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1 The socio-economic impact analysis of cultural capital: a new assessment of the effect. Youn Sun Won 1 Erasmus University, Rotterdam Abstract The public investment on arts and culture has been considered in recent decades for policymakers as an important way to make a region innovative and creative. Almost every country and local government competitively shows willingness to convene a big cultural event as a chance to bring the economic growth to the region as well as to strengthen social cohesion. The former is as sources of growth related to the shift of economies, to focus on tourism. Such a fathomed impact is mainly about economic capital and can be viewed as an exogenous effect that pumps a local economy instantly. Conversely, there are negative effects as well such as empty spaces after the big event requiring huge maintenance costs. In order to overcome the drawbacks, local government should ponder complementary measures after the big event. That may account for the sustainable development of a local area. When it comes to the latter, it should be considered in the frame of social and cultural capital with quantitative data. As a matter of fact, this effect is hard to estimate and recognize directly in generic approaches. Nevertheless, in this paper we try to figure out a new approach to evaluate impact of cultural capital on a regional balance and economic activity in the creative economy context by articulating case studies of Seoul city government and Amsterdam city government. Therefore, this study explores a new way to ascertain the endogenous effects of cultural activities with a socio-economic methodology based on interactions, aiming at contributing to the local economy. 1 Youn Sun Won, Ph.D. candidate, Department of Cultural Economics, Erasmus School of History, Culture and Communication, Erasmus University, Rotterdam, The Netherlands, Email: [email protected] 2 1. Introduction The public investment on arts and culture has been relevant for the emergence of the creative economy in recent decades. Creativity is inspired and nurtured by cultural capital, and creativity in turn generates innovative implementations, inspiring the economy and creative activities. Local governments appeal to the creative economy, and put it up as the way to make the region flourish. The assumption is that cultural capital contributes to the local economic prosperity by cultural activities, and events directed at tourism. Tourism benefits a local economy instantly, both in positive aspects and negative aspects. Negative effects include empty spaces after the big event with large maintenance expenses or a cultural site overwhelmed by commercial facilities. How does a local government retain the halo effect strategically? What should they take into account in determining public investment? Another impact that they may expect is the strengthening social ties in the region. But how can we identify social network? How do we notice a signal of the change in a macro perspective? Is it by mere numbers? Or are there different ways to detect such a social impact? When it comes to impact analysis, the assessment usually focuses on economic impact. The assumption is that this reflects the capacity of cultural capital sufficiently. In order to prevent from being crippled estimation of its capacity, from giving rise to a misconcept, this is dubious. To do more proximate to the qualitative aspects of the creative economy a different approach is needed. In this study we explore a new approach with a cultural economics perspective, and consider how cultural capital influences on social as well as economic activity. To begin with, this paper first defines a framework, comprising five spheres in which different values are distinguished. The next section introduces an interdisciplinary methodology to investigate impact of cultural capital, with a view to identifying relevance amongst the spheres in practice. Third, this study discusses a new way to ascertain endogenous effects of cultural activities and illustrates the method with Korean cases in a comparison with a Dutch case by using of social media networks. 2. Basic Structure for evaluation This study draws on a new economy structure of applied research focusing on qualities in the macroeconomy proposed by Klamer (Klamer, 2016). The structure describes five spheres, Cultural, Social, Market, Governance, and Oikos Spheres. It enables to articulate quantitative analysis as a whole, as it delivers an operating system of the economy. In this study, especially we concentrate on the relationship amongst subjects in the course of generating each value in the creative economy. 3 [Figure 1. The creative economy based on a value-based approach] (Source: Klamer(2016)) [Table 1. Five spheres in a value-based economy] Embedded value How to come about? Cultural Sphere Cultural value Social Sphere Social value Governance Societal value cultural activities, identity, symbol, aesthetic, heritage, music, performing arts, painting, sculpture friendship, membership, trust, solidarity, social power, network policy, (in)direct supporting, public investment Market Economic value exchange, goods and commodities Oikos Personal value, Shared value family, parenting (Source: Elaborated from Klamer(2016)) The most important here is that this model gives weight to Social sphere more than Market and Governance. This is a different arrangement from a standard economic system. Figure 1 reflects priorities in the creative economic system where selling and buying products on the market is not a top priority, instead, it is more important for people to be aware of value and participate in the production and consumption procedure, and to come about creativity with an aim of the sustainable development. Underlying here is that it is a social environment that makes people creative, even though creativity turns out through individuals (Hall, 1998; Csikszentmihalyi, 1996). 4 This perspective assumes that each sphere functions when valorisation takes place, for instance, cultural capital operates when cultural value comes out. Hence estimation is also available when value comes out. 3. Data collection for Interdisciplinary methodology Following the discussion, this section briefly elaborates the elements of evaluation methodology. For the sake of it, we recall fundamental characteristics of cultural capital, a collection of multi-faceted product. Implicit is that we need an interdisciplinary lens to reflect it instead of a single-faceted formula. Cultural capital turns out by various kinds of cultural goods such as cultural activities, paintings, music, and design and so on. As noted above, it activates only when people realize its value. This logic has been applied to tourism as well. To get an attention of people sellers exploit cultural properties in a variety of ways with or without recognition of cultural value. When people, for instance, don’t recognize cultural value of a historical site, the place would be considered simply as an old-fashioned and abandoned field, without any appreciation of the symbolic meaning. This is about the question of which value people are aware. In this sense, social media data offers a strong advantage in collecting data in real-time as well as containing what is important to social sphere in practice, therefore, it enables to find relevance underneath the surface amongst the five spheres, and prevents from being lost in pushmi-pullyu information. With regard to relevance, context analysis should be performed in advance. In so doing, this study uses secondary data, too. In the process, it should be designed with caution, however, given the two different data sources, with considering compatibility between datasets. As analyzing quantitative data with different angles instead of a single account, to construct an analytical ground, we set up a threestage approach: first, interpretation of local properties from secondary data, second, big data analysis with social media network data, third impact analysis as an overall perspective. 4. Application: Korean cases Overview It notes that Figure 1 and Table 1 deliver a general context, as aforementioned, the two diagrams matter valorisation, which focuses on the question what is important to each sphere. It, therefore, calls for the accounts of local context in order to circumvent overgeneralization of the approach, for the reason that contribution of cultural capital is determined by a local context. 5 I introduce two examples of Seoul Metropolitan City in South Korea. In the nation, economic and social infrastructure mainly has been developed by government’s initiatives. It stems from a historical background, in a political and economic context it could be interpreted as the ‘infant industries’ phenomenon (Klamer, 1996) 2. Governance has had a role of mediator, fund raiser, policy maker, and administrator. Seoul consists of twenty five districts. In collaboration with city government, each district (called Gu) manages the jurisdiction. Amongst them, Jung-gu offers good examples that can be projected onto the new economic system. Jung-gu is located in the centre of Seoul and functions as a centre of finance, public administration, tourism, and industries. Historically they hold a considerable amount of cultural sites such as palace, streets, Seoul fortress wall, houses and historical buildings. There are a variety of local markets and many small and medium size firms based on manufacturing industries. Moreover, the district functions as a centre of tourism; according to a recent data based on 2013, about 78 percent of foreign visitors contribute to the valorisation of economic value as well as cultural value (Stat.junggu.kr, 2013). Along a boulevard shopping streets are overwhelming and brand-new buildings in which mainly headquarters of companies and banking industries are agglomerated put on airs of modern business and cultural city, though, behind them the old town struggles to breathe. A high density of old-fashioned industries and a conventional infrastructure of small local markets don’t seem to be very fanciful in urban design. In Jung-gu, and thus, multiple layers of crowd coexist, which means that they have tangled relationships. Figure 2 sketches the air of the district in brief. [Figure 2. Coexistence old and new buildings and streets] (Source: Junggu.go.kr) Tasks of jurisdiction, therefore, are to make a well-arranged balance between the two contradict but coexisting areas, as remaining the unique atmosphere. Recently, in addressing the creative economy, Jung-gu has been challenging a transformation into a creative region, facing with the continuous economic recession. The local government has promoted two directions: urban revitalization through 2 Trading Culture: Gatt, European cultural policies and the transatlantic market, Boekman Foundation, Amsterdam, 1996. 6 cultural capital, and urban regeneration for consolidation of social interaction, for the sake of sustainable development of the local economy. One consistent focus is on revitalization of the overall atmosphere and spillovers from cultural capital. It appears to be subtler, though. Two examples of this district articulate each of direction, respectively. Structuralization Case 1. G 3- Urban revitalization The one example that I would introduce is Jeong-dong revitalization project. Jeong-dong is a specific street where cultural heritage of the nineteenth century are agglomerated. Geographically the location is in the very centre of Seoul, now it functions as a business and public service area. Hence it doesn’t seem that people who stay in the area are living there. In this section, we structuralize its current conditions according to the value-base approach, and put forth how each value comes about. In Cultural sphere, it matters the valorisation of cultural value. Jeong-dong, surrounded by skyscrapers, contains not only cultural heritage of the nineteenth century but also historical stories of Seoul so that a unique ambience exists. Nevertheless people recognize the area not so much through cultural value as through a centre of public organizations, banking industries, and domestic press companies. Facing with the problem, local government (Governance sphere) postulated the cultural site in order to make people realize cultural value embedded in the street. They organized a special program to invite people to the street, and to feel the symbolic ambience, Jeong-dong Culture Night (means taking a walk at night) in Korean context, as the presence of historical sites itself didn’t attract people. The program has been designed since 2014, and kicked off in 2015, with cooperation between public organizations such as foreign embassies in Jeong-dong 4. It is held every May. Moreover, important here is the argument that what determines public investment and a way to support. Recently, many governments have been changing a supporting way from direct, for instance, subsidy, an archetypal way, to indirect ways such as lowering regulations, helping out public administrative procedures or offering tax reduction. In case of this, the target capital could not be evaluated on market, but could valorise its societal value so that governance had to get initiatives first, however, once the process settles down, they would have to promote citizens to do self-organized civic engagement. To find a balance in opportunity and support requires sensitivity that is usually too much for our pragmatic politicians (Klamer, 1996). In the standard economic perspective, several commentators would estimate its value by transactions such as real estate or high rental costs from buildings. In the value-based perspective, yet, this becomes a quite different story. Local administration invested 1.7 percent budget of a whole financial support for 3 The author labels G1 denoting Governmental project case. In this area, national agencies, foreign embassies, governmental organizations are concentrated. Hence, it is, in fact, impossible for social sphere to get access to promote a collaborative project. 4 7 local regeneration projects. In measuring outcomes, according to Figure 1, societal and cultural value largely should be considered in the separation of economic value. Leading endogenous innovation, Social sphere is expanded by social interaction, which needs common ground or shared value. The location is more or less business area so that most of the crowd are employees, who might have less willingness to appreciate or be aware of social spirit or identity. Thus, in case of this, not only people who are working in this area, but also a variety of crowd should be considered. Market sphere, which is originally about the exchange of products, functions when it valorises economic value. Economic value accruing to private goods matters. Basically economic value that the place holds is, at best, real estate one, though, we acknowledge that the place conveys more than economic value. Additionally, if this operates well, tourism might be considered as valorising economic value. Oikos denotes home where people realize personal values related to family life or private lifestyle. Only when people realize value, and contribute to each other, its value embedded in Oikos valorises. In this category goods exist not to be owned, but to be shared. Case 2. G2- Social consolidation The other example is about an old industrial town, called Euljiro. Located in the centre of the district, pressed between high buildings and tangled small and old enterprises which have been running manufacturing businesses, the street concerns Korean modern industrial period since the Korean war. [Figure 3. Euljiro urban regeneration site] (Size of the site: 578,871 ㎡, source: Jung-gu) 8 The site, literally saying, has been floating between unclear developing schemes in the political context, and more or less getting out of hand. Complicated ownerships on real estate disabled to make a consistent urban planning concrete. Retaining the obsolete infrastructure, the tangled stores still run their businesses with narrow advantages of cheap rental costs, and centred location. In Cultural sphere, as a matter of fact, contrary to Jeong-dong, nothing can be found as cultural heritages such as buildings, gates, or statues and so on. Instead, iron, tile and electrical factories remain, holding the ‘hard’ and ‘blue collar’ atmosphere of the industrial site. Recently, the local government put an intention in a scheme to safeguard the ambience by introducing cultural capital to this area, desiring social inclusion and inner city regeneration. Tempere, for instance, provides a successful example that a city transformed into a creative city, remaining the old factories as heritages of the city’s identity (Van Der Borg et al, 2005). Amsterdam is also a good example that presents a successful creative urban transformation. People (Social sphere) who stay in this area are mostly retailers. The area was more or less excluded from elegant city life or flourishing cultural backgrounds even though the location is in a centre. A crowd of them, therefore, don’t matter culture and nor do matter creative industries. In case of this, to pull out social sphere in the front line, it is not enough to change the outdated hardware, being required to strengthen social interaction amongst them in the creative economy context. In Governance sphere, local administration organized a two-stage urban development planning in the context of creative economy. The first stage is to encourage people to realize cultural value such as local identity of the site. Renting out six empty stores, the local administration let the space out to young artists for temporary use, with a focus on branding the working class airs, and arranged a guided tour program regularly in order to get attention from Social sphere. On the one hand, local government categorized tangled manufacturing businesses into five industrial categories: light, tile, tools, sewing, and molding. Improving physical infrastructure, revitalizing through cultural activities, governance plays a role to generate impact for the regional development. On the other hand, by lowering regulations, they support renovation projects of the old complex. With regard to Market sphere, as the original function still operates, economic value is generated. Through the overall public investment, industries in this area expects to boost their businesses, accordingly, economic returns would turn out economic value. In Oikos, value might come about in a secondary stage, for instance, people who work here share values at home, however, in this case it functions in the background. Impact analysis When it comes to measurement of regional imbalance, the existing index such as Gini’s coefficient, GRDP (Gross Regional Domestic Product) or Cost-benefit model has been commonly used in economics. However those approaches, according to Figure 1, matter simply economic value embedded in economic capital. In the creative economy, those cannot include a variety of value-motivated behaviour, 9 which is determined by the dynamics of interaction rituals (IRs). Thus it should be considered in a different sphere (Collins, 2004; Durkheim 1964). It, therefore, requires an alternative impact analysis model including the social and cultural context. This study collected a cross-sectional data to assess the relation of multi-faceted factors of cultural capital, with a macro-economic perspective. We use industrial data to measure the agglomeration degree from LQs (Location Quotients), from which we determine what kind of people agglomerate in Jung-gu, and datasets related to labour markets to investigate regional economic activity rate. This is the first step of impact analysis. Step 1. Defining physical space: local context and industrial agglomeration from secondary data Every region has a unique context, which exerts its discourse to determine whether something to become meaningful or not. In general, the context is created by mainly people who stay in that area. Thus to investigate the crowd of a region provides an important signal. To begin with we calculate LQs to verify industrial agglomeration. Location quotients measure the concentration of a sector or occupation in the economy of a given city compared to the national average. The indicator provides industrial specification of a region relative to national employment. Following this, we infer the occupational concentration, that is, we can decide what kind of people gather in a region. Where: ei =Local employment in industry i, e=Local total employment, Ei =Reference area employment in industry i, E=Reference area total employment. An LQ of over 1.0 in mining means that there exists a specific concentration which is higher than average in that region, which denotes the specific labour force of the region, whereas an LQ below 1 indicates below average levels of specialization. With the Korean examples, we can get LQs of Seoul Metropolitan City as below. According to Figure 4 and Figure 4-1, in Seoul Metropolitan City, nine(in 2015) or ten(in 2013)industries present specific agglomeration. Amongst them, Information and communications industry is the most highly concentrated as the proportion 2.48(in 2013). Professional scientific and technical activities, and Financial institution and insurance industries are followed as 1.79 and 1.65 respectively (in 2013). Although arts business sector doesn’t result in the meaningful level, mostly creative industries are specified. In addition, during two years, it is not observed a distinct decrease in the labour force. 10 [Figure 4. Industrial agglomeration(LQ) of Seoul (2013)] (Source: Elaborated from stat.seoul.go.kr/ kostat.go.kr) [Figure 4-1. Industrial agglomeration(LQ) of Seoul (2015)] (Source: Elaborated from stat.seoul.go.kr/ kostat.go.kr) 11 [Figure 5. Economic activity rate (2013 and 2015)] (Left) analysis in 2013 2015.11 2015.09 2015.07 Employment rate Unemplyme nt rate(%) 2015.05 2013.11 2013.09 2013.07 2013.05 2013.03 2013.01 Unemplyme nt rate(%) Economic Participatio n rate (%) 2015.03 Economic Participation rate (%) 70.0 60.0 50.0 40.0 30.0 20.0 10.0 0.0 2015.01 70.0 60.0 50.0 40.0 30.0 20.0 10.0 0.0 Employmen t rate (Right) analysis in 2015 (Source: stat.seoul.go.kr) Even though the continuous economic recession, the economic activity rate in 2013 remains constant through 2015. The question is whether a socio-economic change takes place. Can we find an indicator which is more attuned to socio-economic conditions in the transitional city? Jung-gu is indeed the smallest one in the whole jurisdiction, yet the district holds the largest share in terms of the number of firms, as Figure 6 indicates. In addition, the number of floating population is about 11 millions per day in average based on data in 2013. For one thing, Gangnam-gu is a rising star where people and many industries gather. [Figure 6. Industrial proportion of Jung-gu in Seoul] 8.3% 8.0% 13.5% 8.1% rest Junng-gu Gangnam-gu (Left) ratio: the number of firm (Right) ratio: the number of employees (Source: Elaborated from stat. Junggu.seoul.kr/ stat.seoul.go.kr/ kostat.go.kr) 12 [Table 2. Industrial proportion of Jung-gu in Seoul] Classification Total Agriculture, Forestry and fishery Manufacturing Electricity gas steam and water supply Sewage, waste treatment, resource recycling and environment remediation Construction Wholesale and retail Transport industry Accommodations and restaurant business Publishing, imaging, broadcasting and communications information and service industries Finance and Insurance industry Real estate and Rent business Professional science and technology service industries Business facility management and business support service industries Public administration, defense and social security, administration Education service industry Health, social welfare and service industries Arts, sports and leisure related service industries Association and group, fixing and other personal service industry The number of firms ratio to ratio to Jung-gu Seoul 8.3% 0.0% 5.6% 15.4% 17.0% 0.0% 4.9% 0.0% 2.0% The number of employees ratio to ratio to Jung-gu Seoul 8.1% 0.0% 4.3% 7.2% 9.7% 0.2% 6.4% 0.0% 2.1% 0.6% 53.5% 2.6% 9.1% 1.4% 1.9% 15.3% 1.8% 4.8% 4.9% 2.0% 24.9% 3.4% 8.1% 7.4% 2.6% 11.1% 5.0% 6.8% 8.7% 1.9% 2.3% 4.4% 2.0% 12.3% 4.3% 8.4% 10.3% 14.5% 2.2% 9.5% 7.3% 20.9% 5.8% 8.8% 7.5% 0.1% 5.8% 5.5% 15.2% 0.8% 1.0% 0.0% 3.8% 1.6% 2.7% 0.0% 3.4% 2.1% 2.2% 1.0% 2.6% 2.4% 2.9% 4.7% 4.6% (Source: Elaborated from stat. Junggu.seoul.kr/ stat.seoul.go.kr/ kostat.go.kr) According to Table 2, Manufacturing, and Wholesale and retail industries are concentrated in Jung-gu, as indicating over 10 percent, and accommodation and restaurant business ranks the third. In accordance with occupations, the number of employees in Finance and Insurance industries ranks top two in the local area, and shares more than 20 percent to the whole city, while the number of firms of those industries in Jung-gu is less than 2 percent, though. It can be interpreted that the labour force of financial sector concentrates in this area, and financial industrial agglomeration is a significant indicator in estimating the creative capacity as creative professionals are active in a broad range of knowledgeintensive industries such as high-tech and financial services. Additionally, this implies that the presence of creative people does not always follow the firms of creative industries. In the creative economy, to be specific in urban areas, it appears that labour force of creative industries is a more important determinant for employment growth than firms of creative industries. One 13 universal tacit assumption is that cultural activities contribute to generating creativity and innovation, which represents the productive capacity in the creative economy. Firms in the creative industries are more innovative than firms in other industries (Jacobs, 1961; Florida, 2004, Stam et al., 2008). As indicated in Table 2, the labour force comprises a combination of mostly manufacturing, retail, and finance. In the creative industrial category, we can observe that the workforce in professional science and technology service industries presents relatively high, whereas workers in arts, sports and leisure related service industries can be seen only one percent. Even to the whole city, the proportion is more or less close to zero. Findings of Jung-gu: - Compare to the whole city, even if there exists considerable cultural capital, it appears that creative cluster doesn’t exist except for financial and tourism related industries, and that creative people are deficient. However, the local area has the advantage of a good location. In general, metropolitan environments hold intensive social and cultural activity than other cities. Urban environments can benefit the local amenity. Urban amenity effects from cultural capital outweigh any ‘innovation spillovers’ (Bakhshi, Lee, Mateos-Garcoa, 2004). Furthermore, creativity inspires other economic activities as well (Jacobs, 1961). - Manufacturing and retail businesses are distinctly strong, and the working places are mostly outdated. On account of regional context, the notion of urban regeneration should entail social ties amongst working places in the course of transition into a creative place. It is worth noting that the creative industries are very heterogenous, which implies that convergence between mechanics and culture could make a creative results. Moreover, cultural activities generate innovative interactions (Storper and Venables 2004), and physical encounters increases trust and cooperation (Frank, 2014). In this sense, the governmental scheme seems to be a good starting as befitted cultural activities such as design, arts, and crafts. Comparison with civic entrepreneurialism example In addressing a good practice of developing cultural capital, this paper compares the city of Amsterdam in brief. In so doing, we recall the value-based approach referred as Figure 1 and Table 1. Amsterdam Metropolitan city is one of the representative creative urban places. They hold tremendous cultural capital (Cultural sphere), define the role of ‘creativity’ in the part of a broad set of policies, and inspire citizens as city-makers (Social sphere) in promoting them. In the urban regeneration, the city government (Governance) focuses on the valorisation of creativity and civic engaged urbanism at the local level, rather than a powerful-state-led-scheme, whereas, in 1980s and 1990s the urban development was carried out through the authoritative power of the central government, and powerful bureaucracies (Savini, 2012). 14 After the credit crunch in times of austerity, the local government (Governance), appealing to creative economy, has highlighted on more self-organized and small-scale civic led projects aimed at triggering spatial change for the sake of the urban regeneration, in turn, it functions as a magnet to attract creative people, accordingly generates new markets (Market sphere) beyond tourism. Figure 7 presents that Arts sports and recreation related services in Amsterdam is the most specified, indicating 3.17, while in Seoul Information and communications industries are the most agglomerated. Other creative industries such as information and communications or professional scientific and technical activities are also highly concentrated. [Figure 7. Industrial agglomeration(LQ) of Amsterdam and Seoul (2015)] (Source: Elaborated from stat. Junggu.seoul.kr/ stat.seoul.go.kr/ kostat.go.kr/ LISA.nl/ oscity.nl) Step 2. Finding underneath the surface: Social media analysis from Big data The fundamental reason why social network is important is that networking generates intralocational interactions amongst firms and workers. A notable tacit as well as a question has been about the value of social networking. Literatures across sociology have researched into ways of making it much visible and measurable. What if people can estimate the result of social networking? What can we infer from it? Could people sell and buy it? Implicit is the assumption that the indirect effects are detectable as the firms that are better connected in social networks perform better across a range of performance measures. Other empirical evidence shows that according to a research on the U.S region, there is likelihood that dealmakers have an organizing effect on local social capital, yielding specific kinds of benefits for the firms to which they become affiliated (Kemeny et al., 2015). Hence, social networking affects on the economic activity as the unseen way (Klamer, 2004). 15 In the step 2, we focus on networking analysis to determine the effects of cultural capital, as cultural activities increase social interactions. This approach enables to recognize the real network that operates underneath the surface. Social Network Analysis (henceforth referred to as SNA) allows a variety of relationships to be visible and get data from primary source. SNA is useful to figure out patterns of a structure or a micro relation. However, types of relation and the size of graph are so various that, for this reason, comparisons across networks are limited (Scott, 1991). In order to overcome the drawbacks and to detect the signal in the network, this paper endeavours to manipulate a different type of quantitative data, so called big data from social media network. One strong point of big data is, literally saying, able to collect the huge amount of data such as all text that people have been talking online for a whole year. A weak point is that if we cannot clean the huge data properly, too much information would hamper convergence of dataset. In this vein, we employ three filters with regards to geographical, here especially focused on Jung-gu in Seoul, cultural, to be specific, language and local context so that we used two channels of Korean social media networks, and time span, a year. First, we collected data from two different ways such as a global based social media network (Twitter) and a local based social media network (Naver news, Naver Jisik IN). However, for some of reasons, Twitter couldn’t reflect local context, and even the focus was distracted. Accordingly, we selected data from only local based social media. Additionally we considered different context of Korean social media networks, that is to say, a channel (henceforth referred to as Channel A) that G sphere uses is different from that (henceforth referred to as Channel B) S sphere connects. Below is the result of these approaches. [Figure 8. Korean Social media network keyword data analysis (2013)] Channel A (G) (Source: Elaborated from Naver.com, ConciergeSoft) Channel B (S) 16 Left one is the former, and the right one shows the latter. Even though it was written in Korean, at least we could recognize them as image, and we can notice that totally different letters are centred between the two. 5 [Figure 8-1. Korean Social media network keyword data analysis (2015)] Channel A (G) Channel B (S) (Source: Elaborated from Naver.com, ConciergeSoft) When it comes to the difference, a comparison of the results in Governance sphere in 2013 and in 2015, it should note the size of letters. With regard to channel A, in 2013, only political terms are big, the size of other letters is not very distinct, whereas in 2015 non political terms such as new development scheme, education, and cultural issues are meaningfully presented aside from the political matters. The social issues became more diversified, and interests in cultural activities have increased. In accordance with the results of channel B, in 2013 the size of different words is more or less equal, contrary to this, in two years it can be observed that social interests on travel and cultural activities are much increased. What does this lecture us? What can we get the two different data analysis? Comparison with globalised example As aforementioned, in order to analyze social media network in Korean context we selected Korean domestic social media networks. Meanwhile, Figure 9 presents places where people are talking in the social media network on Twitter in Seoul (left) and Amsterdam (right), in which this paper does not 5 The author translated important key words into English in Appendix 1. 17 consider what people are talking, since as noted above, the conversation of Twitter in Seoul does not provide meaningful information that is consistent to a real issue in the local area. Instead, in this section we only give a salience to a frequency of using the global based social network between the two cities. One of the strengths of social media network, it enables to connect people beyond a spatial limitation. According to Figure 9, it can be observed that people in Seoul less use the globalised network than people in Amsterdam do. Needless to say, local context should be an important determinant; be that as it may, it would be somewhat desirable to encourage taking the advantage of social media by making interactions active in a global based perspective, to figure out where and what kind of people meet. [Figure 9. Social media network traffic, Seoul vs Amsterdam (2015)] (Source: Elaborated from twitter, oscity.nl) Step 3. Impact configuration From step 1 and step 2, we investigated impact of cultural capital on a productive capacity and social sphere. To this end, this study combined secondary data with social media data, and configured the relationship between cultural activities and socio-economic impact. Following the discourse, this methodology provides a complementary and overall illustration. According to Table 3, this study detected a subtle change from Figure 8 and Figure 8-1, whereas, there was no distinct change of economic activity rate between 2013 and 2015 in Figure 5. 18 [Table 3. Configuration] Source Secondary data Social media data Availability Analytic focus Methodology ∙ long-term span analysis ∙ Overall context ∙ Causality / Variable ∙ Generic economic analysis ∙ mid-term and short-term span analysis ∙ Real-time context ∙ Subtle and nuanced analysis ∙ Relationship between economic subjects ∙ Big data analysis ∙ Diverse analysis Findings from social media data indicates that in 2015 people in Seoul get more interests in cultural activities than in 2013. This implies that people have more willingness to spend on cultural goods. In general, during the economic depression, consumption on cultural activities is getting decreased. A similar indicator is observed in Channel A. Public investment on culture is in progress actively. In the financial crisis or economic recession, public supporting for the arts and culture rigorously cuts back, though (Pratt, 2010). In common with other local jurisdictions in advanced capitalist countries, the city government in Korea has highly stressed the transformation into the creative economy since 2013, with a view to contributing to the local economy. As we can see many examples that cities successfully transformed (Landry and Bianchini, 1995;Bontje and Lawton, 2013), specifically these days capturing what is important to Social sphere is an important determinant to evaluate impacts, though, only generic analysis with secondary data provides a limited interpretation. In our approaches, to consider more nuanced and qualitative results, this study has explored combining analyses of social media data, and noticed a signal in the underneath. 5. Conclusion This paper has explored the effects of cultural capital to determine impacts in the real world of the creative economy. A host of qualitative and quantitative studies have highlighted impacts of culture or creative industries. Literatures demonstrated a correlation between economic impact and cultural activities, and that the economic development inspires the development of another cultural capital (Bille and Schulz,2006 6; Cooper et al, 1993; Cwi and Lyall, 1977; Landry and Bianchini, 1995; Radich, 1993; Throsby, 2001, 2013), this study tried to shed light on the overall impact analysis, taking a different perspective to evaluate the capacity of cultural capital, using a value-based approach. 6 Ginsburgh, V., & Throsby, C. D. (2006). Handbook of the economics of art and culture (1st ed.). (Handbooks in economics, 25; Handbooks in economics, bk. 25). Amsterdam: Elsevier North-Holland. 19 It is less likely to be conducive to evaluating socio-economic impacts of cultural capital with a single account, as culture itself is a multi-faceted notion, and cultural capital, creativity, innovation, and even the creative economy can be interpreted differently, depending on different aims and surroundings in a regional context. In generic impact analyses it misses the relationship between invisible hands (as a meaning of determinants underneath) of Social sphere, and a tentative determinant that would affect economic impact, though. Hence, this study has tried to figure out a nuanced change with a new quantitative analysis. In designing the methodology, this paper has combined two different data sources: a regional industrial data to verify the local context and the productive capacity, and social media network data to analyze the effects of social impact as well. Following the discourse, our findings in Korean case indicate that creative industries are agglomerate in Seoul, a primate city. We considered two examples from one of twenty five districts, Jung-gu(district) located in a very centre of Seoul. In that smallest district, ironically there coexist old-fashioned manufacturing industrial complex and tourism, high-technological and financial industrial sectors. During the last five years the local administration has been struggling to regenerate the old town to make a balance (in the endogenous aspect), by increasing awareness of cultural value. Furthermore, organizing socio-economic projects, the local government has tried to revitalize their own ambience through the valorisation of cultural capital, yet the subtle change could not capture only with normative analysis. In accordance with the evaluation, as noted in Table 3, social media data enables to reflect a meaningful signal, and recognize interstices of social and economic activity with a nuanced approach. In Korean society, especially, using local social media has been incredibly popular so that social media data provides a meaningful and nuanced indicator of a change. Two examples mentioned have been going on so far thus, at this interim stage, it would be rash to make a conclusion of the final evaluation. In the course of analysis, we made a comparison with a good practice, Amsterdam case, in order to suggest some implications for the people of Seoul. In practice, economic analyses through an interdisciplinary methodology will make economic researches robust. The limitation of this research is the risk of reverse causality between social media data and secondary data. In conclusion, it notes that this study has been based on the important cultural economic assumption that economic value is distinguished from cultural value, which eventually contributes to economic development. The contribution of this study is to explore a way to diversify data source and methodology beyond generic economic analysis, and to get closer to find out a subtle change of the creative economy by quantitative analysis. Value is invisible, but truly it is valuable to interpret indicator of what people want. More research is needed to uncover the mechanism of cultural capital and to visualize the creative economy. 20 Appendix 1. Words interpretation and local context [Figure 8. Korean Social Media Network keyword data analysis (2013)] Korean English Information 시장 mayor political meaning 시의회 city council political meaning 시청 city hall political meaning 지원 supporting related to political and social issues 문화 culture interests in culture 호텔 hotel interest in travel, culture 부탁 request/ ask exchanging opinions in social sphere 지역 region/ local area interest in local context or travel information 생각 opinion/ thoughts exchanging opinions in social sphere 대학교 university interest in education 마을 town/ village interest in travel, culture or local development 시장 market related to economic and social issues 대통령 president the presidential election took place in December, 2012 21 [Figure 8-1. Korean Social Media Network keyword data analysis (2015)] Korean English Information 시장 mayor political meaning 시의회 city council political meaning 시청 city hall political meaning 지원 supporting related to political and social issues 누리과정 public education system in elementary school level interests in education 예산 budget interest in public service 경제 economy interest in the economy 지역 region/ local area interest in local context or local government 사업 project governmental projects 시민 citizen political meaning 문화 culture interest in travel, culture 여행 travel interest in travel, culture 코스 course interest in travel, culture 22 References Blaug, M. (1980). The methodology of economics, or, How economists explain (Cambridge surveys of economic literature; Cambridge surveys of economic literature). Cambridge etc.: Cambridge University Press. Blaug, M., & Shaw, G. K. (1991). Economics, culture and education : Essays in honour of Mark Blaug. Aldershot etc.: Edward Elgar. 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