Cooperative societies and sustainability: a spatial analysis of Andalusia as a tool for implementing territorial development policies, strategies and initiatives

sustainability Article Cooperative Societies and Sustainability: A Spatial Analysis of Andalusia as a Tool for Implementing Territorial Development Policies, Strategies and Initiatives María del Carmen Pérez-González 1and Lidia Valiente-Palma 2,*   Citation: Pérez-González, M.d.C.; Valiente-Palma, L. Cooperative Societies and Sustainability: A Spatial Analysis of Andalusia as a Tool for Implementing Territorial Development Policies, Strategies and Initiatives. Sustainability 2021,13, 609. https://doi.org/10.3390/su13020609 Received: 16 November 2020 Accepted: 28 December 2020 Published: 10 January 2021 Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/). 1Department of General Economy, University of Cadiz, 11002 Cádiz, Spain; [email protected] 2Department of Applied Economics I, University of Seville, 41018 Sevilla, Spain *Correspondence: [email protected] Abstract: Local development strategies, policies and initiatives that contribute to sustainable development are gaining increasing prominence. Cooperative societies—the most relevant organisations within the social economy—are widely present in Andalusia and play a key role in boosting sustainable development through their principles and values. On this basis, the article aims to determine whether certain areas in Andalusia are more predisposed to the presence of these enterprises and are more sustainable as a result. The methods used include an adapted shift-share analysis and application of local Moran’s I to obtain spatial clusters allowing the areas most favourable to the presence of this type of organisation to be identified. Therefore, one of the main contributions of the study is that it provides a tool for the application of local development policies, strategies and initiatives involving cooperatives in pursuit of a more sustainable society. Keywords: Andalusia; cluster analysis; cooperative societies; local development initiatives; local Moran’s I; shift-share analysis; sustainability territorial development 1. Introduction In recent decades, a series of global developments have occurred that have impacted both positively and negatively on local economies: mismanagement of globalisation has led to worsening economic malaise in some regions, producing growing social inequalities which various agencies (especially international institutions) have been unable to address; cultural elements and regional identities are gradually being lost and financial liberalisation in pursuit of a speculative economy has prioritised capital over workers and weakened the norms and institutions that protect them. Moreover, nation states have lost the sovereignty to tackle problems arising within their borders [1,2]. It may be argued that inadequate management of globalisation and widespread market liberalisation (deregulation) policies have distanced people from the land, consumers from producers, and the economy from society [3]. Among the most serious problems caused by the current international socioeconomic situation and dominant development models are environmental pressures and a lack of socioeconomic commitment from companies to their respective surroundings, hindering progress towards sustainable territorial development. Here, sustainability is understood in a holistic sense, encompassing social, economic, environmental, cultural and territorial aspects. In this context, regions must respond by managing and harnessing their resources in an innovative manner [ 4 ]. In this regard, cooperative societies, which are among the most representative organisations in the social economy, offer an opportunity to forge closer links between societies and the land based on the principles and values underpinning them and their activity. According to the International Cooperative Alliance, cooperative societies are “peoplecentred enterprises owned, controlled and run by and for their members to realise their Sustainability 2021,13, 609. https://doi.org/10.3390/su13020609 https://www.mdpi.com/journal/sustainability Sustainability 2021,13, 609 2 of 16 common economic, social, and cultural needs and aspirations” (http://ica.coop/en/whatco-operative). Similarly, Article 2 of Law 14/2011 of 23 December on Andalusian Cooperative Societies (modified by Law 5/2018 of 19 June) defines these organisations as “democratically organised and managed enterprises that carry out their activities in a responsible manner in solidarity with the community and whose members, as well as holding equity, participate in the enterprise’s activities by providing labour, satisfying consumption or using its services to add value to their own business activity”. Among the values and principles that promote sustainability in the activities of cooperative societies are democracy; social engagement; solidarity; responsibility; allocation of surpluses to sustainable development; fighting social exclusion; promoting self-employment [ 5 ]; promoting equal opportunities for men and women; social cohesion; reconciling work, personal and family life and sustainability [6]. As a product of their socioeconomic context, these enterprises are closely linked to the regions in which they operate [ 7 – 12 ] and this is where most of their activity takes place, contributing to the sustainable development of these areas. In this regard, a number of studies have conducted spatial analyses of cooperativism or its impact on a region [13–17]. Drawing on the premise that cooperatives contribute to sustainable development, the aim of this article is to determine whether some areas are more predisposed to the presence of cooperatives in their business communities due to the endogenous resources available. In order to fulfil this aim, the article focuses on Andalusia, a Spanish autonomous community that is economically underdeveloped compared to other regions in Spain and has a significant proportion of cooperatives in different economic sectors. Andalusia’s underdevelopment relative to the rest of Spain is evidenced by a number of social indicators: the region had an unemployment rate of 21.32% in the second quarter of 2020, 6 percentage points above the Spanish average [ 18 ], while the at-risk-of-poverty rate (percentage of the population living below the at-risk-of poverty threshold which measures inequality rather than absolute poverty. It determines the number of people with low incomes as a proportion of the total population. The at-risk-of poverty threshold is set at 60% of the median income per consumption unit.) stood at 31.3% in the 2019 Survey on Living Conditions compared to a national average of 20.7%. With regard to the presence of a significant number of cooperatives in the region, data from the Ministry of Employment and Social Security for 2019 show that 22% of cooperatives in Spain are located in Andalusia, providing 24% of all employment generated by these enterprises in the country. Following this introduction, a conceptual framework for analysing the most significant aspects of the contribution made by the social economy to sustainable territorial development is presented. A shift-share analysis is then carried out and a spatial analysis method is applied: local Moran’s I, which is a local indicator of spatial association and allows spatial clusters to be obtained from the study variables. The methodology used was designed to study cooperative societies in Andalusia and ascertain the presence of factors encouraging the location of these enterprises in certain parts of the region, which fulfil their needs as a result of the endogenous resources they possess. The results of the analysis are then discussed and the most important conclusions and contributions made by the study are collated; this article concludes that more favourable environments for social economy enterprises based on local characteristics do exist when compared to the rest of Andalusia. In short, this article demonstrates that cooperative societies can contribute to sustainable development and that certain parts of Andalusia are significantly more predisposed to the presence of these cooperatives, providing an opportunity (or justification) for applying local policies and initiatives aimed at boosting sustainable development through these organisations. Sustainability 2021,13, 609 3 of 16 2. Conceptual Framework: Social Economy and Sustainability Contemporary development models should aim to promote local development by drawing on resources specific to regions, participation and networking by territorial stakeholders and formal and informal regulations as factors that constitute their potential for growth and development, based on governance in which local stakeholders and communities play an active role. This type of development is endogenous, provoking structural change as a result of regions’ internal capacities, involving active participation and engagement from stakeholders, and harnessing the benefits of globalisation—factors external to the creation of competitiveness—at a local level in a sustainable, responsible manner [ 19 – 22 ]. Reinforcing this perspective, the neo-endogenous approach to development emphasises the role of governance and the importance of local stakeholders and communities in local decision-making, taking external influences and experiences into consideration [ 23 , 24 ]. Within this neo-endogenous current, numerous studies have explored different aspects of rural areas and different locations. These include a study of holistic rural development with a neo-endogenous focus in northern Scotland [ 25 ]; an analysis of housing and rural development in Ireland, which can be extrapolated to other locations [ 26 ]; an analysis of LEADER in the UK, exploring the empowerment of local stakeholders to participate in developing their own areas [ 27 ] and the practices, problems and impacts involved in neo-endogenous rural development within the European Union [28]. Sustainability is a central part of these models. The traditional concept of sustainability, viewed in largely environmental terms, has been superseded by a broader understanding of the term, which is multifaceted and holistic [ 29 ], considering economic, social, cultural and environmental aspects, among others, to be part of sustainable territorial development. As part of the 2030 Agenda (https://www.un.org/sustainabledevelopment/es/20 15/09/la-asamblea-general-adopta-la-agenda-2030-para-el-desarrollo-sostenible/), the MDGs (https://www.undp.org/content/undp/es/home/sdgoverview/mdg_goals.html), followed by the SDGs (https://www.un.org/sustainabledevelopment/es/objetivos-de- desarrollo-sostenible/), present sustainability as the product of individual, corporate, institutional, social and territorial behaviours, which must be coordinated and structured by various territorial stakeholders. Each region must take responsibility for its own evolution and development. In this context, sustainability is based on the ability to identify, monitor and boost the factors producing endogenous development [ 22 ]. According to Vázquez [ 30 ] (preface, XI), societal changes since the mid-1970s have resulted in a change to business organisations, which have become more flexible and more integrated into local areas, and to their location decisions. In turn, this is transforming spatial development models. Participation from different territorial stakeholders—institutions, companies and citizens, among others—is fundamental for territorial development [ 22 , 31 ]. These stakeholders should interact dynamically with one another and be able to adapt to ongoing changes in the activities taking place in the region [ 32 ]. Their responses, involvement and commitment to sustainable development in the places where they operate help regions to progress using their own endogenous resources. One of these stakeholders—social economy enterprises— plays a key role as an agent of development [ 33 ], contributing to sustainable development through the principles and values guiding their own management and activities [34,35]. This study focuses on cooperative societies, the most prominent organisations in the social economy, as territorial stakeholders that can play a hugely significant role in sustainable territorial development as a result of their own values, principles and characteristics. The activities carried out by social economy organisations can improve their response to the community’s needs, their ongoing engagement with the setting in which they operate and their ties to the local area, inhibiting their relocation; cooperatives prioritise social and environmental activities rather than strict profitability considerations, so they do not move from one place to another [ 36 ]. Indeed, cooperatives work in a specific area and reinvest their profits in that same area, with a positive multiplier effect on the places where they operate [37,38] that contributes to more sustainable development. Sustainability 2021,13, 609 4 of 16 Previous studies in other locations have examined the contribution made by cooperatives to territorial development and emphasised their role in rural policymaking, focusing on Spain [ 39 ] and the regional development cooperative initiative in rural areas of Quebec [40]. These enterprises may be viewed as agents of development [ 33 ]. Given this, if certain areas are predisposed to the emergence of social economy organisations in their production systems due to their endogenous characteristics, then it may also be more likely that sustainable development (understood in a holistic sense, encompassing social, economic, environmental, cultural and territorial aspects) is taking place in these areas. Cooperation between different territorial stakeholders—companies, institutions and citizens opting for entrepreneurship and self-employment—can help to meet the needs of the socioeconomic context and contribute to sustainable territorial development in Andalusia. Here, sustainability is understood in a holistic manner: in the broadest sense, regions that encourage interaction and coordination between local stakeholders are more committed to the environment and boost environmental sustainability; by nurturing, protecting, preserving and disseminating a regional identity and values, they also promote cultural sustainability; by fomenting collective self-employment among women and young people [ 41 , 42 ], who are at greater risk of social exclusion, they work to ensure labour, social and gender sustainability; by remaining solid in times of crisis, they contribute to economic sustainability as cooperatives offer a way of life rather than just a job. Therefore, a cooperative is (or should be) a company that draws on its principles to carry out activities aimed at promoting overall and specific sustainability, serving as an ideal tool for implementing local development initiatives. The presence of social economy enterprises, in general, and cooperatives, in particular, in local production systems depends on the endogenous resources available in each region. Through their values, principles and characteristics, these enterprises can help to improve social, economic and territorial cohesion and sustainable development, especially in rural environments [43]. Cooperatives play a key role in developing disadvantaged socioeconomic contexts, focusing on sectoral dimensions with clear territorial projection, as well as creating and consolidating social capital in rural areas, providing added value in response to challenges and difficulties arising in the rural environment [44]. The Official State Gazette published on 14 December 2007 contained notification of Law 45/2007 of 13 December on Sustainable Development of the Rural Environment, which aims to encourage activities that are compatible with sustainable development through diversification, as well as to protect employment and revenues in sectors typical of rural areas (agriculture, livestock farming, forestry, fishing), among other measures. According to Article 1 of the law, it provides a basis for “regulating and establishing measures to promote sustainable development in rural environments, as long as they provide the basic conditions necessary to guarantee equality for all citizens in the exercise of certain constitutional rights and lay the foundations for the overall development of economic activity in these environments”. The law establishes three types of rural areas: the rural environment, which refers to a group of municipalities or local entities with an overall population not exceeding 30,000; the rural area, which constitutes the area of application for the measures regulated by the law and is to be defined by each autonomous community based on district or subprovincial units and the small rural municipality, with a population under 5000, which forms part of a rural environment. According to data from the Institute of Statistics and Cartography of Andalusia (IECA), more than 66% of the region is made up of municipalities with populations not exceeding 5000 inhabitants, so rural environments are predominant in the region. Therefore, given the widespread presence of cooperatives in Andalusia, the contribution made by these enterprises to sustainability, and the predominantly rural environment, social economy organisations may be said to play a key role in development policies in the region and in local development initiatives more specifically. For this reason, it is relevant Sustainability 2021,13, 609 5 of 16 to explore whether certain parts of the region offer comparative advantages to cooperative societies, or, in other words, whether they offer better conditions for these organisations to develop within their business communities and local production systems. This topic has been the subject of many studies focusing on different regional conditions and their role in explaining spatial disparities in different regions around the world. For example, Silva [ 45 ] suggests that new location factors are becoming more prominent in the new world order resulting from globalisation, identifying different regions as winners or losers depending on their particular characteristics. Aché[ 46 ] summarises the main theories seeking to account for the formation of regional inequalities. Meanwhile, Ortiz- Pérez [ 47 ] focuses on “the production of space”, emphasising cooperativism as a highly significant geographical factor with a role in regional development. Todes and Turok [ 48 ] trace the international debate surrounding solutions to spatial inequalities with a focus on South Africa, a country with marked spatial differences and growing political pressure for change. As for European case studies, Lo Cascio, Mazzola, Di Giacomo and Epifanio [ 49 ] analyse the regional capital of different Italian provinces and their ability to respond to crises, identifying significant spatial heterogeneity. Mastronardi, Giagnacovo and Romagnoli [ 50 ] explore a new business model—community-based cooperatives—that makes an important contribution to regional development in rural Italy, highlighting the need to reconsider regional policies and planning. Filippi, Triboulet, Chantelot and Peres [ 51 ] demonstrate high global and local spatial autocorrelations in the geographic location of French agricultural cooperatives. In the Andalusian case, Sánchez-Zamora and Gallardo-Cobos [ 52 ] analyse territorial resilience in rural Andalusia in response to the 2008 crisis, exploring the factors shaping certain territorial dynamics and identifying significant diversity between rural areas. Therefore, significant regional diversity exists and is determined by a wide variety of social, economic, political, environmental and cultural factors of a domestic nature, as well as by external factors. As a result, areas may be developed to offer more attractive features for the implementation of certain activities. On this basis, this article analyses the more favourable conditions for cooperativism that are present in some parts of Andalusia. Given the principles and values that cooperatives tend to apply in their work, these areas could contribute to more sustainable territorial development. 3. Methodology As indicated at the start of this paper, Andalusia is a Spanish autonomous community with significant underdevelopment compared to the rest of Spain, as indicated by the evolution of its unemployment rate (Figure 1) and at-risk-of-poverty rate (Figure 2). However, it is also one of the regions with the highest number of cooperative societies in Spain; in 2019, Andalusia accounted for 22% of cooperative societies in Spain and 24% of the total employment provided by these organisations. This interest in cooperativism and in the social economy, in general, is also present institutionally, with initiatives such as the Andalusian Pacts for the Social Economy and various programmes to support social economy organisations. The last pact was signed in the midst of the recession in 2011 and its objectives include the promotion of the principles and values of the social economy, support for the creation of sustainable companies, quality employment and economic and social cohesion. As noted above, a number of studies have conducted spatial analyses of cooperativism or its impact on a region [13–17]. Sustainability 2021,13, 609 6 of 16 Sustainability 2021, 13, x FOR PEER REVIEW Figure 1. Evolution of quarterly unemployment rates in Spain and in Andalusia Source: Compiled by the authors using the Economically Active Population Survey published by the Spanish National Statistics Institute (INE). Figure 2. Evolution of at-risk-of-poverty rate in Spain and in Andalusia. Source: Compiled by the authors using the Survey on Living Conditions published by the Spanish National Statistics Institute (INE). However, it is also one of the regions with the highest number of cooperative societies in Spain; in 2019, Andalusia accounted for 22% of cooperative societies in Spain and 24% of the total employment provided by these organisations. This interest in cooperativism and in the social economy, in general, is also present institutionally, with initiatives such as the Andalusian Pacts for the Social Economy and various programmes to support social economy organisations. The last pact was signed in the midst of the recession in 2011 and its objectives include the promotion of the principles and values of the social economy, support for the creation of sustainable companies, quality employment and economic and social cohesion. As noted above, a number of studies have conducted spatial analyses of cooperativism or its impact on a region [13–17]. Cuadrado and Ciruela [14] explore the Andalusian case study, showing how social economy enterprises are becoming increasingly prominent in quantitative terms and in terms of their capacity to provide stable, quality employment, particularly during periods of crisis. In a similar vein, Blanco [16] demonstrates that the negative impact on employment in cooperative societies in Andalusia has been lower than in the rest of the business community during economic recessions. Rodríguez-Cohard, Mozas and Bernal [13] highlight the role of cooperatives in the process of productive change and economic diversification in their study of Bedmar, a small municipality in the province of Jaén. Figure 1. Evolution of quarterly unemployment rates in Spain and in Andalusia Source: Compiled by the authors using the Economically Active Population Survey published by the Spanish National Statistics Institute (INE). Sustainability 2021, 13, x FOR PEER REVIEW Figure 1. Evolution of quarterly unemployment rates in Spain and in Andalusia Source: Compiled by the authors using the Economically Active Population Survey published by the Spanish National Statistics Institute (INE). Figure 2. Evolution of at-risk-of-poverty rate in Spain and in Andalusia. Source: Compiled by the authors using the Survey on Living Conditions published by the Spanish National Statistics Institute (INE). However, it is also one of the regions with the highest number of cooperative societies in Spain; in 2019, Andalusia accounted for 22% of cooperative societies in Spain and 24% of the total employment provided by these organisations. This interest in cooperativism and in the social economy, in general, is also present institutionally, with initiatives such as the Andalusian Pacts for the Social Economy and various programmes to support social economy organisations. The last pact was signed in the midst of the recession in 2011 and its objectives include the promotion of the principles and values of the social economy, support for the creation of sustainable companies, quality employment and economic and social cohesion. As noted above, a number of studies have conducted spatial analyses of cooperativism or its impact on a region [13–17]. Cuadrado and Ciruela [14] explore the Andalusian case study, showing how social economy enterprises are becoming increasingly prominent in quantitative terms and in terms of their capacity to provide stable, quality employment, particularly during periods of crisis. In a similar vein, Blanco [16] demonstrates that the negative impact on employment in cooperative societies in Andalusia has been lower than in the rest of the business community during economic recessions. Rodríguez-Cohard, Mozas and Bernal [13] highlight the role of cooperatives in the process of productive change and economic diversification in their study of Bedmar, a small municipality in the province of Jaén. Figure 2. Evolution of at-risk-of-poverty rate in Spain and in Andalusia. Source: Compiled by the authors using the Survey on Living Conditions published by the Spanish National Statistics Institute (INE). Cuadrado and Ciruela [ 14 ] explore the Andalusian case study, showing how social economy enterprises are becoming increasingly prominent in quantitative terms and in terms of their capacity to provide stable, quality employment, particularly during periods of crisis. In a similar vein, Blanco [ 16 ] demonstrates that the negative impact on employment in cooperative societies in Andalusia has been lower than in the rest of the business community during economic recessions. Rodríguez-Cohard, Mozas and Bernal [ 13 ] highlight the role of cooperatives in the process of productive change and economic diversification in their study of Bedmar, a small municipality in the province of Jaén. Meanwhile, Galdeano-Gómez, Pérez-Mesa and Godoy-Durán [ 15 ] focus on the southeast of Spain and reveal the ways in which cooperatives can generate synergies combining different dimensions of sustainability, showing the relationship between cooperativism and territory. Similarly, Pérez and Valiente [ 17 ] also study the case of Andalusia and demonstrate that cooperative societies display closer ties with the places in which they operate than more conventional companies, so it is particularly valuable to include them in territorial development policies. Based on the results of the aforementioned studies, which have shown the capacity of cooperative societies to maintain stable, quality employment, their closer links to place, which allow them to respond more efficiently to the community’s needs, and their rela- Sustainability 2021,13, 609 7 of 16 tionship with sustainability, this study aims to provide a tool for the application of local development initiatives, policies and strategies for sustainable territorial development involving cooperative societies. In order to do this, however, we must take into consideration the territorial diversity present in Andalusia [ 53 – 56 ]. The Andalusian Regional Development Reports (IDTA) are highly illustrative in this respect, determining and differentiating levels of development in different areas of Andalusia based on their resources and their socioeconomic and environmental conditions. The latest (third) report aimed to provide an overview of territorial development in Andalusia and its evolution over time on the basis of three key components: environmental or natural, economic and social [ 56 ]. The report identified different territorial areas in Andalusia based on their level of development, including coastal and urban areas with dynamic economies and environmental pressures, predominantly highland areas with environmental and social resources but low economic activity and areas with high employability and moderate environmental and social resources [ 56 ] (p. 330). This diversity demonstrates the need to consider the particular characteristics of each region when applying development strategies and policies to Andalusia. Performing a spatial analysis of cooperativism, this study makes a methodological contribution by adapting the shift-share analysis [ 57 ] to allow an assessment of the proportion of cooperative societies in relation to the total number of companies and obtain a more detailed overview of cooperativism in Andalusia. As a spatial effect, the municipalities where cooperativism displays a competitive advantage relative to the autonomous community of Andalusia were identified. The equation defining the spatial effects for each municipality is: g−G= j ∑ k=1 ek(Gk−G)+ j ∑ k=1 ek(gk−Gk)(1) where g is the level of cooperativism in a specific municipality in Andalusia and G is the level of cooperativism for the region of Andalusia as a whole, the effects break down as follows: Ci Ti−CA TA = j ∑ k=1 Tki TiCkA TkA −CA TA+ j ∑ k=1 Tki TiCki Tki −CkA TkA (2) where i is the municipality under study, A is the autonomous community of Andalusia, k is the productive sector, C is the number of cooperatives and T is the total number of companies. The difference between the level of cooperativism in a municipality—measured as the proportion of cooperatives in the total number of companies—and the level of cooperativism in Andalusia as a whole g−G=Ci Ti−CA TAcan be broken down into two effects: 1. a structural effect ∑j k=1ek(Gk−G)=∑j k=1 Tki TiCkA TkA −CA TA , owing to the productive composition of cooperativism in the municipality compared to Andalusia overall, or in other words, to the proportion of cooperatives in different productive sectors, and 2. a residual or differential effect ∑j k=1ek(gk−Gk)=∑j k=1 Tki TiCki Tki −CkA TkA  , which represents the comparative advantage for cooperativism compared to Andalusia as a whole, that is, whether the municipality has specific characteristics that give rise to higher levels of cooperativism in comparison with the rest of the region. If this residual or differential effect is positive (gk>Gk) , then municipality ihas a comparative advantage for cooperativism; on the contrary, if it is negative (gk<Gk) , there is no comparative advantage compared to the rest of Andalusia. This study focuses particularly on the second residual or differential effect, also referred to as competitive, which compares the proportion of cooperatives in a municipality with the total number of companies with that value in Andalusia for each of the productive sectors. If the effect is positive, the municipality offers location benefits for cooperativism Sustainability 2021,13, 609 8 of 16 in relation to the region of Andalusia as a whole. For example, a productive sector in a particular municipality may experience specific socioeconomic characteristics that encourage the presence of cooperativism, so that area will offer a series of benefits compared to the rest of the region. Subsequently, local Moran’s I was applied to the results obtained to identify the environments that were favourable to this competitive effect, where positive synergies occur as a result of the location benefits for cooperativism that are present. This indicator is a local indicator of spatial association (LISA), which allows spatial groups or clusters to be obtained for a specific variable. In this case, the application of this indicator served to identify favourable environments for cooperativism. Here, ”favourable environment” refers to a specific group of adjoining municipalities that may share economic and inter-territorial synergies. Identifying these environments provides justification for the implementation of local development initiatives, policies and strategies to promote sustainable development in Andalusia, with cooperative societies acting as agents or promoters of this development. The local Moran’s I, which is calculated for every municipality in Andalusia, i, is defined as follows [58]: Ii=(yi−y) ∑n i=1(yi−y)2/n∑n j=1wijyj−yf or i 6=j What occurs in i , in relation to the reference variable, is a function of the values of the variable in its neighbouring or nearby locations, j. In other words, the aim is to calculate the local Moran’s Ifor each municipality, determining the degree of similarity between the municipality and its neighbours. When applying the indicator, a first-order spatial lag with queen-type contiguity was used; that is, municipalities are considered to be adjacent or adjoining when they have a point in space in common. This local indicator is standardised [ 59 ]: Z(Ii)=Ii−E(Ii) √V(Ii) ~N (0,1), where E(Ii) is the mean value of Ii and V(Ii) is its standard deviation. If Z ( Ii ) is statistically significant, the existence of a specific spatial cluster or group can be confirmed. The results are displayed on a map, which shows the clusters produced when a municipality with a high (or low) value for the variable is close to municipalities with values that are also high (or low)—areas with similar values— and atypical or extreme values —areas with different values— [60]. The methodology employed here is of particular interest as it is based on the premise that Andalusia is highly diverse and takes into consideration the spatial location of the data within the region. With regard to the data used, the study focused on the variables ”number of cooperative societies” and ”total number of companies”, with data corresponding to all 770 Andalusian municipalities for 2015. As well as the total, data were also obtained for these variables by productive sector (Table 1). All data were sourced from the Directory of Companies and Establishments held by the Institute of Statistics and Cartography of Andalusia (IECA), with the exception of the data for the primary sector, which were taken from the 2009 Agricultural Census available at the IECA. This is due to the limited nature of the data collected by the Directory of Companies and Establishments, which does not cover organisations without physical premises. Sustainability 2021,13, 609 9 of 16 Table 1. Main statistics. n = 770 Minimum Maximum Average Standard Deviation Primary sector cooperatives 0 55 1.04 3.797 Industrial cooperatives 0 27 1.49 2.463 Construction cooperatives 0 54 0.61 2.744 Service cooperatives 0 284 3.46 14.069 Total cooperatives 0 361 5.56 18.328 Primary sector companies 0 4759 319.62 419.925 Industrial companies 0 2073 41.05 127.495 Construction companies 0 3017 56.01 199.891 Service companies 0 43,366 514.61 2353.408 Total companies 7 48,629 931.29 2763.586 Source: Compiled by the authors based on Institute of Statistics and Cartography of Andalusia (IECA) data. 4. Results and Discussion This study has identified areas with positive synergies that provide comparative or competitive advantages compared to Andalusia as a whole. These municipalities offer location benefits for cooperativism due to their specific characteristics, and this is referred to as a positive residual or competitive effect. Analysis of this differential effect on cooperativism—obtained by measuring the proportion of cooperatives relative to the total number of companies in a specific municipality— shows that around 47% of Andalusian municipalities display a positive effect (Figure 3), indicating the existence of certain factors that act as location benefits for cooperatives in comparison with the rest of the region (on the key to Figure 3, these are the municipalities with an effect ≥0). With regard to the intensity of this effect, or in other words, the degree of competitive difference between the municipality and the rest of the region, a particularly significant positive concentration was found in municipalities in the provinces of Huelva, Almeria and the north of Cordoba, among others, which displayed a marked comparative advantage for cooperativism compared to the rest of the region due to their specific characteristics (Figure 4). Sustainability 2021, 13, x FOR PEER REVIEW Figure 3. Residual or competitive effect on cooperativism. Source: Compiled by the authors. Figure 4. Intensity of the residual or competitive effect on cooperativism. Source: Compiled by the authors. Once this concentration of the positive residual effect had been noted, local Moran’s I was applied to determine whether there were any behavioural patterns—spatial clusters in the region of Andalusia—based on this competitive effect. The results obtained (Figure 5) show that there are spatial clusters in municipalities in the north of Cordoba, in rural Seville, in Huelva and in rural Almeria. A local spatial self-correlation with high values (high–high cluster) was found in only 31 of the 770 municipalities. This may indicate that these clusters offer significant location benefits and dynamic spaces for cooperativism in comparison with the rest of the region, demonstrating their immense potential for contributing to sustainable territorial development. Figure 3. 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