The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective

Page created by Yvonne Clarke
 
CONTINUE READING
The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective
doi:10.5477/cis/reis.171.85

                      The Structure of Governance of Tourist
                        Activity in Colombia. Evaluation from
                              a Network Science Perspective
               Estructura de la gobernanza en la actividad turística de Colombia.
                           Evaluación desde una perspectiva de ciencia de redes
Giselle Pinochet Sánchez, Juan Pablo Mariño Jiménez and Martín León Santiesteban

Key words                   Abstract
Network Science             In this study, the structural characteristics of the governance of tourist
• Structure                 activity in Colombia are evaluated. Network science is applied to assess
• Governance                the structure and role of each actor/organization involved in governance.
• Sustainability            In addition, a fuzzy cluster algorithm is used to evaluate the general level
• Tourism                   of participation in governance of the organizations that constitute the
                            sectors involved in tourism activity. The results show that the general
                            level of interaction is low and that two clearly differentiated communities
                            coexist. There is high heterogeneity in the participation of organizations.
                            Based on these findings we propose actions to improve and optimize
                            the structure of governance of tourism activity in Colombia.

Palabras clave              Resumen
Ciencia de redes            En este trabajo se evalúan las características estructurales de la
• Estructura                gobernanza en la actividad turística de Colombia. Se aplica la ciencia de
• Gobernanza                redes para valorar la estructura y el rol de cada actor/organización en la
• Sostenibilidad            gobernanza. Adicionalmente, se emplea un algoritmo de agrupamiento
• Turismo                   difuso para evaluar el nivel general de participación en la gobernanza
                            de las organizaciones que forman la actividad turística. Los resultados
                            muestran que el nivel general de interacción es bajo y que coexisten
                            dos comunidades claramente diferenciadas. Hay alta heterogeneidad en
                            la participación de las organizaciones. Los hallazgos permiten proponer
                            acciones de mejora que optimicen la estructura de la gobernanza de la
                            actividad turística en Colombia.

Citation
Pinochet Sánchez, Giselle; Mariño Jiménez, Juan Pablo and León Santiesteban, Martín (2020).
“The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Sci-
ence Perspective”. Revista Española de Investigaciones Sociológicas, 171: 85-106. (http://dx.doi.
org/10.5477/cis/reis.171.85)

Giselle Pinochet Sánchez: Universidad Antonio Nariño (Colombia) | Gpinochet@uan.edu.co
Juan Pablo Mariño Jiménez: Universidad Antonio Nariño (Colombia) | jupamarino@uan.edu.co
Martín León Santiesteban: Universidad Autónoma de Occidente (México) | leonsantiesteban@gmail.com

                           Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - September 2020, pp. 85-106
The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective
86                    The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective

Introduction                                                      from the economic sectors of transpor-
                                                                  tation, accommodation, food and drink
    Any current reflections on tourism                            services and travel agencies (World Tour-
must consider the concept of sustainabil-                         ism Organization, 2019). On this bases,
ity (World Tourism Organization, 2019). In                        this study understands governance of
general terms, sustainability refers to the                       tourist activities as a network that re-
articulation of three aims: environmen-                           quires coordination among different
tal preservation, economic viability and                          stakeholders to the benefit of all interests
social equity. In terms of tourist activity,                      involved and offering a positive experi-
sustainability refers to the achievement of                       ence for the tourist (Oliveira Inácio et al.,
social and economic development while                             2012).
guaranteeing the preservation of natural                             Network science is then useful for
resources (Mariño et al., 2018). The chal-                        measuring and evaluating the structural
lenge of achieving sustainability in tour-                        properties that emerge from the net-
ism requires a strategy based on coop-                            work of relationships involved in gov-
eration and shared responsibility among                           ernance among the organisations that
the different stakeholders in the public                          shape tourist activity (Baggio, 2017;
and private sectors and in civil society, to                      Del Chiappa and Baggio, 2015; Bag-
achieve effective decision-making (Durán,                         gio et al., 2010; Rodger et al., 2009). A
2013).                                                            network is defined as a complex sys-
   Consequently, governance is consid-                            tem formed by a group of interdepend-
ered a means for successfully achiev-                             ent actors referred to as nodes, related
ing sustainable tourist activity (Jamaliah                        through links (Barabási, 2016; Bocalleti
and Powell, 2018; Organización Mundial                            et al., 2006). Network science is the an-
del Turismo, 2018; Barbini et al., 2017).                         alytical study of networks; their analysis
In general terms, we understand govern-                           is mainly based on indicators referred to
ance to refer to the exercise of negotia-                         as network measurements that quantify
tion and agreement to take joint deci-                            the structural properties of the network
sions for mutual benefit (Cepiku et al.,                          (Newman, 2003).
2014; Alcántara, 2012; Rhodes, 2007).                                 Although some studies have looked at
In this sense, governance is configured                           tourism from a network perspective (Bag-
as a property that emerges from inter-                            gio, 2017), a literature review shows that
actions among actors and not as an in-                            its use is still in its early stages. However,
dividual property of those actors (Dal                            based on an analysis of the state of the
Molin and Masella, 2016; Rodrigo and                              art on the matter, it is possible to con-
Arenas, 2014; Carimán, 2013; Huse,                                clude that the characteristics of govern-
2003).                                                            ance networks in tourism depend on the
   Tourist activity also requires the inte-                       legal, environmental, political, economic
gration of diverse stakeholders and other                         and social reality of each region.
actors in satisfying the needs of tourists                            The motive for our research is to eval-
and generating the goods they consume                             uate the relational characteristics of tour-
(Gabbio, 2017). In Colombia, these stake-                         ist governance in Colombia, which im-
holders are all of those organisations that                       pacts on decision-making in relation to
the General Tourism Law defines as pro-                           issues of great interest, such as climate
viders of tourist services (Congreso de la                        change, protection of the environment
República, 2012) and that primarily come                          and social and economic development

Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - Septiember 2020, pp. 85-106
The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective
Giselle Pinochet Sánchez, Juan Pablo Mariño Jiménez and Martín León Santiesteban                                       87

(Durán, 2013). Figures from the Colom-                          that said organisations establish. This
bian Ministry of Trade, Industry and Tour-                      phase was carried out during a period
ism reveal the importance of tourism to                         between July 2017 and September 2018,
the country: in the last nine years there                       and then further updated in the period
has been an increase in international visi-                     between December 2018 and February
tors of 69%, a 19% increase in new jobs                         2019. The second phase is an analysis
in firms linked to tourism and a 74% in-                        of relational information through special-
crease in the entry of new businesses                           ised software for the analysis of networks
into this sphere. Ministry data also shows                      and its subsequent interpretation. Specif-
that tourism accounted for 3.7% of Co-                          ically, we used six indicators that provide
lombia’s GDP in 2017 (MinCIT, 2019).                            us with the structure of the network eval-
    But we also find evidence of the need                       uated and referred to as network meas-
to improve dialogue among state actors,                         urements. Along with this, we employed
business associations and principal busi-                       a fuzzy cluster analysis to classify the ac-
nesses to serve the range of interests in-                      tors into levels of participation in the gov-
volved. Persistent shortcomings in insti-                       ernance of the network.
tutional coordination and in the private                            This article is structured in the fol-
sector are evident (MinCIT, 2019). The                          lowing way: the conceptual framework
Ministry identifies strengthening institu-                      presents a review of the literature on gov-
tions and better articulation as two of the                     ernance networks and specifically the
main challenges faced to foster greater                         evaluation of governance through net-
tourist activity in Colombia. However, es-                      work science. After, the methodological
tablishing the characteristics of the re-                       section describes the two governance
lationships among the actors involved is                        networks constructed to evaluate tour-
the first step in strengthening said articu-                    ist activity, and following that, we show
lation. For this reason, this study has the                     the results obtained for both types of net-
aim of evaluating the structure of govern-                      works. Lastly, the discussion and conclu-
ance in the inter-organisational tourism
                                                                sions examine the challenges implied in
network in Colombia. Along with this, we
                                                                terms of governance and that need to be
seek to answer three research questions:
                                                                addressed in the sector.
   P1: What are the main structural char-
acteristics of the governance network of
tourist activity?                                               Literature            review
    P 2 : What is the general level of par-
ticipation of the organizations involved in                         The concept of governance refers to
tourism activity in the governance of that                      a style of governing that involves actors
activity?                                                       with diverse interests (Dal Molin and Ma-
                                                                sella, 2016). From a relational perspec-
   P3: What is the role of each of the sec-
                                                                tive, governance is a property of the re-
tors that make up tourism activity in the
governance of that activity?                                    lationship among actors, not something
                                                                which emerges from each actor individu-
    The methodology used in this study                          ally (Rhodes, 2007).
features two phases. The first is the col-                         A governance relationship is defined
lection of information on the organisa-                         as an interdependent relationship and an
tions that are involved in tourist activ-                       exchange of resources with the funda-
ity, and the relationships of governance                        mental aim of satisfying common inter-

                                Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - September 2020, pp. 85-106
88                    The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective

ests (Baggio, 2017; Rhodes, 1997). Gov-                           network science permits the modelling
ernance relationships imply the existence                         and quantitative evaluation of the com-
of a group of actors that participate in                          plexity of the interactions among groups
a permanent manner in negotiation and                             of actors (Barabási, 2012; Bocalleti et al.,
joint decision-making, transcending the                           2006; Wassermand and Faust, 1994).
traditional role of uni-directional govern-                           The measurements have two main ap-
ing (Parent et al., 2017; Rhodes, 2007).
                                                                  plications: evaluation of the general prop-
    Governance relationships can be clas-                         erties of the system and evaluation of
sified into two types: collaborative and                          the individual properities of each actor.
active (Vera, 2016). Collaborative govern-                        The first type of measures are referred
ance refers to cooperative relationships of                       to as network measurements (Barabási,
mutual benefit and joint regulation among                         2012), while the second type are re-
the actors (Martínez et al., 2018). In con-                       ferred to as measurements of central-
trast, active governance refers to the ex-                        ity (Borgatti, 2005). Centralization makes
ercise of governance of one actor over
                                                                  it possible to evaluate how heterogene-
another and has three forms, which have
                                                                  ous the centrality of the actors in a net-
been associated with the three branches
                                                                  work is (Galaso et al., 2017; Mardones,
of public power (Gereffi, 2015). The form
                                                                  2017; Maya-Jariego and Holgado; 2017).
associated with legislative power estab-
                                                                  Greater network centralisation indicates
lishes the rules that govern the activities
                                                                  the existence of actors with high cen-
of the actors, the form associated with ju-
                                                                  trality and others with low centrality. Ta-
dicial power is responsible for the com-
                                                                  ble 1 presents the definition of some of
pletion of norms, and the form associated
with executive power provides support                             the network measurements or structural
and monitors actors (Kaplinsky, 2004).                            traits most frequently employed in evalu-
                                                                  ating inter-organisational governance.
    Regarding tourist activity, the concept
of governance refers to the creation of                               Network science has been used be-
cooperative relationships and coordina-                           fore to evaluate tourist activity (Bag-
tion among a diverse range of actors all                          gio, 2017), although a review of the lit-
with some relationship within the tour-                           erature shows that its application is not
ism value chain (Paddison and Walmsley,                           widespread. Previous studies have con-
2018; Mariño et al., 2018; Durán, 2013).                          sidered aspects such as level of con-
The exercise of governance covers all                             nectivity, the potential of the system for
the decision-making processes which in-                           self-organisation, the formation of self-
volve actors in the public sector, firms,                         managed communities, and the ease of
business associations and civil society                           communication among actors (Partelow
groups with some interest in tourist activ-                       and Nelson, 2018; Mejía-Alzate, 2018;
ity (Yeh, 2018).                                                  Luthe and Wyss, 2016; Kelman et al.,
    Network science has been exten-                               2016; Borg et al., 2015; Matta, 2012;
sively used to measure inter-organiza-                            Fontoura Costa and Baggio, 2009). In
tional governance (Pinochet and Mari­ño,                          addition, through measures of central-
2019; Song et al., 2018; Jamaludin and                            ity researchers have sought to evaluate
Hashim, 2017; Galaso et al., 2017; Mar-                           the importance and capacity of coordina-
dones, 2017; Fliervoet et al., 2016; Po-                          tion (Song et al., 2018; Luthe and Wyss,
lanco López de Mesa, 2011, among oth-                             2016; Del Chiappa and Baggio, 2015;
ers). The main reason for this is that                            Polanco López de Mesa, 2011).

Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - Septiember 2020, pp. 85-106
Giselle Pinochet Sánchez, Juan Pablo Mariño Jiménez and Martín León Santiesteban                                        89

Table 1. Definition of the main measures employed in measuring inter-organisational governance networks

                  Measure/
  Type of                                                                     Applications in the       Some associated
                 Strurctural            Definition of the measure
 application                                                                      literature               studies
                characteristic
                Degree             An actor’s quantity of connections.        Identification of         Manolache et al.,
                centrality                                                    actor(s) that have        2018; Ceddia
                                                                              mastery of govern­        et al., 2017; Hauck
                Degree of          The fraction of distances of the net­
Evaluation                                                                    ance connections and      et al., 2016; Luthe,
                intermediation     work that pass through a node. The
of the                                                                        actions, privileged lo­   and Wyss, 2016;
                                   distance is the lowest number of
individual                                                                    cations, contacts with    Sankar et al.,
                                   links necessary to unite two actors.
properties                                                                    relevant actors, lead­    2015; Stein et al.,
of the          Centrality of      Average of the shortest paths that         ership and influence      2011.
nodes           proximity          unite an actor with all the others.        on the one hand, as
                                                                              well as peripheral and
                Centrality of      Relative importance of an actor            little influence on the
                own vector         based on the connections of the ac­        other.
                                   tors with whom he/she is linked.

                Density            Proportion of the number of exist­         Ease in the estab­        Song et al., 2018;
                                   ing links over the maximum number          lishment of relation­     Galaso et al.,
                                   of possible links (if each actor was       ships, the capacity       2017; Mardones,
                                   linked with all the others).               for coordination and      2017; Fliervoet et
                                                                              the solidity of con­      al., 2016; Polanco
                Diameter           Maximum distance among all the
                                                                              nections.                 López de Mesa,
                                   pairs of actors in a network
                                                                                                        2011.
                Average            Average number of links necessary
                distance           to connect the actors in a network.
                Clustering         The local clustering coefficient           Tendency toward           Song et al., 2018;
                coefficient        measures the density among an ac­          the formation of          Smythe, 2017;
                                   tors neighbours, for each actor. The       groups and commu­         Ceddia et al.,
                                   clustering coefficient is the average      nities.                   2017; Galaso
                                   of the local clustering coefficient for                              et al., 2017; Mar­
Evaluation                         all the network actors.                                              dones, 2017; Pa­
of the                                                                                                  ttillo et al., 2013;
                Number of          Quantity of isolated components in
general                                                                                                 Mahdi et al.,
                components         the network; a component can be
properties                                                                                              2012.
                                   an actor or a group of actors.
of the
system          Cliques            Group of network nodes completely
                                   connected among themselves.
                Size of the        Number of actors in the network            Number and diver­         Jamaludin and
                network                                                       sity of actors.           Hashim, 2017;
                                                                                                        Galaso et al.,
                Number of          Number of network relationships.
                                                                                                        2017.
                links
                Structural         Phenomenon that evaluates the ex­          Identification of key     Leick and Gretz­
                hole               istence of actors necessary to con­        actors for their ca­      inger, 2018; Ced­
                                   nect communities or parts of the           pacity to coordinate      dia et al., 2017;
                                   network that otherwise would have          communities; exist­       Toikka, 2009.
                                   no relations between them.                 ence of groups de­
                                                                              pendent on the lead­
                                                                              ership of an actor or
                                                                              a reduced number
                                                                              of actors.

Source: By authors based on Barabási (2012), Rubinos and Sporns (2010) and authors mentioned in the table.

                                 Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - September 2020, pp. 85-106
90                    The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective

    Our review of the literature on inter-                        ships among then was systematised in a
organisational governance networks, in-                           relationship matrix that records, for each
cluding those related to tourist activity,                        actor, the economic sector, type of ac-
permits us to conclude that evaluations                           tor (public, business association, busi-
have tended to use measurement models                             ness, support), name of the actor, other
of low complexity. The frequent use in re-                        actors which whom they relate and the
search of more than one network meas-                             type of governance relationship estab-
urement means that governance cannot                              lished between them. These relationships
be described through a single character-                          are established based on the four types
istic (Pinochet and Mariño, 2019). In addi-                       described in the section on the review of
tion, the repetition of measures in differ-                       the literature.
ent studies suggests a certain agreement,                             After, the list of actors we constructed
although not necessarily explicit, regard-                        and their relationships were evaluated
ing the most useful measures for studying                         through semi-structured interviews with
inter-organisational governance networks.                         13 different organisations. Figure 1 shows
We also find similar agreement regarding                          the list of organisations interviewed, as
the system features and individual fea-                           well as the format employed to guide the
tures identified and used in research.                            interview. These organisations were cho-
                                                                  sen taking into account the presence of
                                                                  at least one organisation of each type
Methodology                                                       (business, business association, public
                                                                  sector and support), and their represent-
Information gathering and                                         ativeness of tourist activity in the country.
systematisation                                                   The availability of these organisations to
                                                                  participate in the study was also a crite-
    This research uses the following con-                         rion for their inclusion. A list of actors and
ceptual criterion: that the organizational                        the relationships among them was con-
network of governance of tourism activity                         solidated through the interviews, which
in Colombia is made up of the most rep-                           led to a definitive list of 331 nodes: 82
resentative economic sectors involved in                          from the public sector, 48 business as-
this activity: lodging, food and beverage                         sociations, 196 business firms and 5 in
services, transport (air, land and water-                         suport of tourist activity; the sample can
ways), and travel agencies (World Tour-                           be seen in Appendix 1.
ism Organization, 2019). Based on this
                                                                      Both phases of information gathering
criterion, we constructed an initial land-
                                                                  – documental and through interviews –
scape of relevant actors and the govern-
                                                                  were carried out in the period from July
ance relationships among them. To do
                                                                  2017 to September 2018; a further pe-
this we looked at public registries where
                                                                  riod of revision of the data gathered took
we find clusters of tourism and at busi-
                                                                  place between December 2018 and Feb-
ness associations, as well as basic infor-
                                                                  ruary 2019. The information regarding the
mation from each of the actors, such as
                                                                  relationships between sectors and actors
their mission, objectives and functions.
                                                                  was analysed using the Gephi software,
   The first phase generated an initial list                      which provides both the network meas-
of 327 actors. Information on the relation-                       urements and graphical representations.

Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - Septiember 2020, pp. 85-106
Giselle Pinochet Sánchez, Juan Pablo Mariño Jiménez and Martín León Santiesteban                                         91

Figure 1. Organisations participating in tourist activity interviewed and interview guidea

                            Entities interviewed                                        Format interview guide

                                                            Support
                      Public        Business                actors in                 Date
    Organisation                               Businesses
                      sector      associations               tourist             Name of entity
                                                             activity             interviewed
     Ministry
    of Transport        x
                                                                                        Aspects interview guide
   Vice-ministry
    of Tourism          x                                                     1. Do you think that the list of actors
                                                                              attached adequately represents tourist
     Acodres                           x
                                                                              activity in Colombia? Do you think that
      Anato                            x                                      there are others that should be included,
     Asobares                          x                                      or any that should be excluded?
       Atac                            x
                                                                              2. What is the role of the leader in
    Confeguías                         x
                                                                              governance of this activity?
     Cotelco                           x
      Aviatur                                      x
                                                                              3. Are organisations that lead governance
Hoteles Decameron                                  x
                                                                              RIWRXULVWDFWLYLW\LGHQWLÀDEOH"
 Hoteles Estelar                                   x
       Wok                                         x
      Fontur                                                   x

Source: By authors.

Model evaluating network governance                                with directed links, where the origin and
                                                                   destination are relevant variables (Bocca-
     As previously discussed, this study                           leti et al., 2006). Cooperative governance
seeks to answer three questions regarding                          is represented with undirected links, in
the structure of governance of tourist ac-                         which the direction of the link does not af-
tivities in Colombia. With this aim, we con-                       fect the relationship.
sider it necessary to evaluate in a differ-
                                                                       The literature review led us to choose
entiated manner the relationships that are
                                                                   six measures considered the most appro-
established between actors individually,
                                                                   priate for evaluating the general behaviour
and the relationships that are established                         of governance among organisations (with
between the sectors.                                               specifically network measurements) and
                                                                   the role of each organisation in this sys-
Evaluation of governance among                                     tem (with measures of centrality). Table 2
organisations                                                      shows the measures employed.
    This evaluation permits us to answer                              In this study we consider three forms
research questions P1 y P2. To this end,                           of governance. First, there is governance
we modelled a network formed of nodes                              exercised over an organisation by other
that represent organisations and by links                          organisations (GE). This is associated with
that represent governance relations. Ac-                           the degree of entry, which is measured
tive governance relations are represented                          based on the directed links that reach

                                 Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - September 2020, pp. 85-106
92                    The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective

Table 2. Network measurements for evaluating governance among organisations

                                                                         Interpretation of the measurement in the
  Measurement application                  Measurement
                                                                                 evaluation of governance
                                    Cliques                          To evaluate the existence of communities of or­
                                                                     ganisations where each one of them has a gover­
                                                                     nance relationship with the others.
                                    Isolated components              To evaluate the existence of isolated actors or
 Evaluation of governance                                            communities with no governance relation with
 among organisations                                                 other actors.
                                     Density                         To evaluate the proportion of governance relation­
                                                                     ships that exist in a network, over the maximum
                                                                     possible number of relationships that would exist
                                                                     if all the actors had relationships with each other.

                                    Centrality of degree of entry    To evaluate the number of governance relation­
                                                                     ships exercised over an organisation.
                                    Centrality of degree of exit     To evaluate the number of governance relation­
 Evaluation of governance                                            ships that an organisation exercises over other or­
 between sectors                                                     ganisations.
                                    Degree centrality                To evaluate the total number of governance rela­
                                                                     tionships, directed and undirected in which an or­
                                                                     ganisation participates.

Source: By authors.

the organisation/node. Secondly, there is                         quantity of clusters, which in this study
governance that an organisation exercises                         represent levels of participation in govern-
over other organisations (GEA), which is                          ance. To do this, a standard value is cal-
associated with the degree of exit, and                           culated known as the centroid and it is
is measured based on the directed links                           located at the point where the sum of dis-
that emerge from the organisation/node.                           tances of all the elements from the clus-
Lastly, there is total governance (GT),                           ter to the centroid is at a minimum (Sosa-
which is associated with degree and is                            García et al., 2012). The centroid is used
measured based on the quantity of gov-                            as the reference value for each level of the
ernance relations in which each organisa-                         GE, GEA and GT.
tion is involved.                                                     The membership of each organisation to
    Based on the values of GE, GEA and                            one level of governance or another is meas-
GT, the organisations are classified ac-                          ured through a coefficient that ranges be-
cording to their level of participation. A                        tween 0 and 1, where 0 indicates a com-
fuzzy cluster algorithm was used, which                           plete lack of membership and 1 indicates
permits us to create clusters when no pa-                         complete membership. A threshold of 0.7
rameters have been defined that clearly                           for membership is set, which makes it
differentiate them (González and Barato,                          possible to ensure that an element is ad-
2003; Duarte, 2000). The algorithm used is                        equately represented by a given cluster.
fuzzy c-means, which evaluates the mem-                           Tests were carried out with three, four and
bership of an element in a determined                             five clusters with the aim of finding the low-

Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - Septiember 2020, pp. 85-106
Giselle Pinochet Sánchez, Juan Pablo Mariño Jiménez and Martín León Santiesteban                                          93

est number of clusters necessary so that                           tion between two organisations from differ-
each element reaches the threshhold for                            ent sectors. This can take the value of 1 if
membership in a cluster.                                           a relationship exists, or 0 if no relationship
                                                                   between the organisations exists.
Evaluating governance between sectors                                   Evaluating governance between sectors
    This evaluation permits us to answer re-                       is based on evaluating the role of each sec-
search question P3. To do this, we mod-                            tor in the overall governance of tourist activ-
elled a network in which the nodes repre-                          ity. To do this, GE, GEA and GT were eval-
sent the sectors. In this case, the links are                      uated through the respective measures of
established based on the relationships de-                         centrality for each sector.
fined between the individual organisations.
For this purpose the quantity of links that
connect one sector with another are estab-                         Analysis of results
lished, and this value is considered to be
the weight of the connection between two                           The general structure of the governance
sectors, as presented in equation (1):                             of tourist activity

                   wt = !
                             n        n                                Figure 2 shows the the resulting net-
                             i=1
                                 ! j=1Iij                 (1)
                                                                   work. A coding of four colours is used to
                                                                   differentiate the organisations by the sector
where wt is the importance of the gover-                           to which they belong. A size scale is also
nance relation between two sectors i and j,                        used to differentiate the organisations with
and lij represents the value of the connec-                        the greatest number of connections.

Figure 2. Governance network among actors in tourist activity in Colombia

                                                                                                       Public sector
                                                                                                       Associations
                                                                                                       Businesses
                                                                                                       Support actors

Source: By authors.

                                   Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - September 2020, pp. 85-106
94                    The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective

   The network is formed by five compo-                           the Port and Transport Authority [Superin-
nents. One of them includes the totality of                       tendencia de Puertos y Transporte – SPT]).
governance relations and the other four are                       Lastly, this community does not include
completely isolated. These other four com-                        support actors in tourist activity. In con-
ponents are the following business asso-                          trast, the community on the left is much
ciations: Consejo profesional de Guías de                         more dense and has active and coopera-
Turismo, Asotrans (Asociación Nacional                            tive governance relationships. This com-
de Transportadores), Addit (Asociación                            munity is made up of organisations from
para el Desarrollo Integral del Transporte                        all sectors.
Terrestre Intermunicipal) and Utrans (Un-                             Based on the above, it is possible to
ión de Transportadores).                                          consider that the transport sector has low
    In Figure 2 we can also see two clearly                       participation in decision-making and that
differentiated communities, connected by                          its integration in tourist activity is weak.
only two links. The first link is established                     These results also seem to show that the
between the Colombian Ministry of Trade,                          governance of tourist activity in Colombia
Industry and Tourism by the community                             is sustained by lodging, food and bever-
on the left, and the Ministry of Transport                        age and travel sectors. It is noteworthy,
by the community on the right. The sec-                           however, that the network is only made
ond link is established between the Vice-                         up of two communities, given that tourist
ministry of Tourism by the community on                           activity is formed by five economic sec-
the left, and Atac (Asociación de Trans-                          tors. These findings suggest that on mat-
porte Aéreo en Colombia) by the com-                              ters of governance, four of the five sec-
munity on the right. The limited connec-                          tors establish common regulations and
tivity between both communities leads                             carry out control and monitoring together,
to the phenomenon of intermediating ac-                           in addition to relationships of cooperation.
tors, who, in this case are the mentioned                             In addition, the results show that the
organisations, necessary to connect both                          public sector organisations, the Industry
communities and to maintain the integrity                         and Commerce Authority [Superintend-
of the network (Toikka, 2009). As a con-                          encia de Industria y Commercio (SIC)]
sequence, the importance of these four                            and the SPT, and the business associa-
organisations in the governance of tour-                          tions, Asociación Colombiana de la Indus-
ist activity is particularly high, even when                      tria Gastronómica (Acodres), Asociación
they do not participate in a significant                          de Bares de Colombia (Asobares), Aso-
quantity of relationships.                                        ciación Hotelera Colombiana (Asotelca),
   There are important differences in the                         and the Asociación Hotelera y Turística de
connectivity of each community. On the                            Colombia (Cotelco), account for 491 re-
one hand, the community on the right has                          lationships within GT, which is equivalent
very low density and its governance rela-                         to 54% of the network relationships. The
tionships are predominantly active. This                          SIC accounts for 140 relationships,which
indicates that the transportation sector is                       represent 15%. For their part, each of
characterised by a traditional style of gov-                      the four business associations mentioned
erning, with centralised power and deci-                          concentrate approximately 8% of the rela-
sion-making. In addition, this community                          tionships, with specifically 73, 73, 70 and
is composed of all the transport busi-                            70 relationships respectively. Lastly, the
nesses, their main business association                           SPTY accounts for 66 network govern-
(Atac) and the main institutions of public                        ance relationships, which is equivalent to
governance (the Ministry of Transport and                         7% of the total.

Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - Septiember 2020, pp. 85-106
Giselle Pinochet Sánchez, Juan Pablo Mariño Jiménez and Martín León Santiesteban                                       95

    In contrast, there are organisations that                   tiation spaces offered good conditions for
cannot be grouped within any level in any                       the overall development of governance.
form of governance because they have null
participation. In the GE and GEA forms of
governance we find a significant quantity of                    Participation of organisations in the
organisations without participation: 107 and                    governance of tourist activity
255 respectively, which represent 35% and
77%. These results suggest a marked het-                            Table 3 shows the distribution of the
erogeneity in the participation of organisa-                    standard values for each one of the levels of
tions related to tourist activity.                              GE, GEA and GT. For example, an organi-
                                                                sation with minimum participation in GE
    The results of the network measure-
                                                                (level 1) is, on average, subject to active
ments show that these organisations in-
                                                                governance from one organisation. While
volved tourist activity are connected through
903 governance relationships. Of these,                         an organisation with average participa-
67% - 601 – correspond to active govern-                        tion (level 2) is subject to, on average, ac-
ance relationships (directed links) and the                     tive governance from three organisations,
remaining 33% - 302 – correspond to co-                         and an organisation with high participation
operative governance relationships (undi-                       (level 3) is subject to active governance from
rected links). In addition, the results show                    five organisations. The results of the fuzzy
a density of 0.016 (1 being the maximum                         clusters shows that to reach the threshold
density possible). This reveals that tourist                    for belonging of 0.7, different numbers of
activity is characterised by a small quan-                      clusters for GE, GEA and GT are required.
tity of governance relationships and gen-                       GE requires a minimum of three levels, GEA
eral communication difficulty (Galaso et al.,                   four and GT requires a minimum of five lev-
2017; Mardones, 2017; Polanco López de                          els so that all the organisations show a clear
Mesa, 2011).                                                    belonging to one of them.
    Another important aspect is the exist-                          The results indicate that no important
ence of a clique, formed by support actors                      differences exist among the organisation
from the Servicio Nacional de Aprendi-                          in terms of the number of governance rela-
zaje (SENA), universities, the Fondo Na-                        tionships exercised over them (GE), and for
cional del Turismo, and the business asso-                      this reason a reduced number of clusters is
ciations, Acodres, Asobares, Cotelco and                        necessary to classify them. The differentia-
the Asociación Colombiana de Agencias                           tion increases when we look at the govern-
de Viaje y Turismo (Anato). All the links                       ance that organisations exercise over other
of the clique are undirected, which repre-                      organisations (GEA), and even more when
sents cooperative governance relations.                         the total number of relationships in which
This structural phenomenon indicates the                        organisations participate (GT) is consid-
existence of a community of organisa-                           ered. As can be seen in Table 3, in the
tions closely connected through relation-                       GE each one of the levels of participation
ships of cooperation. The close connection                      groups a significant number of organisa-
emerges to a great extent through partici-                      tions: 154, 42 and 28 respectively. While
pation in agreements regarding sectorial                        in regard to GEA and GT, the levels of par-
technical regulations [Normas Técnicas                          ticipation group together much lower num-
Sectoriales del turismo (NTS)], an initiative                   bers of organisations. These results reveal
that was led by public sector organisations                     a tendency toward the concentration of
but with different organisations also partic-                   governance relations in a limited number
ipating. We can conclude that these nego-                       of organisations.

                                Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - September 2020, pp. 85-106
96                    The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective

Table 3. A
          verage participation and quantity of organisations for each level of participation in active governance
         and total governance

                           GE                                     GEA                                      GT
                             Organisations                           Organisations                           Organisations
             Average                                Average                                 Average
                              by level of                             by level of                             by level of
           participation                          participation                           participation
                             participation                           participation                           participation

Level 1          1                 154                    2                 69                    2                258

Level 2          3                   42                  21                   3                   7                  55

Level 3          5                   28                  47                   5                 12                    5

Level 4           –                  –                 125                    1                 29                    3

Level 5           –                  –                   –                   –                  84                    6

Source: By authors.

Participation of the sectors in                                   and public sector entities exercise govern-
governance of tourist activity                                    ance over the business sector.

    Table 4 shows the importance of the
links between pairs of sectors. The values                        Table 4. Importance of the links between sectors
were normalised over the total number of                                    in tourist activity in Colombia. The values
                                                                            are normalised over the total quantity of
network links and expressed in percent-                                     network links and expressed in percent-
ages. The relationships between public sec-                                 ages
tor/businesses and business associations/
                                                                                                                 Importance
businesses are the most important, and                                    Relationships between
                                                                                                                    of the
concentrate among them 87.5% of the net-                                      organisations
                                                                                                                 relationship
work relationships. The remaining 12.5%
                                                                   Public sector/Public sector                         3.6
are distributed in the relationships estab-
lished between the other pairings of organi-                       Public sector/Business associations                 1.1
sations, with the exceptions of business to                        Public sector/Businesses                          49.2
business and business to actors in the sec-
                                                                   Public sector/Support actors in tour­              0.45
tor that lack relationships.
                                                                   ist activity
    The contribution of each sector to gov-
                                                                   Business associations/Business as­                  1.2
ernance is placed in the following order:                          sociations
business sector, public sector, business
associations and actors in the sector. The                         Business associations/Businesses                  38.3
fact that the business sector is the one that                       Business associations/Support ac­                  1.1
contributes the most to governance of the                          tors in tourist activity
sector and participates in the most impor-                         Businesses/Businesses                               0.0
tant relationships is expected, considering
                                                                   Businesses/Support actors in tour­                  0.0
that this sector groups together the organi-                       ist activity
sations that carry out the fundamental ac-
                                                                   Sector actors/Support actors in tour­               0.3
tions of tourist activity. However, its role in
                                                                   ist activity
governance is essentially passive, as in 565
relationships (72%) business associations                         Source: By authors.

Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - Septiember 2020, pp. 85-106
Giselle Pinochet Sánchez, Juan Pablo Mariño Jiménez and Martín León Santiesteban                                       97

    One noteworthy characteristic of the                        type of organisation that does not partici-
participation of the business sector are the                    pate in governance. This reveals the impor-
GEA relationships The results show that                         tant inequalities that exist among business
businesses have between one and five or-                        associations, and that their importance as a
ganisations exercising governance over                          sector is, to a great extent, the result of the
them, which can represent a conflict of in-                     role carried out by four organisations.
terests. In this sense, it is likely that an or-                    The results from analysing governance
ganisation/business gives greater or lesser                     between sectors also show that the pub-
importance to a governance relationship                         lic sector exercises a mainly active role in
exercised over it depending on the rele-                        tourist activity. But, in addition, it has a con-
vance of the organisation from which the                        siderable cooperative relationship with the
relationship originates. As a consequence,                      sector of business associations. As occurs
the GEA relationships would be in com-                          with the sector of business associations,
petition among themselves, and the deci-                        there is a limited group of public sector or-
sion regarding the relationship that prevails                   ganisations that concentrate the majority
could depend on diverse variables, leading                      of governance relations. However, none of
to there being no adequate satisfaction of                      these organisations are disconnected from
interests. However, it is worth questioning                     the rest of the network, in contrast to what
what should be the reasonable and techni-                       we see regarding business associations.
cally feasible limit of governance relation-                        Lastly, the results show that the sector
ships that an organization can be subject                       of actors of support of tourist activity have
to, to ensure that it can satisfy all of them.                  greater relations with business associations
    It is noteworthy that the sector of busi-                   than with the public sector. The lack of links
ness associations has a high level of partici-                  with the business sector could be explained
pation in both active and cooperative gov-                      by the fact that companies come together
ernance. This finding permits us to state                       in business associations to establish such
that this sector is fulfilling its purpose of                   links, rather than doing so in an individual
representing the interests of its members,                      manner. As with the business sector, ac-
as well as providing support in decision-                       tors of support do not exercise active gov-
making. The participation in active gov-                        ernance. In short, their participation in the
ernance is explained by its participation in                    governance of tourist activity is limited. Al-
spaces constructing the NTS. This means                         though the lack of active governance is an
that business associations are partially re-                    expected result, the weakness of the coop-
sponsible for the content of these obliga-                      erative relationships established with other
tory regulations (legislative governance). In                   sectors is striking.
addition, some of these business associa-
tions also exercise an executive governance
role in recommending to their members that                      Conclusions
they follow the established norms.
    In analysing the role of each business                          In addition to its main objective, this
association we find that of the 47 that par-                    study posed three research questions that
ticipate in the network, four concentrate the                   sought to describe the fundamental char-
majority of governance relationships. We                        acteristics of governance in tourism activ-
also find that 35 business associations be-                     ity in Colombia. Regarding question P1, we
long to the lowest level of total participation                 found that the level of overall connectivity is
(GT) and another four are completely dis-                       low, but that the large majority of organisa-
connected from the network, being the only                      tions have a governance relationship with at

                                Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - September 2020, pp. 85-106
98                    The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective

least one other organisation. In addition, we                     sector is desirable for the fulfilment of the
identified two weakly connected communi-                          law and the common good (Rhodes, 1997).
ties, with different structural properties. Re-                   But the fact that organisations with greater
garding research question P2, we found the                        GE are public sector organisations and that
existence of a high level of heterogeneity                        organisations with greater GEA are busi-
among the organisations in regard to their                        nesses, implies a lack of diversity in the in-
participation in governance relations. Lastly,                    terests satisfied in the govenance of tourist
regarding question P 3, we described the                          activity, and lack of mutual control among
role of each one of the sectors, considering                      the different types of actors (Mardones,
their contribution and participation in gov-                      2017).
ernance of tourist activity.                                          The results suggest there are three main
    In line with some of the plans the the                        challenges for the governance of tourist
Ministry of Trade, Industry and Tourism                           activity in Colombia. First, the need to in-
indicated in the Sectorial Plan for Tour-                         crease the governance relations in general
ism 2018-2022, the results of this study                          and those based on cooperation in par-
permit us to conclude that tourist activ-                         ticular. This implies the creation of new
ity in Colombia is characterised by a high                        governance relations, preferably of coop-
concentration of control in a reduced                             eration, among the different sectors to gen-
group of actors and reduced number of                             erate more balanced participation among
governance relationships. According to                            all of them. However, it should be empha-
some authors, these properties are in-                            sised that it is not necessarily an increase
dicative of a classic style of governance,                        in the number of links that makes a network
which translates into a lack of satisfac-                         more efficient, but rather their position, that
tion of the interests of the majority of the                      is, what actors are specifically involved in
actors involved (Galaso et al., 2017; Mar-                        any new links (Pinochet, 2016). Based on
dones, 2017; Maya-Jariego and Holgado;                            this, it would be desirable to create relation-
2017; Grau, 2014; Polanco López de                                ships that integrate disconnected actors
Mesa, 2011; Natera Peral, 2005; Kaplin-                           and those with low levels of participation,
sky, 2004). But this study makes another                          as well as new links among different types
contribution in analysing this governing                          of actors, especially among those with null
body to identify in an objective and pre-                         interaction.
cise manner the sources of heterogeneity                              The second challenge is to reduce the
in the exercise of power.                                         gaps in participation among organisations
    Some studies converge in finding that in                      through a generalized increase in govern-
the exercise of governance it is common to                        ance relations – GT, GE and GEA. In this
find asymmetries, where the power of one                          way, there will be greater control of the ac-
group of actors prevails over others (Gereffi,                    tions of all types of actors, which would in-
2015; Romero Alvarado, 2006). Therefore,                          crease the level of satisfaction of the inter-
the results that indicate the concentration                       ests of all stakeholders and the efficiency
of active governance are to be expected.                          of actors’ efforts at management. The third
However, it is not possible to know what                          and last challenge is the integration of the
the limits of such concentration should be,                       two communities that are currently weakly
to know what separates a system where                             connected. This would allow the most iso-
power is exercised in just and necessary                          lated community, the transport sector, to be
measure from what might be considered a                           part of joint decision-making, cooperation
hegemonic system. It could be argued that                         and the establishment of common stand-
the high centrality of actors from the public                     ards for tourism activity.

Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - Septiember 2020, pp. 85-106
Giselle Pinochet Sánchez, Juan Pablo Mariño Jiménez and Martín León Santiesteban                                       99

    Future studies can consider the appli-                      Barabási, Lászlo (2012). Linked: The New Science
cation of other structural characteristics –                       of Networks. Cambridge: Perseus. doi: http://
measures – for evaluating the inter-organi-                        dx.doi.org/10.1119/1.1538577
sational governance network. One of these                       Barabási, Lászlo (2016). Network Science. Cam-
characteristics is the resilience of the net-                     bridge: Cambridge University Press. doi: http://
                                                                  dx.doi.org/10.1098/rsta.2012.0375
work, which is defined as the capacity to
support changes without losing its funda-                       Barbini, Bernarda; Cacciutto, Mariangel and Cruz,
                                                                   Gonzalo (2017). “Turismo y gobernanza: impli-
mental properties (Klau and Weiskircher,
                                                                   cancias para un desarrollo sostenible. El caso
2005); a characteristic that was not found                         del Ente Municipal de Turismo de Mar del Plata,
in previous studies on inter-organisational                        Argentina”. In: Cruz Jiménez, G. (ed.). Turismo
governance networks. A study that includes                         y gobernanza ¿En dónde estamos? Aproxima-
resilience as a study variable would allow                         ciones teóricas y empíricas. Toluca: Universidad
an assessment of whether or not the net-                           Autónoma del Estado de México, pp. 65-78.
work depends on a few actors to maintain                        Boccaletti, Steffano; Latora, Vito; Moreno, Yamir;
its fundamental properties, as suggested                          Chavez, Martin and Hwanga, D.-U. (2006). “Com-
previously, so that affecting these actors                        plex Networks: Structure and Dynamics”. Phys-
could put the totality of the network at risk.                    ics Reports, 424(4-5): 175-308. doi: http://dx.doi.
                                                                  org/10.1016/j.physrep.2005.10.009
   Lastly, the findings of this study suggest
                                                                Borg, Riikka; Toikka, Arho and Primmer, Eeva
as a research question whether it is possible                     (2015). “Social Capital and Governance: a So-
to use the network indicators used in this                        cial Network Analysis of Forest Biodiversity Col-
study as indicators of the efficiency of net-                     laboration in Central Finland”. Forest Policy
work governance. This would be achieved                           and Economics, 50: 90-97. doi: http://dx.doi.
by contrasting different inter-organizational                     org/10.1016/j.forpol.2014.06.008
governance structures with sector perform-                      Borgatti, Steve (2005). “Centrality and Network
ance indicators (sustainability, contribution                     Flow”. Social Networks, 27(1): 55-71. doi: http://
to GDP among others) to verify if there are                       dx.doi.org/10.1016/j.socnet.2004.11.008
structural characteristics associated with                      Carimán, Braulio (2013). “Gobernanza, redes y polí-
greater efficiency of an inter-organizational                     ticas públicas”. Políticas Públicas, 3(1): 19-30.
network.                                                        Cepiku, Denita (2014). “Special Issue on Govern-
                                                                  ance of Networks: Challenges and Future Issues
                                                                  from a Public Management Perspective Edito-
Bibliography                                                      rial”. Journal of Management and Governance,
                                                                  18(1): 1-7. doi: http://dx.doi.org/10.1007/s10997-
                                                                  012-9236-3
Alcántara, Armando (2012). “Gobernanza, gobierno
   y gobernabilidad en la educación superior”. In:              Congreso de Colombia (2012). Ley 1558 de 2012.
   Lerner, B.; Uvalle, R. and Moreno, R. (coords.).               Se modifica la Ley 300 de 1996-Ley General de
   Gobernabilidad y gobernanza en los albores del                 Turismo, la Ley 1101 de 2006 y se dictan otras
   siglo xxi y reflexiones sobre el México contem-                disposiciones.
   poráneo. Toluca, México: UNAM-IIS/IAP AC, pp.                Dal Molin, Martina and Masella, Cristina (2016).
   163-191.                                                        “Networks in Policy, Management and Govern-
Baggio, Rodolfo (2017). “Network Science and                       ance: a Comparative Literature Review to Stimu-
  Tourism-The State of the Art”. Tourism Review,                   late Future Research Avenues”. Journal of Man-
  72(1): 120-131. doi: http://dx.doi.org/10.11b08/                 agement and Governance, 20(4): 823-849.
  TR-01-2017-0008                                               Del Chiappa, Giacomo and Baggio, Rodolfo (2015).
Baggio, Rodolfo; Scott, Noel and Cooper, Chris                     “Knowledge Transfer in Smart Tourism Des-
  (2010). “Improving Tourism Destination Govern-                   tinations: Analyzing the Effects of a Network
  ance: a Complexity Science Approach”. Tour-                      Structure”. Journal of Destination Marketing and
  ism Review, 65(4): 51-60. doi: http://dx.doi.                    Management, 4(3): 145-150. doi: http://dx.doi.
  org/10.1108/16605371011093863                                    org/10.1016/j.jdmm.2015.02.001

                                Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - September 2020, pp. 85-106
100                   The Structure of Governance of Tourist Activity in Colombia. Evaluation from a Network Science Perspective

Duarte, Óscar (2000). “Aplicaciones de la lógica di-                  able Tourism, 26(4): 519-536. doi: http://dx.doi.or
  fusa”. Ingeniería e Investigación, 45: 5-12.                        g/10.1080/09669582.2017.1360893
Durán, Citlalin (2013). Gobernanza para el sector tu-             Jamaludin, Mohd and Hashim, Fathyah (2017).
  rismo y su medición. Programa de Estadísticas y                   “Corporate Governance, Institutional Character-
  CST de la OMT. (Documentos Temáticos STSA/                        istics, and Director Networks in Malaysia”. Asian
  IP/2013/01).                                                      Academy of Management Journal of Account-
Fliervoet, Jan; Willem, Geerling Gertjan; Mostert,                  ing y Finance, 13(2):135-154. doi: http://dx.doi.
    Erik and Smits, A. J. M. (2016). “Analyzing Col-                org/10.21315/aamjaf2017.13.2.7
    laborative Governance through Social Network                  Kaplinsky, Raphael (2004). “Spreading the Gains
    Analysis: a Case Study of River Management                      from Globalization”. Problems of Economic Tran-
    along the Waal River in The Netherlands”. En-                   sition, 47(2): 74-115.
    vironmental management, 57(2): 355-367. doi:                  Kelman, Ilan; Luthe, Tobias; Wyss, Romano; Tørn-
    http://dx.doi.org/10.1007/s00267-015-0606-x                      blad, Silje H.; Evers, Yvette; Martin Curran, Ma-
Fontoura Costa, Luciano da and Baggio, Rodolfo                       rina; Williams, Richard J. and Berlow, Eric L.
  (2009). “The web of connections between tour-                      (2016). “Social Network Analysis and Qualitative
  ism companies: Structure and dynamics”. Phys-                      Interviews for Assessing Geographic Character-
  ica A: Statistical Mechanics and its Applica-                      istics of Tourism Business Networks”. PloS one,
  tions, 388(19): 4286-4296. doi: http://dx.doi.                     11(6): e0156028. doi: http://dx.doi.org/10.1371/
  org/10.1016/j.physa.2009.06.034                                    journal.pone.0156028
Galaso, Pablo; Goinheix, Sebastián and Rodríguez                  Klau, Gunnar and Weiskircher, René (2005). “Ro-
   Miranda, Adrián (2017). “Redes inter-organiza-                    bustness and Resilience”. In: Network analysis.
   cionales para implementación de políticas socia-                  Berlin, Heidelberg: Springer, pp. 417-437. doi:
   les: un estudio aplicado a cuatro barrios en Uru-                 http://dx.doi.org/10.1007/978-3-540-31955-9_15
   guay”. Redes. Revista hispana para el análisis de              Leick, Birgi and Gretzinger, Susanne (2018). “Bro-
   redes sociales, 28(2): 1-30.                                      kerage and Governance for Business Networks:
Gereffi, Gary (2015). “The Global Economy: Organi-                   a Metasynthesis-Based Discussion”. Journal of
  zation, Governance and Development”. In: Lech-                     Management y Governance, 22(4): 773-804. doi:
  ner, F. J and Boli, J. The Globalization Reader.                   http://dx.doi.org/10.1007/s10997-018-9403-2
  Oxford: John Wiley and Sons, pp. 186-196. doi:
                                                                  Luthe, Tobias and Wyss, Romano (2016). “Resil-
  http://dx.doi.org/10.1515/9781400835584.160
                                                                     ience to Climate Change in a Cross-Scale Tour-
González, Diana and Barato, Sergio (2003). “Mode-                    ism Governance Context: a Combined Quantita-
  lamiento difuso con técnicas de Clustering”.                       tive-Qualitative Network Analysis”. Ecology and
  Ingeniería, 8(1): 86-94.                                           Society, 21(1): 27. doi: http://dx.doi.org/10.5751/
Grau, Olaya (2014). “Gobernanza y redes de políti-                   ES-08234-210127
   cas públicas: el caso de la política habitacional              Mahdi, Khaled; Almajidb , Ahmed; Safara, Maytham;
   chilena”. Gestión y Análisis de Políticas Públicas,              Riquelmeb, Hernan and Torabic, Sadegh (2012).
   12: 31-43.                                                       “Social Network Analysis of Kuwait Publicly-
Hauck, Jennifer; Schmidt, Jenny and Werner, Anja                    Held Corporations”. Procedia Computer Science,
  (2016). “Using Social Network Analysis to Iden-                   10: 272-281. doi: http://dx.doi.org/10.1016/j.
  tify Key Stakeholders in Agricultural Biodiversity                procs.2012.06.037
  Governance and Related Land-Use Decisions at                    Manolache, Steluta; Nita, Andreea; Ciocaena, Cris-
  Regional and Local Level”. Ecology and Society,                   tiana; Popescu Viorel D. and Rozylowizca Lau-
  21(2): 1-16. doi: http://dx.doi.org/10.5751/ES-                   rentiu (2018). “Power, Influence and Structure
  08596-210249                                                      in Natura 2000 Governance Networks. A Com-
Huse, Morten (2003). “Renewing Management and                       parative Analysis of Two Protected Areas in Ro-
  Governance: New Paradigms of Governance?”.                        mania”. Journal of Environmental Management,
  Journal of Management and Governance, 7(3):                       212: 54-64. doi: http://dx.doi.org/10.1016/j.
  211-221.                                                          jenvman.2018.01.076
Jamaliah, Malek and Powell, Robert (2018). “Eco-                  Mardones, Gonzalo (2017). “Análisis de redes socia-
  tourism Resilience to Climate Change in Dana                      les para la gobernanza de un área protegida y su
  Biosphere Reserve, Jordan”. Journal of Sustain-                   zona de amortiguación en el bosque templado

Reis. Rev.Esp.Investig.Sociol. ISSN-L: 0210-5233. N.º 171, July - Septiember 2020, pp. 85-106
You can also read