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Artículo
científico / Research paper =
L=
os
efectos de la financiación pública en el desempeño
innovador y económico empresarial
The Effects of Public
Financing on Innovative and Economic Business Performance
Fanny Cabrera-Barbecho1 =
, Cristina Chapa-Z=
umba2 , Juan Sarmiento-J=
ara3 , Víctor
Aguilar-Feijó3 =
=
1 Economista estudiante de la Maestrí=
a de
Economía de la Facultad de Ciencias Económicas y Administrati=
vas,
Universidad de Cuenca.
2 Economista por =
la
Facultad de Ciencias Económicas y Administrativas, Universidad de
Cuenca.
3 Profesor investigador de la Facultad de
Ciencias Económicas y Administrativas, Universidad de Cuenca.=
o:p>
Autor para correspondencia:
victor.aguilar@ucuenca.edu.ec
Fecha de recepción: 18 de marzo de =
2020
- Fecha de aceptación: 6 de abril de 2020
RESUMEN
La existencia de fallas de
mercado induce a que la inversión privada en actividades de
innovación sea menor a la socialmente óptima. De ahí q=
ue
la intervención del estado puede ser fundamental para promover activ=
idades
de innovación tendientes a corregir este problema. El presente
artículo, mediante la estimación de un sistema de ecuaciones =
en
su forma reducida, evalúa si la financiación pública
estimula la inversión en innovación y mejora el desempe&ntild=
e;o
innovador y económico empresarial en el Ecuador, utilizando la Encuesta de Actividades de Innovaci&oa=
cute;n
del Instituto Nacional de Estadística y Censos, versiones
2009-2011/2012-2014. Se encontró que el apoyo público increme=
nta
la inversión en innovación, promoviendo fundamentalmente la
innovación exógena. En cuanto a los efectos sobre la capacida=
d de
innovar en producto o proceso y a los efectos sobre la productividad, se
encontraron resultados que difieren de acuerdo al periodo de análisi=
s y
al sector económico.
Palabras clave =
span>: Financiación,
inversión, innovación, producto, proceso. =
span>
ABSTRACT
The
existence of market failures induces that private investment in innovation
activities is less than socially optimal. Hence, state intervention can be
essential to promote innovation activities aimed at correcting this problem.
This article, by estimating a system of equations in its reduced form,
evaluates whether public financing stimulates investment in innovation and
improves innovative and economic business performance in Ecuador, using the
Innovation Activities Survey of the National Institute of Statistics and
Censuses, versions 2009-2011/2012-2014. Public support was found to increase
investment in innovation, fundamentally promoting exogenous innovation.
Regarding the effects on the ability to innovate in product or process and =
the
effects on productivity, results were found different according to the peri=
od
of analysis and the economic sector. =
span>
Keywords <=
span
style=3D'mso-bookmark:_Hlk42175860'>: Financing,
investment, innovation, product, process
<=
span
style=3D'mso-bookmark:_Hlk42175860'>1. =
&nb=
sp; =
&nb=
sp; =
&nb=
sp; =
&nb=
sp;
INTRODUCCIÓN
El Manual de Oslo concibe a la
innovación como la introducción de un nuevo o significativame=
nte
mejorado, producto, proceso, método de comercialización o un
nuevo método de organización (OCDE-Euros=
at , 2005), y es considerada como un fac=
tor
estratégico para mejorar la productividad de las empresas. Dada la
importancia de realizar actividades de innovación, es relevante
preguntarse por qué no todas las empresas invierten en ella.
Jiménez (2008) indica que lo que hace posible a una firma llevar a c=
abo
actividades innovadoras es una financiación adecuada; pero no todas =
las
empresas cuentan con los fondos para financiar actividades innovadoras, deb=
ido
a que su obtención se dificulta por las fallas de mercado (Aboal & Garda , 2015; =
Aghion,
David, & Foray , 2009; =
Greenhalgh
& Rogers, 2009; Nooteboom & Stam , 20=
08).
Entre estas fallas
está el problema de apropiación : al ser la innovación un bien no rival y no excluyente,
genera externalidades positivas, y como consecuencia es posible que las
empresas que realizan estas actividades no puedan apropiarse por completo d=
el
rendimiento que genera sus inversiones en innovación (Greenhalgh & Rogers, 2009). No obstante, Aboal & Garda (2015)
argumentan que a pesar de que la firma utilice algún medio de
protección intelectual, existen otros tipos de problemas, como la incertidumbre de si los resultados obtenidos s=
on los esperados, o si invert=
ir
en actividades de innovación efectivamente permite lograr innovacion=
es
en productos o
procesos. Un tercer problema es la asimetría
de la información , que
conlleva a escenarios de riesgo moral y selección adversa [1] <=
![endif]> (Crespi=
et
al ., 2015; Hall & Lerner, 2009). Finalmente, la conjugación =
de
las anteriores causas conduce a una falla adicional, denominada falla
de coordinación =
,
en el sentido de que existe un desincentivo a que innovador e inversionista
cooperen, debido a la desconfianza (Crespi et al ., 2015). =
Por
estos motivos, la inversión en innovación privada es menor a =
la
inversión óptima social (Aboal &a=
mp; Garda , 2015; Greenhalgh &=
amp;
Rogers, 2009; López, 2009; Nooteboom &am=
p; Stam , 2008), justificando con ello la intervenci&oacu=
te;n
del gobierno en la estimulación de la misma para lograr eficiencia en
términos económicos y sociales (Bukstein=
& Usher, 2016; Vila, Ferro, & Guisado, 2009). Así, Barona et
al . (2015) indican que en un país donde no se encuentran
desarrollados los mercados de acciones y capital el apoyo público en
innovación se vuelve aún más importante. Sin embargo, dado que los recursos públic=
os
son escasos, resulta de vital importancia determinar si efectivamente las
políticas de financiación proporcionan los efectos esperados =
(Guaipatin & Schwartz, 2014; López, 2009).
En=
el
caso particular del Ecuador, aun cuando autores como G=
uaipatin
& Schwartz (2014) estiman que el retorno social de la inversión =
en
Investigación y Desarrollo (I&D) se encuentra en alrededor del 4=
7%
-porcentaje mayor al retorno social de invertir en capital físico qu=
e es
del 12%- el país continúa aún muy rezagado en esta
área; de acuerdo a la Organización Mundial de Propiedad
Intelectual (OMPI), en 2019 ocupó el puesto 99 entre 129
economías a nivel mundial en el ranking del Índice Global de
Innovación y el puesto 14 entre 19 países de
Latinoamérica. En términos de gasto en investigación y
desarrollo (I&D) también mantiene un rezago con respecto a la
región; entre 2009 y 2014 se gastó en promedio 0.38% del PIB =
en
este rubro, menor al promedio de América Latina que fue 0.74% (Red de
Indicadores de Ciencia y Tecnología Iberoamericana e Interamericana
RICYT, 2016).
La
evidencia empírica del impacto que tiene la financiación
pública en Ecuador es escasa, debido en parte a que la primera encue=
sta
exhaustiva sobre actividades de innovación se publica recién =
en
el año 2013. Además, como indican Guaipa=
tin
& Schwartz (2014), influyen otros factores tales como el marco regulato=
rio
y clima de negocios, las restricciones crediticias y la vulnerabilidad
económica y política que han caracterizado al país,
condiciones que desincentivan a los agentes a realizar inversión en
actividades de innovación y no generan suficiente interés de
evaluar la misma.
Co=
n el
fin de aportar evidencia empírica sobre el tema, esta investigaci&oa=
cute;n
tiene como objetivo evaluar si la financiación pública ha ten=
ido
un efecto sobre la inversión en innovación en productos o
procesos, así como en el desempeño innovador y económi=
co
de las empresas privadas del sector manufactura y servicios del Ecuador dur=
ante
los periodos 2009-2011 y 2012-2014.
1.1.=
Revisión
de la literatura
Si=
guiendo
a Huergo, Trenado & Ubierna (2015), la intervención públi=
ca
en el financiamiento de la innovación se justifica para corregir el
desincentivo de las fallas de mercado antes mencionadas, sin embargo, es
probable que esta intervención no tenga los efectos esperados, lo que
hace necesario evaluar la efectividad de dicha intervención (Crespi =
et
al ., 2015; López, 2009). El efecto de=
seado
es que la financiación pública estimule el gasto en
innovación en las empresas; al respecto, López (2009) menciona
que aquello es posible cuando la firma beneficiada se enfrenta a dificultad=
es
de financiamiento, haciendo que las empresas utilicen los recursos
públicos para financiar estas actividades en lugar de remplazarlos. =
Sin
embargo, es posible que en lugar de ello solamente se sustituyan los recurs=
os
privados con públicos, produciendo un efecto exclusión o
sustitución, denominado crowding out .
A
pesar de este posible escenario, autores como Aerts &
Schmidt (2008), Carboni (2011), Czarnitzki
& Lopes -Bento (2014), González &=
Pazó (2008), Hud &=
amp; Hussinger (2015) concluyen que existe evidencia de qu=
e el
financiamiento público de la innovación genera efectos positi=
vos
sobre el esfuerzo innovador y/o gastos en I&D en empresas europeas,
descartando un efecto desplazamiento. Este resultado es avalado en mucha de=
la
literatura respecto a los países emergentes y en vías de
desarrollo de América Latina (Bukstein &=
amp;
Usher, 2016; Crespi, Solís, & Tacsir ,
2011). Dai & Cheng (2015) advierten que en
realidad no se evidencia un efecto único (adicionalidad o crowding out ),=
sino
que estos difieren dependiendo del monto del subsidio. En este sentido, los
autores encuentran para empresas manufactureras de China una relació=
n de
U invertida entre la inversión de I&D privada y los subsidios
públicos, lo que a su vez significa que existe un intervalo
óptimo de subsidio donde se evidencia efectos de adicionalidad;
sobrepasar el intervalo significa un efecto desplazamiento que depender&aac=
ute;
del nivel de subsidio. No obstante, una de las limitaciones más comu=
nes
de los autores es la falta de in=
formación
para realizar análisis de efectos diferenciados del apoyo púb=
lico
(Czarnitzki & Lopes-Bento,
2014).
Autores como Arza & López (2010),
Zúñiga & Crespi (2013) indican que la decisión de
realizar determinado tipo de actividades de innovación tendrá
efectos distintos en el desempeño innovador y económico de la
firma; de esta manera, dividen las actividades de innovación en dos:
endógena (In-house )
y exógena (External
Source ). La primera se desarrolla al interi=
or de
la empresa y consta de I&D interna, actividades de ingeniería y
diseño industrial; las actividades de innovación exóge=
na
están compuestas por I&D externa, adquisición de bienes de
capital, adquisición de tecnologías de la información =
y la
comunicación, transferenc=
ias de
tecnología y consultorías, diseño organizacional
gestión y capacitación (INEC, 2011).
En
este contexto, se espera que ambos tipos de actividades generen mayor
productividad; no obstante, realizar actividades internas es preferible
(Jaramillo et al ., 2001), ya que crea capacidades propias para la
economía en conjunto con una reducción de dependencia de
tecnología externa. De acuerdo a Lasarga ,
Rosich, & Rueda (2015) es probable que en una economía en desarr=
ollo
la financiación pública incentive a realizar actividades de
innovación exógenas, debido a la necesidad de las firmas de
absorber capacidades antes de crear innovaciones (Howell, 2017). =
Según Bukstein &am=
p;
Usher (2016) no solo se debe estudiar la existencia o no de efectos de
desplazamiento de fondos públicos por privados, ya que invertir en
innovación no necesariamente significa que el resultado del mismo te=
nga
éxito. Adicionalmente,
se debe realizar un análisis a mediano plazo que evalúe los
efectos de la financiación pública sobre la capacidad de
introducir al mercado un nuevo o significativamente mejorado producto y/o
proceso.
En=
tre
la literatura que estudia esta dimensión se tiene además a
Herrera (2012) para empresas españolas, Hewitt-Dundas & Roper (2010) para firmas manufactureras irlandesas, <=
span
class=3DSpellE>Szczygielski et al . (2016) para empresas de
Turquía y Polonia, quienes encuentran que el apoyo público ti=
ene
efectos positivos sobre la introducción de innovaciones de producto o
proceso, o sobre las ventas de productos nuevos o mejorados. Sin embargo, <=
span
class=3DSpellE>Radicic & Pugh (2015) para medianas y peque&ntild=
e;as
empresas europeas evidencian efectos positivos sobre la propensión de
solicitud de patentes, pero no sobre ventas innovadoras; Czarnitzki
& Lopes -Bento (2014) encuentran que las emp=
resas
financiadas patentarán más en el período t+1 con
respecto a las no financiadas, pero evidencian efectos inconclusos sobre ve=
ntas
con novedades en el mercado. Benavente, Crespi & M=
affioli
(2007) señalan que no existe evidencia de efectos significativos par=
a la
creación de nuevos productos en empresas chilenas, pero es posible q=
ue
exista efectos inconclusos debido a que dichos efectos se observan en un la=
pso
de tiempo mayor que el analizad=
o.
A más de los efectos mencionados Bukstein & Usher (2016), López (2009) argu=
mentan
que la innovación no es el objetivo final, sino que es un medio por =
el
que las empresas alcanzan una mayor rentabilidad y desempeño
económico, efecto que se visualiza en el largo plazo. En este contex=
to,
es relevante evaluar si efectivamente la financiación pública
conlleva a un mayor desempeño de las empresas beneficiadas en
comparación con las no b=
eneficiadas.
Varios estudios que analizan los efectos del apoyo público sobre el
desempeño económico de las empresas no evidencian que el apoyo
gubernamental aumenta la productividad de las firmas beneficiadas (Bukstein & Usher, 2016; Chud=
novsky
et al ., 2006; De Negri , Borges Lemos, &a=
mp; De
Negri , 2006). Particularmente para Améri=
ca
Latina, Benavente et al. (2007) encuentran que las empresas
participantes del fondo de desarrollo tecnológico mejoran el crecimi=
ento
de la empresa en términos de ventas, número de empleados y
exportaciones, pero no se observa impactos significativos en su productivid=
ad.
Po=
r el
contrario, autores como Crespi et al. (2015) para firmas colombianas,
Castro & Jorrat (2013) para empresas de ser=
vicios
argentinos, demuestran que la ayuda gubernamental para las actividades de
I&D e innovación contribuye a un mejor rendimiento de las empres=
as.
En particular, Castro & Jorrat (2013) encue=
ntran
efectos positivos de los beneficios fiscales, mas no de los subsidios, sobr=
e la
productividad de las Pymes del sector servicios de software informát=
icos
en Argentina. De manera que la evidencia en este aspecto no es concluyente,
fundamentalmente porque se requeriría de un tiempo más extens=
o para
observar el impacto del apoyo público sobre la productividad.=
o:p>
Autores como Aboal & =
Garda (2015), Audretsch , =
Coad , & Segarra (2014), Lee (2011), enfatizan que=
el
impacto de la financiación pública sobre la innovación=
es
distinto, dependiendo de las características de cada empresa, indust=
ria
y país. Por tanto, analizar la efectividad de la misma a nivel agreg=
ado
y hacer conclusiones generalizadas puede no aplicarse a todas las industrias
(Lee, 2011). Es posible que existan efectos heterogéneos del apoyo
gubernamental sobre las firmas de diferentes sectores económicos. Por
ejemplo, se considera que el impacto puede ser mayor en el sector de
manufactura debido a sus fuertes encadenamientos productivos con otros
sectores. Por otro lado, el sector servicios representa más del 70% =
del
PIB en las economías desarrolladas y más del 60% en las
economías en vías al desarrollo (Aboal=
span>
& Garda , 2015); según Cimoli
(2010), las innovaciones de este sector tienen efectos en el resto de la
economía, tanto en términos de eficiencia como de competitivi=
dad
y complementariedad. No obstan=
te,
los costos de transacción para innovar en el sector servicios son
más altos en comparación con el de manufactura, debido a la
intangibilidad de los servicios; esta es la razón por la que es
más complejo proteger innovaciones en este sector y por ende la
incorporación de la inversión al rendimiento es más
dificultosa.
Da=
do
lo descrito y la posición del país en este contexto, nuestras
hipótesis de investigación son: (1) la financiación
pública estimula la intensidad de innovación; (2) en
economías en desarrollo el apoyo público incentiva realizar
actividades de innovación exógena más que endóg=
ena;
(3) el apoyo gubernamental aumenta la capacidad de introducir innovaciones =
de
producto y/o proceso; (4) las firmas beneficiadas presentan mayor productiv=
idad
que las no beneficiadas; (5) finalmente, el impacto de la política
difiere dependiendo del sector manufactura o servicios a la que pertenece l=
a firma.
=
=
=
2. =
MATERIALES
Y M ÉTODOS
Los
datos utilizados provienen de la Encuesta Nacional de Innovación (EN=
AI),
rondas 2009-2011 y 2012-2014, realizada por el Instituto Nacional de
Estadísticas y Censos (INEC), en conjunto con la Secretaría
Nacional de Educación superior, Ciencia y Tecnología (SENESCY=
T),
a las empresas pertenecientes a los sectores de extracción de minas y
canteras, industrias manufactureras, comercio y servicios, de acuerdo con la
Clasificación Industrial Internacional Uniforme (CIIU 4.0). As&iacut=
e;,
para el trienio 2009-2011, se recolectó información de 2,815
empresas, mientras que para el trienio 2012-2014 de 6,275 empresas. De acue=
rdo
con los objetivos de este estudio, la muestra utilizada se limita a las
empresas privadas de manufactura y servicios, por lo que la muestra final p=
ara
el periodo 2009-2011 fue de 2,485
empresas, 1,178 (47%)
de manufactura y 1,307 (=
53%)
de servicios; mientras que para el periodo 2012-2014 el total de observacio=
nes
incluidas en el análisis fue de 4,044 empresas, de las cuales 1,610
(40%) pertenecen al sector manufactura y 2,434 (60%) al sector servicios.
La
muestra final de empresas incluye tanto aquellas que realizaron algún
tipo de innovación durante el periodo de análisis, como aquel=
las
que no lo hicieron. Esta decisión trae consigo algunas ventajas, pero
también algunos problemas en la muestra y en la estimación. P=
or
un lado, la muestra con la que se trabaja es mayor que aquella resultante s=
i se
hubiera considerado en el análisis únicamente las empresas que
tuvieron un gasto positivo en
innovación. Por otro lado, el
número de variables explicativas que es posible utilizar se limita, =
ya
que algunas de ellas solamente se registraron para las empresas que realiza=
ron
algún tipo de innovación. Además, al momento de modela=
r el
gasto en innovación se presenta un fuerte problema de censura, debid=
o a
la existencia de observaciones con valor igual a cero.
A
partir del trabajo seminal de Crépon , Duguet , & Mariesse (1=
998), la
literatura empírica ha desarrollado varios estudios que analizan el
proceso de innovación aplicando este enfoque conocido como CDM. De
manera particular, varias investigaciones utilizan el modelo CDM para anali=
zar
el efecto específico de uno de los determinantes de la
innovación, entre ellos, Czarnitzki &=
; Delanote (2017) aplican un enfoque CDM ampliado para
analizar el efecto de los subsidios públicos a la inversión en
I+D. En este estudio, la metodología utilizada plantea la
estimación de un sistema de ecuaciones en su forma reducida basados =
en
el modelo CDM, buscando modelar todo el proceso involucrado en la
innovación, que va desde la decisión de la empresa sobre el m=
onto
a erogar en actividades de innovación, hasta el efecto de la
innovación en el desempeño de la productividad laboral. Se
incluyen tres relaciones causales.
La=
primera
relaciona la intensidad de la innovación, medida por el logaritmo del
gasto en innovación, con sus determinantes; esta relación pue=
de
ser representada mediante la siguiente ecuación: =
p>
Donde yi representa
el logaritmo del gasto en innovación realizado por la empresa i-ésima , x 1i es un vector de controles
determinantes del gasto en innovación, FPi
representa al tratamiento y toma el v=
alor
de 1 si la empresa recibió algún tipo de financiamiento
público para realizar actividades de innovación y 0 en caso
contrario. Finalmente, ui es =
un
término aleatorio, que se asume ruido blanco.
La
segunda relación da cuenta del efecto del gasto en innovación=
y
la financiación pública en resultados tangibles de la
innovación, tales como nuevos productos o procesos. Para ello se
plantean dos ecuaciones; la primera, está representada por la siguie=
nte
expresión:
=
=
Do=
nde <=
/span> es una variable latente, tal que
observamos <=
/span> si la empresa logró generar
algún producto nuevo, y <=
/span>, si no lo hizo. La variable =
<=
/span> es el logaritmo del gasto en innovación estima=
do
en la ecuación previa, mientras que <=
/span> represe=
nta el
vector de controles. En la práctica <=
/span> puede ser igual a <=
/span>. Una segunda ecuación,
está dada por:
Do=
nde <=
/span> es una variable latente, tal que
observamos <=
/span> si la empresa logró generar
algún proceso nuevo, y <=
/span>, si no lo hizo. Las dem&aacu=
te;s
variables se explican por sí mismas.
La
última relación se establece entre la productividad laboral c=
on
los productos derivados de la innovación y con el financiamiento p&u=
acute;blico,
de la siguiente manera:
=
&nbs=
p;
Donde, asumiendo una función de producción tipo
Cobb-Douglas, qi es el logaritmo productividad (logaritmo de las ventas por
trabajador), mientras que el vector x 4 incluye variables como el logaritmo del número de empleados=
, el
logaritmo del capital físico por empleado, entre otras. =
span>
=
2.1. Endogeneida=
d,
censura y otros problemas econométricos
Ex=
isten
cuatro problemas econométricos que deben ser enfrentados. En primer =
lugar,
surge el problema de sesgo de selección, debido a que el financiamie=
nto
público a las empresas no se realiza de manera aleatoria. Los organi=
smos
estatales al otorgar apoyo público utilizan algún tipo de pro=
ceso
de selección, en la que se eligen a las empresas de acuerdo a ciertas
características que afectan a las variables de resultado, es decir,
características que influyen en el éxito del programa y por t=
anto
no habría independencia entre el tratamiento y el resultado (Aboal & Garda , 2015;
López, 2009). Como consecuencia no se debe estimar de forma directa =
la
ecuación (1), ya que no existe aleatoriedad en la selección p=
ara
el tratamiento.
Ex=
isten
varias metodologías econométricas que toman en cuenta este
problema, entre las que se encuentran los métodos de emparejamiento,
diferencias en diferencias, regresión discontinua y variables
instrumentales (López, 2009; Wooldridge ,
2002). Debido a los fuertes supuestos del método de emparejamiento, =
al
hecho de que la metodología de diferencia en diferencias necesita
información tanto antes como después del tratamiento, y que n=
o se
cuenta con un índice de elegibilidad continuo para aplicar el
método de regresión discontinua, en la presente
investigación se aplica el método de variables instrumentales
(VI), utilizado por autores como Hewitt-Dundas & R=
oper
(2010), Huergo et al. (2015). Esta metodología se aplica medi=
ante
dos etapas; en la primera se estima una ecuación de selección,
para determinar la probabilidad de recibir el tratamiento a través d=
e un
modelo probit (Cerulli,
2011; Wooldridge , 2002). En términos for=
males
se tiene:
=
=
Do=
nde <=
/span> toma el valor de 1 si la empresa recibe apoyo financi=
ero
del gobierno y el valor de 0 en caso contrario. En la segunda etapa se requ=
iere
de uno o más instrumentos que sean relevantes y exógenos con =
el
término de error (Wooldridge , 2009, p.50=
8);
para ello se utiliza l a prob ab ili da d
est i mad a <=
/span> d e
la ecu a ci ón (5 ) co m o in stru men to
pa ra la ec ua ci ón (1) :
=
P or=
l o tan to, si <=
/span> =
es un i nstr u men to v áli do y no est á
cor rel aci on ad o con el err or , <=
/span>es una estimación
válida
para el efecto medio del tratamiento
(ATE) (Wooldridge , 2002)[2] =
.
El
segundo problema econométrico a enfrentar es el problema de la
endogeneidad que se presenta en las ecuaciones (2) y (3) debido a que la
variable dependiente de la primera relación es endógena en las
ecuaciones de los productos de la innovación; por tanto, es probable=
que
los errores de estas ecuaciones estén correlacionados. Para solventar
este problema se utiliza, tal como se aprecia en las ecuaciones (2) y (3), =
el
valor estimado de la variable dependiente correspondiente a la primera
ecuación, es decir <=
/span>.
Ad=
icionalmente,
tenemos el problema de la censura en la ecuación (6). Es factible as=
umir
que un porcentaje importante de empresas toman una solución de esqui=
na,
es decir no realizan gastos en innovación ya que presentan utilidades
marginales negativas de invertir en innovación y, como consecuencia,
prefieren no hacerlo; mientras que para valores positivos en esta variable =
de
resultado existe una distribución continua, característica
necesaria para aplicar un modelo tobit , con var=
iable
dependiente limitada con censura a la izquierda en cero. Formalmente, se
expresa <=
/span> en términos de una variable
latente no observada, <=
/span>:
=
Con
<=
/span>. Además <=
/span>y i * >0 =
<=
/span>, <=
/span>y i * ≤0. <=
/span>Cov ( =
span>u =
span>2 i =
span> =
span>; u =
span>3 i =
span> =
span>)≠0 <=
/i> <=
/span>. Para dar cuenta de esta
posibilidad, se estima el efecto promedio del
tratamiento sobre la probabilidad de innovar en producto y/o proceso median=
te
un modelo probit bivariante. <=
/p>
=
=
2.2.=
Variables y relaciones esperadas =
Las
variables de resultado que se emplean para medir la efectividad del tratami=
ento
se utilizan de acuerdo a las especificaciones de Aboal=
& Garda (2015), Bukste=
in
& Usher (2016), Herrera (2012), Lasarga =
et al.
(2015). Con respecto al impacto del financiamiento público sobre el
monto de inversión en innovación (intensidad de
innovación), se emplean las siguientes variables: Inversión
total en innovación e inversión de fuente privada ,
esta última para capturar un posible efecto de =
crowding out ; la primera se mide como el
logaritmo del gasto en I&D mas esfuerzos innovativos en producto y proceso, por empleado; la segunda co=
mo
el logaritmo del gasto en I&D mas esfuerzos innovativos en producto y proceso menos el porcentaje=
de
financiación pública en innovación, por empleado. Inversión en actividad=
es
relacionadas a la innovación endógena (in house ) e inversión en
actividades de innovación exógena (external source ), para capturar el efecto d=
el
financiamiento público en la intensidad de la innovación, de =
acuerdo
al tipo de actividades de innovación; se mide como el logaritmo del
gasto en innovación endógena y exógena por empleado,
respectivamente.
Con
respecto a los efectos sobre la capacidad de innovar, se incluye las variab=
les innova
en productos e innova en procesos , que toman el valor de 1 si la
empresa logró introducir nuevos productos (o procesos)
significativamente mejorados, o 0 en caso contrario, durante el periodo de
análisis. Finalmente, para determinar los efectos en el desempe&ntil=
de;o
de la empresa, se utiliza la variable productividad laboral medida a
través del logaritmo de las ventas por empleado. =
p>
Variables explicativas: la
política a ser evaluada es la financiación pública[3=
] ;
así, la variable de tratamiento es binaria, codificada como 1 si la =
empresa
es beneficiaria, o como 0 en caso contrario. Siguiendo la metodología
del apartado anterior, las variables de control corresponden a
características observables de las empresas y de su entorno que infl=
uyen
en la probabilidad de selección para otorgar financiamiento
público, en la intensidad de la innovación, en la probabilida=
d de
innovar en productos y/o procesos y en la productividad laboral. A
continuación, se explica brevemente los controles utilizados en las
distintas ecuaciones a estimar. El detalle sobre el signo esperado y
período en el que se toma cada variable se encuentra en el Anexo 1.<=
o:p>
Factores que afectan la
probabilidad de recibir financiamiento público, la intensidad y
resultados de la innovación : según Hall (2010) las empresas pequeñ=
as y
jóvenes tienen mayor probabilidad de fracasar en proyectos de
innovación, dado que se enfrentan a un mayor costo de capital y prob=
lemas
de financiamiento frente a firmas grandes y con mayor experiencia. En caso =
de
que el gobierno aplique instrumentos de política para impulsar empre=
sas
con dificultades de financiamiento, se espera una relación negativa =
del
tamaño y edad con respecto a la probabilidad de recibir
financiación pública; por otro lado, cuando los organismos
públicos tengan estrategias de “picking the winner =
”,
se espera una relación directa, es decir, que con el fin de reducir =
la
probabilidad de fracaso en proyectos de innovación se favorece aquel=
las
firmas con mayor capacidad de innovar (Aerts &a=
mp;
Schmidt, 2008; Dai & Cheng, 2015).
Una
empresa que pertenece a un grupo empresarial puede tener menor dificultad p=
ara
innovar y mayor capacidad de generar un efecto spillover , dado el ví=
;nculo
que tiene con otras empresas de la casa matriz (Klette=
,
Møen , & Grilich=
es ,
2000); para estas empresas se espera una menor probabilidad de recibir
financiamiento público cuando los organismos estatales desean impuls=
ar
aquellas firmas con mayor dificultar de innovar (Clausen, 2009; Dai & Cheng, 2015; Szczygiel=
ski
et al ., 2016). Un comportamiento similar se espera para empresas que
cuentan con capital de origen extranjero.
En cuanto a la capacidad de las firmas
para realizar actividades de innovación, esta sería mayor cua=
nto
mayor sea la intensidad en capital fijo (Dai &a=
mp;
Cheng, 2015; Guan & Pang , 2017); sin embarg=
o, evidenciando
una posición contraria, Czarnitzki &=
Lopes -Bento (2014) mencionan que una de las razones p=
ara
que una firma cuente con alta intensidad de capitales es porque se enfrenta=
a
mayores barreras de entrada, y por tanto puede ser menos propensas
a innovar. Acs=
&
Audretsch (1987) evidencian que las firmas
pequeñas con alta intensidad de capital no son incentivadas a realiz=
ar
actividades de innovación. Una vez más el signo esperado para=
la
probabilidad de recibir financiamiento público depende de la estrate=
gia
de los organismos estatales.
Si=
guiendo
a Herrera (2012), si una firma se sitúa en una región
geográfica de alta concentración industrial es posible que
presente mayores oportunidades de desarrollo, no solo para conseguir recurs=
os
sino para obtener resultados de sus innovaciones. Entonces, dependiendo de =
la
estrategia del estado, éste puede por un lado apoyar a aquellas empr=
esas
situadas en regiones con menos capacidad para innovar, o proporcionar mayor
apoyo a las empresas ubicadas en regiones económicamente más
desarrolladas. Además, las firmas pertenecientes a algún sect=
or
considerado estratégico del país podrían tener una may=
or
propensión a recibir financiamiento público.
Las
empresas con más experiencia y capacidades tendrán mayores
posibilidades de innovar, por lo que se espera una relación directa =
con
respecto a variables como la intensidad de innovación previa, la
existencia de un departamento en I&D y la experiencia en la
participación en programas públicos de apoyo a la innovaci&oa=
cute;n.
Las
empresas que exportan se enfrentan a mercados más competitivos, por =
lo
que la innovación puede ser una estrategia importante para generar m=
ayor
valor a sus firmas y sobrevivir en el mercado (Aerts=
span>
& Schmidt, 2008); se espera que las empresas exportadoras tengan mayor
probabilidad de recibir apoyo cuando los gobiernos están dispuestos a
financiar firmas que se enfrentan a mayor competitividad en el mercado para
promover la demanda comercial (Clausen, 2009).
Se
consideran además variables que den cuenta del acceso a otras fuente=
s de
financiamiento para la innovación: recursos propios, banca y recursos
del exterior. De esta manera, si una firma tiene un bajo porcentaje en estas
fuentes para financiar actividades de innovación, presentarán
mayor restricción financiera y por lo tanto mayor probabilidad de
recibir recursos del estado (Huergo et al ., 2015).
En
cuanto al momento temporal de las variables, algunas de ellas se toman al
comienzo del período analizado con el fin de evitar problema de
endogeneidad (Gertler et al ., 2009), ent=
re las
que tenemos: tamaño , capital fijo, gasto en actividades de
innovación, competitividad y productividad . El resto de variables no presentan este tipo de
problemas ya que están medidas para todo el periodo analizado.<=
/o:p>
3. =
RESULTADOS
En
esta sección se analizan algunas características de las empre=
sas
estudiadas y su desempeño innovador, con el fin de determinar si exi=
sten
diferencias significativas entre el grupo de tratados y no tratados. En la Tabla 1 se presenta el porcentaje de
empresas que realizan actividades de innovación en producto o proces=
o,
así como la proporción de firmas que reciben apoyo financiero
público por sector.
Ap=
roximadamente
la mitad de las empresas consideradas realizaron algún tipo de
actividades en innovación, aunque el porcentaje disminuye entre los =
dos
periodos analizados. Por otro lado, la proporción de firmas que reci=
ben
financiamiento es bastante baja: menos del 3% en todos los casos. Se observ=
a,
además, una disminución en la proporción de firmas
beneficiadas para el segundo periodo en el sector servicios, frente a un
aumento en el sector manufacturero.
Probabilidad de recibir<=
span
style=3D'letter-spacing:-.2pt'> financiamiento público=
o:p>
El
Anexo 2 presenta los efectos marginales asociados a la ecuación (5);=
las
columnas 1-2 corresponden al total de empresas para los periodos 2009-2011 y
2012-2014, respectivamente. En términos generales se puede afirmar q=
ue
una firma tiene mayor propensión a obtener apoyo público si h=
a realizado
gastos en innovación en años previos, si ha participado de
algún programa de apoyo a la innovación y si se enfrenta a
dificultades financieras. A más de los factores mencionados, en
particular para el periodo 2009-2011 se evidencia un efecto importante de la
edad y de la pertenencia a un sector estratégico. <=
/p>
Al
comparar entre sectores, vemos que para la industria manufacturera la
importancia de contar con experiencia previa en actividades de
innovación es mayor en comparación con el sector servicios.
Además, las firmas manufactureras tienen menor probabilidad de recib=
ir
apoyo cuando cuentan con fondos para financiar sus actividades. Este result=
ado
se explica porque las empresas de servicios enfrentan mayores problemas de
apropiabilidad de los retornos de sus innovaciones, debido a las
características intangibles de los servicios (A=
boal
& Garda , 2015).
Es=
tos
primeros hallazgos evidencian que los organismos estatales tienden a financ=
iar
a las firmas con experiencia previa en innovación y que tienen probl=
emas
de financiamiento, debido a que=
dichas firmas tienen mayor probabilidad de conseguir éxito en sus innovaciones. Es=
te
resultado es consistente con los hallazgos de Herrera (2012) y Huergo et=
al.
(2015).
Efecto med=
io
del tratamiento sobre las variables de resultados
La
Tabla 2 muestra los efectos estimados del financiamiento público sob=
re
la intensidad de la innovación, distinguiendo entre el gasto de
innovación total y privado, así como entre el gasto de
innovación en actividades endógena vs. exógenas; sobre=
la
capacidad de innovar (innovación en productos/procesos) y sobre el
rendimiento de las empresas (productividad laboral). Para validar la
metodología de variables instrumentales se realiza el test de exogeneidad ; se puede ver que se rechaza la
hipótesis nula de que las variables del modelo sin instrumentos son
exógenas (p=3D0 ). En la =
misma
tabla se valida el uso del modelo probit bivari=
ante
para modelar las ecuaciones de innovación en productos/proceso.=
Un
primer resultado denota que el financiamiento público aumenta la
inversión en actividades de innovación, tanto cuando se consi=
dera
el total de la inversión, como cuando se considera únicamente=
la
inversión de fuentes privadas. Los signos obtenidos dan cuenta de un
escenario donde no se rechaza la hipótesis de efectos positivos de
fondos públicos o crowding in . A nivel sectorial (Anexo 3) n=
o se
reflejan diferencias en los signos obtenidos, pero si se ve un efecto
heterogéneo en la magnitud del impacto; así, el efecto medio =
de
la financiación pública para estimular la inversión en
actividades de innovación es mayor en las empresas del sector
manufactura.
Cu=
ando
no se considera el problema de endogeneidad se subestima el efecto de la
financiación pública. Esto es consistente con la literatura
empírica en el cual concluyen que, al corregir el sesgo de
selección, el apoyo público muestra efectos reales en las
empresas beneficiarias (Aerts & Schmidt, 20=
08; Carboni , 2011; Czarnitzki =
& Lopes -Bento, 2014; González & Pazó , 2008; Hud &a=
mp; Hussinger , 2015). En cuanto al tipo de actividades de
innovación impulsadas por la financiación pública, las
estimaciones muestran que, en promedio, las empresas privadas que reciben
tratamiento son estimuladas a realizar ambos tipos; no obstante, la magnitud
del efecto promedio del tratamiento es mayor en actividades de
innovación exógena frente a las actividades endógenas.=
En
el análisis
sectorial, si bien se encuentran
comportamientos análogos, los efectos son heterogéneos en su
magnitud. Así, las empresas de ambos sectores son estimuladas a real=
izar
actividades exógenas más que endógenas, pero con efect=
os
mayores en las empresas manufactureras.
Ac=
erca
de si el financiamiento público aumenta la capacidad de las empresas=
a
innovar en producto y/o proceso, los resultados ayudan a confirmar esta
hipótesis. Sin embargo, se puede rescatar algunas diferencias entre
periodos; durante el trienio 2009-2011 el apoyo público tiene un may=
or
impacto en la introducción de productos, mientras que lo contrario
sucede en el periodo 2012-2014. A nivel sectorial, los resultados para las
firmas manufactureras no difieren del resultado global. Para las empresas de
servicios, el financiamiento público aumenta la capacidad para innov=
ar
en producto, pero no evidencia efectos sobre la capacidad de innovar en
procesos.
Fi=
nalmente,
se analiza si el apoyo público estimula la productividad de las
empresas. Los resultados muestran que durante el periodo 2009-2011 la
concesión de financiamiento público en innovación tiene
efectos negativos sobre la productividad laboral; por el contrario, en el
segundo periodo se evidencian efectos positivos y significativos. Por secto=
res,
en manufactura se evidencia efectos positivos sobre el desempeño
económico en el primer trienio, pero no hay efectos en el segundo
periodo analizado; a diferencia del sector servicios, donde el efecto medio
sobre la productividad laboral es negativo en el primer trienio, pero no
muestra efectos en el segundo.=
4. =
DISCUSIÓN
Y CONCLUSIONES
Los
resultados muestran que el financiamiento público es efectivo al
estimular a las empresas ecuatorianas a invertir en innovación; una =
de
las explicaciones posibles es que el apoyo fue otorgado a aquellas empresas=
que
tienen experiencia en realizar actividades de innovación, pero que
enfrentan problemas de financiamiento. Estos resultados son similares a los
encontrados por Bukstein & Usher (2016) y C=
respi et
al . (2011) en su estudio para América Latina. Sin embargo, las
fuentes de financiamiento, ya sea a través de recursos propios, de la
banca, del exterior o públicos, muestran ser un determinante fundame=
ntal
para invertir en innovación. Por lo tanto, una sugerencia es que los
organismos públicos competentes amplíen su financiamiento, no
solo considerando firmas con experiencia en actividades innovadoras, sino
también empresas sin experiencia en este tipo de actividades. Un
resultado congruente con otros estudios (Lasarga et
al ., 2015) muestra que las empresas ecuatorianas realizan en mayor medi=
da
actividades de innovación exógena frente a la endógena=
, lo
que significa que Ecuador se encuentra en el proceso de absorción de
capacidades más que creación de las mismas. =
Ca=
be
señalar que el financiamiento público no solo incentiva a las
empresas a invertir en actividades de innovación, sino también
genera éxito en la introducción de un producto y/o proceso nu=
evo
o significativamente mejorado. En el primer periodo analizado, las empresas
beneficiadas mostraron interés en aumentar su productividad a largo
plazo por medio de la innovación de productos, a diferencia del segu=
ndo
periodo, donde las firmas se muestran más propensas a obtener result=
ados
inmediatos sobre la productividad, mediante la innovación de proceso=
s;
esto explica las diferencias de efectos en el desempeño econó=
mico
entre periodos. Así, el efecto negativo sobre la productividad labor=
al
en el trienio 2009-2011 se puede deber a que las empresas beneficiadas
propendieron a innovar en producto, con lo que el tiempo para obtener los
rendimientos esperados es mayor. Por el contrario, los efectos positivos so=
bre
la productividad laboral en el trienio 2012-2014 puede deberse a que las
empresas tratadas se muestran más propensas a innovar en procesos, lo
que permite obtener rendimientos en un menor plazo. Sin embargo, este resul=
tado
es en parte inesperado, debido a que parte de la literatura señala q=
ue
es necesario más tiempo para observar el impacto sobre la productivi=
dad
(Bukstein & Usher, 2016; Czarnitzki
& Lopes -Bento, 2014).
Con
respecto a los resultados a nivel sectorial, se confirma la hipótesi=
s de
efectos heterogéneos de la financiación pública; el
impacto del apoyo público sobre la intensidad de innovar es mayor pa=
ra
las firmas manufactureras frente a las de servicios. Esto lleva a concluir =
que
para las empresas del sector servicios no solo es importante disponer de
financiamiento para realizar actividades de innovación, sino
también otro tipo de factores, como disponer de mayores oportunidades
tecnológicas. Por otro lado, solo existe evidencia de aumento en la
productividad de las empresas beneficiadas del sector manufactura durante el
primer trienio; de acuerdo a Aboal & Garda (2015) este resultado puede deberse a que los c=
ostos
de transacción para innovar en el sector servicios son más al=
tos,
debido a la intangibilidad de los servicios,
razón por la que es más complicado proteger innovaciones en el sector servicios.
Es
importante señalar que esta investigación enfrenta algunas
limitaciones. En primer lugar, el periodo de análisis es muy corto, =
tiempo
que no permite evidenciar efectos del financiamiento público a largo
plazo, especialmente sobre la productividad. Por otro lado, no se dispone de
información acerca del monto de la financiación, así c=
omo
el año en el que las empresas se benefician del tratamiento. Tampoco=
se
específica el tipo de financiación pública, lo que
conlleva a suponer que el financiamiento es homogéneo para todas las
empresas, un supuesto poco realista. Se debe tener en cuenta que el financi=
amiento
se realiza con el fin de dar capacidades a las empresas para realizar
actividades en innovación, pero los hallazgos de este estudio no
permiten saber si una empresa que recibe financiamiento es impulsada a
continuar invirtiendo e innovando, o solamente lo hace durante un periodo c=
orto
luego de ser financiada.
Fi=
nalmente,
con el fin de mejorar los instrumentos de apoyo a la innovación es
necesario estudiar la articulación entre los actores del Sistema
Nacional de Innovación, puesto que para innovar no solo depende de
actores como el gobierno y las empresas, sino de otros actores como las
universidades y la sociedad.
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Anexo 1. Medición y signo esperado de varia=
bles
=
Anexo 2.
<=
o:p>
Anexo
3.
=
o:p>
<=
o:p>
Cabe acotar que ATE representa el e=
fecto
medio de la financiación pública en innovación sobre la
variable de resultado siempre y cuando los efectos del apoyo sean
homogéneos (iguales en magnitud para todas las firmas). =
span>
La financiación públi=
ca
hace referencia a si la firma obtuvo fondos de organismos públicos q=
ue
fomentan la innovación en productos o procesos; no se especifica si =
se
trata de un préstamo o de un <=
/span>subsidio.
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