo e ical app oach o
analyze o wha ex en Spanish spo s ede a ions apply EM p ac ices, using accoun ing
acc uals as a measu e o manage ial disc e ion, and secondly, i his is associa ed bo h wi h
he le el o dependence on ex e nal esou ces and wi h he economic and inancial con ol
mechanisms exe cised by he CSD o he awa ding o public subsidies.
Fu he mo e, he s udy will y o iden i y i he e is a di e en pa e n o beha iou
be ween he Olympic Fede a ions (OFs) and hose ha a e no (Non-Olympic Fede a ions,
NOFs). This will lead us o assess accoun abili y in Spanish ede a ed spo s and con i m
he possibili y ha manage s modi y hei inancial s a emen s when hey a e moni o ed
on he basis o accoun ing da a [9].
The emainde o his pape is s uc u ed as ollows: a e he in oduc ion, a second
sec ion includes he ela ed li e a u e and a s a emen o he s udy’s hypo heses. Sec ion
h ee de elops he empi ical analysis; he ou h sec ion p esen s he esul s, which a e
discussed in sec ion i e. Finally, he conclusions a e s a ed in sec ion six.
2. P e ious Li e a u e
In he spo s ield, he li e a u e on ea nings managemen is sca ce and mos ly ocused
on he oo ball indus y. Some au ho s poin ou he impo ance o con as ing he esul s
ob ained in p o essional spo wi h o he sec o s ha sha e he same idiosync asies [
11
]
since gene aliza ion abou hese indings emains an open empi ical ques ion [
12
]. The
main con ibu ion o his wo k is o ocus on ede a ed spo s, since in non-p o i spo s
o ganiza ions one would expec EM p ac ices o di e en om hose obse ed in p o-
essional spo s en i ies, because inpu and ou pu (o means and ends) a e e e sed in
non-p o i and o -p o i en i ies (i.e., non-p o i s use inancial esou ces as inpu s whe eas
his ep esen s he co e ou pu o o -p o i ) [13,14].
Sus ainabili y 2021,13, 2099 3 o 16
NPSOs gi e p io i y o he ul ilmen o hei spo ing objec i es o e ob aining
economic bene i s, and in his way sa is y he in e es s o he go e nmen al o ganiza ions
ha inance hem, and o whom success in high-le el spo is a de e mining c i e ion
when alloca ing esou ces [
15
]. This managemen model ocused on spo ing pe o mance
has made he sca ci y o esou ces a ea u e associa ed wi h he “non-p o i ” na u e o
his ype o en i y [
16
,
17
]. In pa icula , specialized li e a u e has epo ed he exis ence o
pe sis en de ici s in NSFs [15] as well as in he spo s clubs ha cons i u e hem [18].
Faced wi h his si ua ion, he Spo Go e ning Bodies o di e en coun ies ha e
p omo ed con ol mechanisms based on an adequa e accoun abili y o p e en ine icien-
cies in he managemen o public unds by he NPSOs. Some examples a e he SFAF,
Spo Canada’s Spo Funding and Accoun abili y F amewo k [
19
], he B i ish Olympic
Associa ion (BOA) Financial Times S ock Exchange pa ne ship scheme [
20
], he p og ams
o he Gene al Sec e a ia o Spo s (GSS) in G eece [
21
] and he CSD Viabili y Plans in
Spain [22].
2.1. Mul i-Theo e ical F amewo k
Al hough he e is a a ie y o heo ies abou go e nance, p e ious esea ch sugges s
ha i is a mis ake o assume ha a single heo y applies o any en i y, since each heo y is
ocused on speci ic unc ions wi hin he o ganiza ion [
10
]. This s udy s a es ha , o analyze
go e nance wi hin an o ganiza ion, a leas h ee heo ies mus be applied: agency heo y,
esou ce dependency heo y, and ins i u ional heo y [23].
A a gene al le el, he main heo y a ound which he s udy e ol es is classical agency
heo y. The s udy aises a classic agency p oblem in which he p incipal (Go e nmen
bodies) es ablishes measu es o moni o he agen ’s economic pe o mance, bu he agen
(NSF manage s) may y o in oduce ea ning managemen p ac ices o appea o mee
he p incipal’s equi emen s. Howe e , once he agency p oblem has been iden i ied, in
o de o deepen he ela ionships be ween Go e nmen bodies and NSF manage s and,
in pa icula , explain he di e en beha io s o NSF manage s, i is con enien o e e o
o he complemen a y heo ies.
When con ex ualizing spo s ede a ions in his mul i- heo e ical amewo k, we can
obse e ha al hough he “non-p o i ” na u e o his ype o en i y makes hem ope a e
unde di e en pa adigms, o e en con a y o he “u ili y pa adigm” which is o ien ed o
he sea ch o economic bene i , mo e and mo e impo ance is a ibu ed o he assessmen
o hei inancial sus ainabili y as a c i e ion o he alloca ion o esou ces by public
pa ne s [
20
,
24
]. In his con ex , one o he main conce ns o NSFs is he poli ical cos s
de i ed om he economic egula ion o he sec o .
The S a e, h ough legal p o isions, has he powe o ca y ou edis ibu ions o
weal h among he economic agen s o socie y h ough he es ablishmen o a es, subsidies,
axes, e c. [
25
]. The e o e, he se o exis ing no ms a a gi en momen is he esul ing
balance be ween wo opposing o ces. Acco ding o Regula ion Theo y [
26
], he mos isible
o ganiza ions end o be mo e egula ed and accoun ing in o ma ion plays an impo an
ole in his egula o y p ocess as a moni o ing ool. The g ea e he ax and egula o y
aspec s, he g ea e he managemen incen i es o manipula e he esul downwa d, while
he en i ies a isk o no ul illing hei deb con ac s will ha e he incen i e o inc ease
he bene i and a oid he nega i e consequences o no complying wi h he e ms o he
ag eemen [27].
Explaining he egula o y p ocess h ough he poli ical model ep esen s he essen ial
poin o induc i e neo-posi i ism, wi h which economic heo y has made i possible o
de elop a posi i e accoun ing heo y, assuming ha he in e es o managemen is no
necessa ily cong uen wi h ha o he sha eholde s. This allows us o unde s and why
he specialized li e a u e highligh s, ia he Agency Theo y [
25
], he impo ance o he
sepa a ion be ween he manage s o spo s ede a ions and hose who g an hem esou ces
om go e nmen en i ies, as an app op ia e heo e ical amewo k o unde s and he
managemen o NPSOs [
23
]. I would be expec ed ha NPSO manage s will choose
Sus ainabili y 2021,13, 2099 4 o 16
accoun ing policies and measu emen bases mo e aligned o hei in e es s a he han o a
ue and ai iew o he en i y [28].
The dependence on public subsidies o ede a ed spo [
5
,
29
], and he inancial de ici s
o he sec o [
18
] ha e con ibu ed o he consolida ion o e ime o a managemen model
cha ac e ized by coe ci e p essu e om go e nmen s h ough he inancing o NPSOs,
signi ican in coun ies such as Canada [
30
], he Uni ed Kingdom [
31
], Aus alia and New
Zealand [
32
], Spain [
29
], Ge many [
33
] and mo e ecen ly Tu key [
34
] and G eece [
15
],
bu less signi ican in No way and Belgium [
35
,
36
]. In his sense, he in luence o he
en i onmen will depend on each speci ic na ional spo s sys em. Fo all hese s udies, he
Resou ce Dependency Theo y (RDT) o e s an app op ia e heo e ical pla o m wi h which
o unde s and o ganiza ions’ beha io ope a ing in en i onmen s wi h shi ing sou ces o
unds. Acco ding o his, an en i y’s su i al depends p ima ily on i s abili y o secu e and
main ain esou ces and manage associa ed dependencies [37].
Addi ionally, success in high-le el spo s as a de e mining c i e ion when alloca ing
esou ces highligh s he impo ance a ibu ed by go e nmen s o compe i i e esul s [
15
].
This could explain why some s udies show a highe ans e o esou ces o he Olympic
ede a ions compa ed o o he ede a ions [
38
]. This ac has gene a ed a cul u e acco ding
o which he inancial dimension does no ep esen a p io i y and is subo dina e o he
spo ing in e es s o he o ganiza ion [39].
The e o e, he impo ance ha cu en spo s de elopmen sys ems a ibu e o eli e
spo o e mass spo [
15
], and he esponsibili y o he NSFs on he de elopmen o eli e
spo [
5
], jus i ies he g owing li e a u e on he pe o mance o eli e spo wi h public und-
ing and go e nmen pa icipa ion (e.g., [
40
,
41
]), as well as on he nega i e epe cussions o
a go e nmen de-in es men in spo [
15
]. This is because, o NPSOs ha depend hea ily
on s a e unding, esis ance o adop ing new egula ion, legisla ion and o he o ms o
change can lead o educed in es men in spo and a loss o aluable s a e subsidies [
23
].
All hese pa icula i ies ha e led he specialized li e a u e o de ine NSFs’ pe o mance
in e ms o RDT as: “ he abili y o acqui e and p ocess human, inancial and physical
esou ces o achie e he goals o he o ganiza ion” [13].
Gi en his eali y, i is logical ha speci ic pa e ns o o ganiza ional beha io a e
eplica ed in ede a ed spo s in di e en coun ies and in he NSFs o he same coun y. In-
s i u ional heo y de ines his ype o o ganiza ional beha io as ins i u ional isomo phism
by a guing ha o ganiza ions ope a ing wi hin an en i onmen wi h simila equi emen s
imposed by and expec a ions ela ed o unding a e expec ed o adop analogous manage-
ial ac ions and go e nance amewo ks [42].
This adop ion o homogeneous beha io s unde he p ocess called isomo phism
p omo es he s abili y and su i al o o ganiza ions, p o iding hem wi h g ea e powe
and ins i u ional legi imacy, by adop ing p ac ices o ien ed o complying wi h he ules
designed by ex e nal o ces, i.e., coe ci e isomo phism, o o imi a e o he o ganiza ions in
he sec o , i.e., mime ic isomo phism [
42
]. Table 1p o ides a axonomy o some he mos
ep esen a i e p io s udies.
Thus, his pape p o ides one o he ew quali a i e s udies ha exis in he li e a u e
on he managemen o non-p o i spo s en i ies, based on he analysis o he accoun ing
in o ma ion disclosed by he ede a ions. The a ionale is o iden i y whe he , despi e no
pu suing an economic esul , he manage s o NSFs a e conce ned abou he in o ma ion
disclosed in hei inancial s a emen s. Fu he mo e, despi e being an empi ical s udy, i is
amed om a mul i- heo e ical pe spec i e, while mos o he o he s udies a e based on a
single heo y.
Sus ainabili y 2021,13, 2099 5 o 16
Table 1. Taxonomy o p io s udies.
Au ho (s) Sample F amewo k Design
Edwa ds e al. [30]78 Albe a p o incial spo o ganisa ions
(PSOs) in Canada IT Quali a i e
Nichols e al. [31] UK spo o ganisa ions VT Quali a i e
Shilbu y, D.; and Fe kins, L. [32]8 Aus alia and New Zealand spo
o ganisa ions IOR Quali a i e
E u an-Ogu , E.; Sahin, M [34]8 membe s o spo s ede a ions and
membe s om he Tu kish
Minis y o You h and Spo Quali a i e
Skille, E. [35]8 spo clubs in he No wegian Spo s Ci y
P og am (SCP) IT Quali a i e
Vos el al. [36]Spo s clubs belonging o 57 Flande s
municipali ies IT, RDT Quan i a i e
Giannoulakis el al. [15]10 G eece spo ede a ions and a
ep esen a i e om he Sec e a ia o Spo RDT Quali a i e
This s udy 58 Spanish spo ede a ions RDT, IT, AT Quan i a i e
RDT: Resou ce Dependency Theo y, IT: Ins i u ional Theo y, AT: AgencyTheo y, IOR:In e o ganiza ional Rela ions Theo y, VT: Volun ee ing heo y.
2.2. Fo mula ion o Hypo heses
Nex , we p opose he i e hypo heses o be es ed. The i s e e s o he possibili y
ha he dependence on public esou ces in he inancing o NSFs is a ac o ha encou ages
he in oduc ion o accoun ing p ac ices aimed a a i icially inc easing he esul .
Hypo hesis 1 (H1)
.The le el o dependence on public unds o NSFs is posi i ely associa ed wi h
accoun ing p ac ices ha a i icially inc ease he esul .
Mos o he li e a u e on he subjec shows ha spo s o ganiza ions a e cha ac e ized
by ha ing sca ce inancial esou ces, e en less han o he ypes o non-p o i o ganiza-
ions [
43
], and in many cases a s ong dependence on public con ibu ions [
5
]. Faced wi h
his si ua ion, a dec ease in public subsidies may gene a e se e e inancial p oblems in
spo s o ganiza ions such as in he case o G eece, especially a e he educ ion o public
subsidies a e he Olympic Games in A hens in 2004 [15].
The impac o he educ ion o public subsidies on non-p o i spo s o ganiza ions
has been analyzed in di e en coun ies, o example in Canada by Hall e al. [
44
], in
Ge many by Lange [
45
] and in Aus alia, G ea B i ain, Finland and Poland h ough he
s udy by Be e and Slack [
46
]. In his ega d, in Spain, CSD g an s o NSFs expe ienced a
s eep yea -on-yea decline o 24.85% in 2012 and 29.94% in 2013 [
8
], and consequen ly his
phenomenon is wo h analyzing.
This inancial dependence on public subsidies gi es go e nmen spo s adminis-
a ions a ce ain capaci y o implemen hei spo s policies based on hei hie a chical
posi ion [
47
]. Willem and Schee de [
48
] analyze, in a s udy ha compa es ede a ed spo
in ele en Eu opean coun ies and wo non-Eu opean coun ies, how he go e nmen can
egula e he NSFs om a combina ion o coe cion, subsidies and collabo a ion, applied
acco ding o di e en p io i ies. These, in he majo i y o coun ies, a e o ien ed o he
de elopmen o capaci ies in he NSFs o gene a e hei own inancial esou ces.
Addi ionally, Hoye e al., [
49
] claim ha spo has become he objec o inc easing
s a e egula o y ac i i y, which in he ligh o Regula ion Theo y highligh s he ole o
accoun ing in o ma ion o unde s and causal ela ionships [
27
]. F om his pe spec i e, i
is assumed ha public au ho i ies moni o he managemen o spo s o ganiza ions [
50
]
which could gi e ise o he manipula ion hei esul s upwa ds in o de o con ey a be e
image o inancial managemen and a oid comp omising o ganiza ional con ol [37].
The second and hi d hypo heses analyze whe he inc eased egula ion and public
con ol p omo es he in oduc ion o c ea i e accoun ing p ac ices in spo s o ganiza ions.
Sus ainabili y 2021,13, 2099 6 o 16
A s udy is equi ed in he case o Spanish NSFs, gi en ha he CSD equi es he p epa a ion
o a Viabili y Plan o hose en i ies ha p esen nega i e ne wo h o wo king capi al.
Hypo hesis 2 (H2). The Equi y o NSFs is indi ec ly associa ed wi h he le el o EM.
Hypo hesis 3 (H3). The NSFs Wo king Capi al is indi ec ly associa ed wi h he le el o EM.
Bo h hypo heses a e based on he ac ha inc eased s a e egula o y ac i i y and
he economic p essu es gene a ed by dependence on ex e nal esou ces [
37
] p omo e
isomo phisms o he ins i u ional ype [
42
]. In he case o non-p o i o ganiza ions, his
ma e ializes in he adap a ion o managemen echniques om he p i a e sec o , wi h
consequen agency p oblems [
25
] ha , amed by he heo y o egula ion [
27
], could lead
o he inco po a ion o EM p ac ices.
In Spain, NSFs wi h nega i e ne wo h o wo king capi al mus unde go a Viabili y
Plan, he non-compliance wi h which would esul in a penal y in he amoun s alloca ed in
he CSD g an s du ing he yea s o alidi y o he same. These measu es ha e esul ed in
imp o emen s in he inancial si ua ion o NSFs [
22
], bu hei e ec on accoun ing quali y
emains o be de e mined.
The ou h hypo hesis will add ess he possible ela ionship be ween he indeb edness
o o ganiza ions and he applica ion o p o i managemen accoun ing echniques.
Hypo hesis 4 (H4).
The le el o indeb edness o NSFs is posi i ely associa ed wi h he le el o EM.
The le el o indeb edness, unde s ood as he sum o sho - e m liabili y plus long- e m
liabili y [
22
], is ano he o he igu es obse ed by he CSD, which al hough no pa o
he c i e ia o adop ing a plan iabili y, is a de e mining ac o o he inancial heal h o
NSFs. Gi en ha he beha iou o sho - e m deb has been analyzed h ough he Wo king
Capi al Fund, i should also be obse ed whe he he managemen o p o i bea s any
ela ionship o he long- e m deb s uc u e. Fo his pu pose, we ha e conside ed he
p opo ions o long- e m liabili ies o o al asse s, which allows compa isons be ween
en i ies o di e en sizes. In he case o Spanish NSFs, i is obse ed ha , as o 2013, he
loans g an ed by he CSD ha e been educed conside ably, since hey became linked o he
implemen a ion o inancial imp o emen plans [8].
The las hypo hesis analyzes he ela ionship be ween he size o he o ganiza ion and
he applica ion o accoun ing echniques ela ing o o -p o i managemen .
Hypo hesis 5 (H5). The size o NSFs is indi ec ly associa ed wi h he le el o EM.
Acco ding o O li zky [
51
], i m size is posi i ely ela ed o pe o mance and business
iabili y, since i can lead o economies o scale in ope a ions and g ea e con ol o e
ex e nal s akeholde s and esou ces, since he po en ial o egula o y sc u iny inc eases as
companies ge bigge and mo e p o i able [52,53].
Fo hese easons, we hope o be able o con i m in ede a ed spo he same nega i e
ela ionship be ween size and he endency o manipula e he esul p e iously obse ed in
he business sec o [
52
], and in p o essional spo h ough he eams o he op p o essional
Eu opean oo ball leagues [11,12].
3. Ma e ials and Me hods
3.1. Sample and Da a
The las Olympic cycle (2013–2016) was analyzed, he beginning o which coincides
wi h he en y in o o ce o he CSD Viabili y Plans and he implemen a ion o T ans-
pa ency Law 19/2013 o NSFs. Thus, he ini ial sample conside ed he o al numbe
o na ional NSFs (66), disca ding hose NSFs ha did no p o ide inancial da a o he
men ioned pe iods.
Sus ainabili y 2021,13, 2099 7 o 16
The inal sample consis ed o 52 NSFs o he yea 2013, and 58 NSFs o he yea s 2014,
2015 and 2016, o aling 226 obse a ions. The accoun ing da a has been cap u ed manually
om he anspa ency po als con ained in he web pages o he Spanish NSFs. The s udy
uses he in o ma ion included in he indi idual annual accoun s and hei co esponding
audi epo s. Complemen a y da a ha e been ob ained om he CSD’s “o he s a is ics”
sec ion o he yea s 2013 o 2016 [
54
], and he DEPORTEDa a da abase o he Minis y o
Educa ion, Cul u e and Spo s [
55
]. I should be no ed ha , be o e 2013, he yea in which
he T anspa ency Law 19/2013 was p omulga ed, no ede a ion had disclosed inancial
epo s on i s websi e.
This ac has ep esen ed an ad ance conce ning o he s udies [
15
,
34
,
38
], since in
Spain, hanks o he a o able e ec o T anspa ency Law 19/2013, we ha e he da a o he
ealiza ion o his s udy. Howe e , a limi a ion o i s scope has been he lack o p e ious
da a ha would allow assessmen o he beha iou o NSFs be o e he implemen a ion o
T anspa ency Law 19/2013 and he CSD Viabili y Plans.
3.2. Es ima ion o Disc e ional Acc uals
Many an eceden s in he li e a u e e idence a de e io a ion in accoun ing quali y, wi h
egula o y in e en ions ha assess he inancial posi ion and pe o mance o companies
based on he epo ed accoun ing in o ma ion [
56
]. In he spo s ield, some s udies ha e
used EM as a p oxy o accoun ing quali y [11,12].
The mos used commonly me hodology o de ec and measu e EM is he es ima ion o
disc e ional acc uals (DA). Acc uals a e he accoun ing adjus men s be ween cash lows
and income and depend on manage ial es ima es and assump ions; hus, hey a e subjec
o manage ial disc e ion and manipula ion.
Disc e ional acc uals (DA) a e de ined as ha pa o income o expenses ha do no
in ol e cash lows. Indi ec ly, hey a e calcula ed h ough a balance shee app oach o
by he di e ence be ween he esul and he ope a ing cash low (CFO). I we assume
ha he la e a e no suscep ible o manipula ion, he way o al e he esul is by acc ual
adjus men s (TACC). In his sense, TACC, h ough he es ima ion o s anda d o non-
disc e iona y acc uals (NDA), p o ide us wi h a poin o e e ence om which o conside
he abno mal o disc e iona y acc ual (DA) as p oxies o manage ial disc e ion, educed o
he ollowing base exp ession:
TACC = NDA + DA (1)
whe e:
TACC = To al acc uals.
NDA = Non-disc e iona y acc uals.
DA = Disc e iona y acc uals.
The line o esea ch on ea nings managemen begins wi h he wo k o Jones [
57
], who
a gues o measu ing disc e ion h ough he s udy o TACC, di e en ia ing be ween he
disc e iona y and non-disc e iona y pa s. To do his, a linea ela ionship is es ablished
be ween TACC, changes in sales and p ope y, and plan and equipmen ; hence, he
non-disc e iona y pa is ha which is gi en by changes in sales igu es and ixed asse s.
Disc e iona y Acc uals as a Measu e o Ea ning Managemen
To measu e he le el o accoun ing manipula ion, we ely on DA. TACCs a e calcula ed
indi ec ly h ough a balance shee app oach ha assumes ha he adjus men s o a pe iod
a e ob ained by sub ac ing he change in cu en liabili ies om he change in cu en
asse s ha a e no cash, o ha gi en pe iod. They can be exp essed acco ding o he
ollowing app oach [58]:
TACCi = (∆CAi −∆Cashi )−(∆CLi −∆STDEBTi )−DEPi (2)
whe e:
Sus ainabili y 2021,13, 2099 8 o 16
∆CAi = he change in cu en asse s o NSF i in pe iod ;
∆CLi = he change in cu en liabili ies o NSF i in pe iod ;
∆Cashi = he change in cash and cash equi alen s o NSF i du ing pe iod ;
∆
STDEBT
i
= he cu en ma u i ies o long- e m deb and o he sho - e m deb
included in cu en liabili ies du ing pe iod ;
and DEPi = dep ecia ion and amo iza ion expense o NSF i du ing pe iod .
All a iables a e de la ed by lagged o al asse s (TA
−1
) o con ol o scale di e ences.
To di e en ia e be ween he disc e iona y and nondisc e iona y pa o TACC, we
ha e chosen o use he Jones model [
57
], acco ding o which he expec ed adjus men s a e
calcula ed as a unc ion o he a ia ion in g oss income and p ope y, plan and equipmen
(PPE), which is con olled h ough dep ecia ion and amo iza ion expense adjus men s. All
a iables in he acc uals expec a ions model a e scaled by p e ious yea asse s o educe
he e oscedas ici y. The app oach o he model is as ollows:
TACCi /TAi -1 =α1 (1/TAi -1) + α2(∆REVi /TAi -1) + α3(PPEi /TAi -1) + εi (3)
whe e:
TACCi = To al acc uals in yea o NSF i.
∆REVi = Re enues in yea less e enues in yea −1 o NSF i.
PPEi = G oss p ope y, plan and equipmen in yea o NSF i.
TAi -1 = To al asse s in yea −1 o NSF i.
The Jones model [
57
] has been he basis o mul iple subsequen p oposals including
hose models ha equi e ROA ( e u n on ac i e), as in he model o Ko ha i e al. [
59
],
because p o i abili y does no ep esen a co e objec i e o non-p o i en i ies. Models ha
equi e a cash low s a emen , such as he Kasznik [
60
] model, a e also disca ded due o
he lack o a ailabili y o such in o ma ion, since, in Spain mos NSFs, due o hei size, do
no ha e an obliga ion o p esen a cash low s a emen when a balance shee , s a emen o
changes in equi y and an abb e ia ed epo can be o mula ed [61].
3.3. Condi ioning ac o s o Ea ning Managemen
In o de o es ou esea ch hypo heses, we inco po a e disc e iona y adjus men s
(DA) as a dependen a iable in he ollowing model (Gene alized Leas Squa es, GLS):
DAi =α0+α1RDi +α2Ei +α3WCi +α4LTLi +α5SIZEi +εi (4)
whe e DA
i
a e he disc e iona y acc uals cap u ed h ough he e o e m o he model
(3) as a p oxy a iable o ea ning managemen . To es he i s hypo hesis H1, he RD
i
a iable cap u es public unds’ dependence measu ed by public esou ces di ided by o al
e enues. Fo his, he public unds ecei ed by he NSFs a e calcula ed h ough he sum
o he subsidies o he CSD and addi ional channels such as he ADO and ADOP p og ams.
I is conside ed ha a g owing dependence on ex e nal esou ces ha comp omises he
au onomy o he NSFs [
37
] could be an incen i e o manipula ion, especially o hose NSFs
ha p esen inancial de iciencies, and o which public subsidies ep esen a de e mining
means o he ul ilmen o objec i es [
43
]. The e o e, a posi i e coe icien is expec ed o
his a iable.
To es hypo heses H2 and H3, he a iables E
i
and WC
i
a e dummies ha cap u e he
signs o Equi y and Wo king Capi al espec i ely, aking he o m (0) i he alue is nega i e,
o (1) i i is posi i e. I is conside ed ha he NSFs will seek o epo posi i e balances in
bo h cases, since wi h one o hese wo igu es, o wi h bo h simul aneously, nega i e, he
ede a ion mus unde go a Viabili y Plan [
22
]. We assume ha his ac en ails an incen i e
o manipula ion, o which a nega i e coe icien is expec ed o bo h a iables.
The LTL
i
a iable wi h which he p opo ion o Long-Te m Deb is ep esen ed as a
unc ion o To al Asse s allows us o con as ou ou h hypo hesis H4, acco ding o which
p o i managemen will be posi i ely associa ed wi h a highe p opo ion o long- e m deb .
Sus ainabili y 2021,13, 2099 9 o 16
To con as ou i h and inal hypo hesis H5, Model (4) includes he size (SIZE
i
) o
he NSFs as a a iable which has been shown o be an essen ial de e minan o ea nings
managemen in p e ious esea ch in he spo s ield [
11
,
12
]. We used he na u al loga i hm
o end-o -yea o al asse s (LnTA
i
), as a measu e o he NSF’s size, wi h la ge NSFs
expec ed o seek less isibili y while diminishing hei p o i s, as he e ec o egula o y
sc u iny inc eases as he companies ge la ge [52,53].
The s udy also conside s ha NSFs, as bene icia ies o he ADO and ADOP p og ams,
ha e he addi ional need o sa is y he expec a ions o he axpaye s paying o each
p og am, which could ep esen mo e signi ican incen i es o manipula e he accoun ing
igu es conce ning o he NSFs ha do no ha e access o hese bene i s as a consequence o
complying wi h he Olympic and Pa alympic cycles. This ac implies he need o assess
he di e en incen i es o he manipula ion o he esul s be ween Olympic ede a ions
(summe and win e ) o Pa alympic (OF), and hose ha do no pa icipa e in any o hese
mul ispo e en s (NOF). Finally, model (4) is pe o med sepa a ely in o de o obse e
possible di e ences in beha iou be ween OF and NOF. Fo all cases, he e was no e idence
o mul icollinea i y in he a iables used in he eg ession model.
4. Resul s
Ou i s objec i e is o know i he NSFs manipula e he esul s o he analyzed exe -
cises based on he in o ma ion disclosed as a esul o he implemen a ion o T anspa ency
Law 19/2013. Hence, we ely on disc e iona y acc ual, whose calcula ion is based, as
explained abo e, om he es ima ion o equa ion (3). An o dina y leas squa es eg ession
has been applied o each pe iod, and in his way he DA can be ob ained h ough c oss-
sec ional es ima es. Table 2p esen s he desc ip i e s a is ics o he esiduals es ima ed by
OLS o equa ion (3) o each pe iod.
Table 2. Desc ip i e s a is ics o disc e iona y acc uals (2013–2016).
Yea n Mean Median SD Minimum Maximum
2013 52 0.0302 0.0166 0.2825 −1.1903 0.5773
2014 58 0.0170 −0.0215 0.4331 −1.9321 1.0626
2015 58 −0.0521 0.0306 0.3151 −1.0813 0.7039
2016 58 0.0459 0.0741 0.3224 −0.8736 0.6031
When analyzing disc e iona y acc ual, a p edominance o upwa d adjus men s is
obse ed, excep o he median o 2014, he yea in which T anspa ency Law 19/2013
came in o o ce. This ac sugges s he a emp by NSFs o p esen posi i e esul s in o de
o a oid he sanc ions o he CSD.
4.1. Mul i a ia e Analysis
The desc ip i e s a is ics o he se ies (Table 3) show p edominan ly posi i e dis-
c e iona y acc uals. Addi ionally, public unds ep esen 41.04% o he esou ces o all
NSFs. Rega ding he inancial pa ame e s o he CSD, 62.39% o he NSFs ha e a Posi i e
Equi y (NE), and 53.54% ha e a posi i e Wo king Capi al (WC), which con i ms he high
pe cen age o NSFs wi h NE o wi h nega i e WC.
Subsequen ly, he panel da a GLS me hodology wi h andom e ec s is applied ac-
co ding o he esul o he Haussman es : Chi-squa e = 8.90 (p- alue= 0.1132), which is
also consis en wi h he da a s uc u e o he sample (n > ). A panel has been used ha
inco po a es 226 obse a ions om he NSFs ha p esen ed da a o all he yea s o he
Olympic cycle analyzed. The esul s a e desc ibed in Table 4:
Sus ainabili y 2021,13, 2099 16 o 16
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