Mapping Innovation Priorities and Specialisation Patterns in Europe
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1 Mapping Innovation Priorities and Specialisation Patterns in Europe S3 Working Paper Series No 08/2015 No. 07/2014 Jens Sörvik and Alexander Kleibrink No. 08/ Alexander Kleibrink, Jens Sörvik and Katerina Stancova
2 European Commission Joint Research Centre Institute for Prospective Technological Studies Contact information Institute for Prospective Technological Studies Address: Edificio Expo, C/ Inca Garcilaso, s/n Seville, Spain Tel.: Fax: This publication is a Technical Report by the Joint Research Centre of the European Commission. Legal Notice This publication is a Technical Report by the Joint Research Centre, the European Commission s in-house science service. It aims to provide evidence-based scientific support to the European policy-making process. The scientific output expressed does not imply a policy position of the European Commission. Neither the European Commission nor any person acting on behalf of the Commission is responsible for the use which might be made of this publication. JRC ISSN (online) Spain: European Commission, Joint Research Centre, 2015 European Union, 2015 Reproduction is authorised provided the source is acknowledged.
3 Mapping Innovation Priorities and Specialisation Patterns in Europe Jens Sörvik and Alexander Kleibrink European Commission, JRC-IPTS, Seville (Spain) S3 Working Paper Series n 08/2015 January 2015 S3 Platform, JRC-IPTS Abstract Mapping public innovation priorities is important for policy makers and stakeholders, allowing them to explore the potential for collaboration and to better understand innovation dynamics. This working paper presents original data on innovation strategies for smart specialisation (RIS3) in European Union (EU) regions and Member States, obtained from the Eye@RIS3 open data tool for sharing information on the areas identified as priority areas by 198 innovation strategies. It also contextualises these priorities and specialisation patterns with regard to the concept of smart specialisation. The most common RIS3 priority areas in the EU are energy, health, information and communication technologies, food, advanced materials, services, tourism, sustainable innovation, advanced manufacturing systems, and the cultural and creative industries. The paper also explores the degree to which policy makers are creating unique portfolios of priorities or, in contrast, are imitating one another. We find that few regions have developed similar combinations of priorities. However, there are groupings around a number of popular categories and connected to prioritised EU objectives. Finally, we compare the main areas of planned investment with sectoral data on firms, employment and patents, with the conclusion that the connection between priorities and the economic and innovation structures is weak. Keywords: smart specialisation, prioritisation, innovation policy, open data, structural funds Acknowledgements The authors would like to express their gratitude to a number of colleagues for their kind comments, cooperation and contributions. Many thanks go to Sara Amoroso, Ales Gnamus, John Edwards and Katja Reppel. We are also very grateful to our colleagues who have been working on the development of the Eye@RIS3 tool and the database. 1
4 1. Introduction This working paper presents the first comprehensive mapping of innovation priorities and specialisation patterns in Europe. It is based on an analysis of the current generation of innovation strategies for smart specialisation (RIS3), which are a cornerstone of the reformed European Union (EU) Cohesion Policy. For visualising this information, the European Commission s S3 Platform has developed Eye@RIS3, an open data tool for gathering and diffusing information on the envisaged regional and national areas of smart specialisation ( 1 ). RIS3 are central to the European Commission s effort to foster smart and sustainable growth (European Commission, 2010a). During the current programming period ( ) of the European Regional Development Fund (ERDF), regional and national authorities should develop RIS3 in order to ensure effective and efficient investments in research and innovation (R&I) (European Commission, 2010b). One essential feature of RIS3 is the concentration of funding on a limited number of R&I priorities ( 2 ). The Eye@RIS3 tool provides information on these prioritised areas with the aim of facilitating searching for potential cooperation partners, making potential partners aware of one s priorities and helping regions and countries to identify unique activity niches. We use these data to give an overview of the most common priority areas and to explore the extent to which policy makers develop unique niches and combine priorities in their RIS3. We also explore the extent to which different regions and countries priorities relate to existing innovation. 2. Analytical background: why priorities matter for smart specialisation As part of the Europe 2020 Strategy, the European Commission aims to foster smart sustainable growth within the European Union. RIS3 have emerged as key processes for structural change towards more knowledge-intensive and higher added value activities, and were announced in the Innovation Union flagship (European Commission, 2010a). For the current programming period ( ), regional and national policy makers are required to develop RIS3 before investing ERDF resources in R&I (European Commission, 2010b). The objective of developing RIS3 is mainly to leverage public and private funds towards smart specialisation priorities, which should be identified through an entrepreneurial discovery processes ( 3 ). According to Dominique Foray who coined the term, smart specialisation is the capacity of an economic system (a region for example) to generate new specialities through the discovery of new domains of opportunity and the local concentration and agglomeration of resources and competences in these domains (Foray, 2015). These are then codified in RIS3. According to the ( 1 ) ( 2 ) Smart specialisation priorities are areas to build competitive advantage by developing and matching research and innovation own strengths to business needs in order to address emerging opportunities and market developments in a coherent manner, while avoiding duplication and fragmentation of efforts ; see Article 2(3) of the Common Provisions Regulation for the European Structural and Investment Funds (Regulation (EU) No 1303/2013 of 17 December 2013). ( 3 ) A process whereby national or regional managing authorities, together with stakeholders such as research institutions, industry and social partners, identify and produce information about new activities and develop roadmaps to realise the potential. 2
5 Common Provisions Regulation for the European Structural and Investment Funds (ESIF), smart specialisation strategies are national or regional R&I strategic policy frameworks (or part of such frameworks). These strategies define priorities in order to build competitive advantage by developing and matching regions or countries strengths in R&I with business needs; this should allow emerging opportunities and market developments to be addressed in a coherent manner, while avoiding duplication and fragmentation of efforts. RIS3 should be developed in an entrepreneurial discovery process and should include up-stream actions, to prepare regional R&I organisations for participation in Horizon 2020, and down-stream actions, to provide the means of exploiting and diffusing R&I results. Furthermore, RIS3 have to comply with the features of wellperforming national or regional R&I systems with regard to the Innovation Union flagship (European Commission, 2010a). The concept of smart specialisation builds on knowledge accumulated from different Commission services as regards innovation policy development and implementation: the analysis of technological and scientific strengths and how to use them for growth by the Directorate-General Research and Innovation (DG RTD); DG Enterprise and Industry s experiences with cluster policies, sector-specific innovation policies and the Lead Market Initiative (European Commission, 2009); and the work of DG Regional and Urban Policy (DG REGIO) and regional policy makers on regional innovation strategies (RIS) and regional innovation and technology transfer strategies and infrastructures (RITTS) in the early 1990s and continuing until It also builds on academic developments within the areas of regional and innovation policies, including regional innovation systems, economic geography, institutional economics and evolutionary geography (e.g. Asheim et al., 2007; Frenken and Boschma, 2007; Asheim et al., 2011; Boschma and Frenken, 2011). One of the conclusions derived from these theories is that innovation is systemic. The primary agents for innovation are companies, but their potential to innovate is affected by policies, which can make innovation more or less likely. The public sector can support innovation through many different measures, such as fostering skills, altering incentive structures through legislation, supporting research and development through subsidies, acting as lead customers for innovative solutions, etc. However, most innovation results from existing regional capabilities that transform into new industries in different forms. The creation of new industries is influenced by the concept of lead markets. These are countries and regions in which innovation designs are first widely used and demanded by consumers before they diffuse globally (Jänicke and Jacob, 2004; Beise, 2006). The concept of lead markets is related to the idea of choosing specialisation areas. Their starting point is, however, not research and technology or sectoral structures, but demand in certain product markets (which can be influenced by market access, legal frameworks impacting on private and public demand for innovative solutions, etc.). The Lead Market Initiative brought demand-driven innovation policy instruments into EU innovation policy thinking (Aho et al., 2006). In its report on reindustrialising Europe to promote competitiveness and sustainability, the European Parliament stressed again the need to develop lead markets "which aim to promote the market uptake of new products and services living up to societal needs" (European Parliament, 2013: 14-15). This concept of market creation is also important in the context of RIS3 and should not primarily aim to identify and support single innovations produced by projects, but should ideally aim to (co-) create new domains of activities where innovations can be developed and used to modernise traditional sectors or to stimulate the emergence of new market areas (Foray, 2015). Identifying 3
6 existing strengths in R&I, while considering their potential contribution to new domains and lead markets, is an important step in designing RIS3. Although, by definition, not all regions and states can become lead markets, prioritised areas should be considered in the context of EU-wide and global developments and market potentials. For this outward-looking perspective prioritisation is crucial. One of the main challenges when collecting data on these domains or prioritised areas is their multi-dimensional nature. They cover both existing capabilities, address specific target markets and are often related to more abstract EU policy objectives. In the next section, we describe how we dealt with this challenge when developing the tool. However, from historical experience with growth and regional and sectoral policies, we have learnt that policy makers are not well positioned to pick winners, whether companies/sectors or technologies. Therefore, R&I strategies should be developed jointly with entrepreneurs, academics and users/civil society to develop a better understanding of both future and private investment potential. This is something that has been emphasised in the context of smart specialisation through the concept of entrepreneurial discovery (Foray et al., 2009), which builds on the idea of entrepreneurial self-discovery processes in developing countries (Hausmann and Rodrik, 2003). The use of the term smart specialisation to describe a policy concept emerged in the Knowledge for Growth expert group. It was, established in March 2005 by DG RTD to contribute to the Lisbon Strategy process for providing high-level advice on the contribution of knowledge to sustainable growth and prosperity. This expert group was chaired by Commissioner Potočnik, and Dominique Foray was the Vice-Chairman. It argued that research investments in Europe have been overly fragmented, have lacked critical mass and have been plagued by a me too syndrome, which manifested as regions making investments in very similar and fashionable areas such as information and communication technologies (ICT), and nano- and biotechnologies. These areas of investment were often disconnected from actual local capabilities, and, in many cases, based on hopes of developing future industries. Also DG REGIO observed this challenge in its work with RIS and RITTS, as well as DG Enterprise and Industry in the context of politically driven cluster initiatives. The lack of connections between these investments and existing capabilities was probably one of the greatest problems; recent related research underlines this issue by showing that regional innovation, in many cases, begins with a set of existing capabilities (Neffke et al., 2011). The Barca Report contributed to the development of the concept through recommendations for the post-2013 regional development programmes. It emphasised the need to focus on fewer priorities, to be more transparent, to make sure that programme success is verifiable and to better coordinate place-based policies (Barca, 2009). This transformed smart specialisation from a technology and research concept to a place-based concept attuned to regional policy (McCann and Ortega-Argilés, 2011). The innate message of this report was that, if regions opt for similar types of innovation priorities, the outcome will be fragmentation and lack of critical mass, which will prevent regions from developing economies of agglomeration and positive spill-overs. In order to overcome these problems of fragmentation, mimesis and lack of critical mass, great importance has been given to urging regions to foster new activity sectors or industries, by investing in R&I in a limited number of areas with the greatest strategic potential. Because smart specialisation was a challenging new concept for R&I policy, and because investments in R&I were expected to increase considerably in ESIF, DG REGIO and the Joint Research Centre set up the Smart Specialisation Platform at the Institute for Prospective 4
7 Technologies (IPTS) in 2012 to provide regions and Member States with guidance and hands-on support for the development of their RIS3. This guidance material, contains many suggestions as to how regions or Member States can identify the unique characteristics, challenges and assets that will help them achieve competitive advantage and fulfil their potential for excellence ( 4 ). However, at the same time, it emphasises alignment with other EU objectives and the development of priorities that take into account some of these goals as well as synergies between different funding sources. These suggestions may foster herd behaviour once again. As smart specialisation is part of the ex ante conditionalities which must be fulfilled in order to qualify for ESIF, European regions and Member States are, as of 2012, identifying priorities for their RIS3 investments. 3. Developing an open data tool for mapping innovation priorities Eye@RIS3 is an interactive open data tool that gives an overview of the envisaged RIS3 priorities of regions and countries in Europe. The tool gives regional and national innovation communities visibility and an opportunity to be recognised by potential counterparts looking for collaboration in a particular area. The tool also allows comparisons of innovation specialisations across Europe to give a better understanding of emerging competitive niches. Eye@RIS3 has been developed as an open data tool to help strategy development and to facilitate inter-regional and trans-national cooperation, rather than as a source of statistical data. The majority of data have been added by S3 Platform staff and a minority by policy makers themselves. To have priorities listed in the Eye@RIS3 database does not mean that the particular strategy or priorities have been approved by the Commission as meeting the RIS3 ex ante conditionality criteria. Furthermore, the listed priorities have not been verified as being areas of strength. Rather, listed priorities are areas that regions and Member States have identified as domains on which they will concentrate in the upcoming programming period. Many of the activities indicated by the regions and Member States in the innovation strategies are still too generic, as they are not orientated towards economic transformation and have not been developed in an entrepreneurial discovery process. Therefore, more than 60 regional and national governments have to implement Action Plans to fulfil the RIS3 ex ante conditionalities. The listed priorities might therefore still change in a substantial number of cases. Currently, the data consist of priorities from 20 EU countries, 174 EU regions, 6 non-eu countries and 18 non-eu regions. On average, the 218 regions or countries have six priorities each, with the largest number of priorities for any region or country being 17 ( 5 ). Our sample covers around 65 % of the EU s 271 NUTS2 regions, which is the main level at which RIS3 are adopted. In countries without regional RIS3, national data have been added. In total, the sample covers almost all of the EU-28 territory, with the exception of three Italian regions. The database contains data at NUTS1, 2 and 3 levels, since there are large variations in our sample in terms of regional powers and administrative responsibilities for innovation and development policies. However, NUTS2 is by far the most common level at which RIS3 have been adopted. ( 4 ) IPTS (2011), The RIS3 Guide (). ( 5 ) The data used in this paper were retrieved on 5 December 2014, at which time there was almost full coverage across EU Member States. Since then, additional data have been added. 5
8 Regional and national innovation priorities are at the heart of the database. For each priority, we have information on four main categories, as follows: (1) a free-text description of the priority, (2) the R&I capability, (3) the business area and target market and (4) the connection to EU priorities. The first category is a text field that contains a description of the priority area. This field is possibly the most important, since it reflects the wording and description used by the policy makers who wrote the strategies. Many regional and national priorities are not confined to a single traditional sector, but merge cross-sectoral activities and specialised niches. Furthermore, many priorities connect certain regional and national capabilities with broader EU objectives. In order to take this into account, each priority is further described through three main categories (with sub-categories for more specificity). The idea behind these three categories is to capture the R&I capabilities, the business areas and target markets, and the EU s prioritised policy objectives. Our approach cannot perfectly address each aspect of the priorities, but it ensures a user-friendly tool that indicates in which directions regions and states want to develop their R&I priorities. A comprehensive list of these categories can be found in Appendices 1 and 2. The development of the categories research and innovation capability and business areas and target markets is based on NACE 1 and NACE 2 codes and OECD categories, with some modifications. For the category EU objectives, the S3 Platform has created a list of 10 main objectives with around six sub-categories based on the themes emphasised in the Europe 2020 Strategy and the Innovation Union. These cover grand challenges and prioritised policy areas, such as creative and cultural industries, key enabling technologies (KETs)( 6 ), social innovation and the Digital Agenda. The database also contains information on the source of each entry. With regard to data quality, there are a number of caveats. First of all, the data are not yet suitable for econometric analyses, since all entries must be confirmed and double-checked against the final versions of strategies. However, the database is continuously being updated with the aim of having up-to-date information. When the negotiations of Operational Programmes and the implementation of Action Plans are finalised, the data can be fully validated. It must be kept in mind that, originally, the main rationale for developing the tool was to increase transparency and to stimulate contacts between regions and Member States in the field of R&I. 4. Mapping of priority areas In this final section, we map the R&I priorities of 20 EU countries, 174 EU regions, 6 non-eu countries and 18 non-eu regions. We first give an overview of the major areas in which policy makers want to invest and identify patterns. In the second part, we analyse the degree to which regions are planning to invest in the same type of categories. Finally, we compare these priorities with the underlying economic structure in order to explore the extent to which regional priorities reflect actual regional capabilities. ( 6 ) These are constituted of the six categories of Advanced manufacturing, Advanced materials, Industrial biotechnology, Micro/Nano-electronics, Nanotechnology and Photonics. 6
9 4.1 Most common categories of priorities In this section, we discuss the 10 most common priority categories, as well as their share of the total number of priorities. In general, we observe that priorities in the main categories are more common than any of the priorities in the sub-categories. There are two main reasons for this. First, it is difficult to encode multi-faceted innovation priorities at more finely grained levels. Second, when policy makers encode their priorities, they often resort to broader categories but provide more details in the free-text description. The most common priority in the main categories of research and innovation capability and business areas and target markets, is manufacturing and industry (see Tables 1 and 2), probably because this sector encompasses large parts of the economy. Moreover, an important goal of smart specialisation is to stimulate R&I activities linking industry and research, in order to create structural change. With regard to the sub-categories, food, power generation/renewable sources, health, biotechnology and motor vehicles are the most common priorities (see Tables 4 and 5). Some of the more top-down policies within the main category EU objectives, such as sustainable innovation, public health and security, KETs ( 7 ) and Digital Agenda, are much more common than others (see Table 3). Thematic objectives, from Operational Programmes, set the targets for these broader EU objectives, which also influence planned investments. Table 1: Number of priorities within the main category research and innovation capability Name of priority category No of % of total observations priorities Manufacturing and industry % Information and communication technologies (ICT) % Energy production and distribution % Agriculture, forestry and fishing % Human health and social work activities % Services % Creative and cultural arts and entertainment % Tourism, restaurants and recreation % Transporting and storage % Construction % Grand total % ( 7 ) This is a top-level domain that brings together the six key enabling technology domains of Advanced manufacturing systems, Advanced materials, Industrial biotechnology, Micro/Nano-electronics, Nanotechnology and Photonics as subcategories. 7
10 Table 2: Most common priorities within the main category business areas and target markets Name of priority category No of % of total observations priorities Manufacturing and industry % Human health and social work activities % Energy production and distribution % Information and communication technologies (ICT) % Tourism, restaurants and recreation % Transporting and storage % Services % Agriculture, forestry and fishing % Creative and cultural arts and entertainment % Construction % Grand total % Table 3: Most common priorities within the main category EU objectives Name of priority category No of % of total observations priorities Sustainable innovation % KETs % Public health and security % Digital Agenda % Cultural and creative industries % Blue growth % Service innovation % Specific local policy priority % Social innovation % Aeronautics and space % Nature and biodiversity % Grand total % By comparing the three main categories detailed in Tables 1 to 3, differences in how the priorities are described can be observed. For example, ICT, services, creative industries, and agriculture, forestry and fishing are most frequently described as R&I capabilities, whereas health-, tourismand transport-related priorities are more frequently described as target markets. These observations could be interpreted to emphasise the importance of support for economic areas that, in turn, could function as a means of renewal for other sectors, whereby the knowledge from these sectors would stimulate renewal in more traditional sectors (with the possible exception of agriculture). Food production is the most common priority of the sub-category of business areas and target markets and is related to agriculture (see Table 5). With regard to priorities within the subcategory of EU-objectives, these also partly reflect the ambition to invest in sustainable innovation, KETs, health and ICT (see Table 6). 8
11 Table 4: Most common priorities within the sub-category of research and innovation capability Name of priority category No % of total priorities Power generation/renewable sources % Biotechnology % Motor vehicles and other transport equipment % Human health activities (medical services) % Machinery and equipment % Basic pharmaceutical products and pharmaceutical preparations % Food, beverage and tobacco products % Crop and animal production, hunting and related service activities % Computer, electronic and optical products % Nanotechnology and engineering % Grand total % Table 5: Most common priorities within the sub-category of business areas and target markets Name of priority category No % of total priorities Food, beverage and tobacco products % Human health activities (medical services) % Energy distribution % Power generation/renewable sources % Machinery and equipment n.e.c % Motor vehicles and other transport equipment % Basic pharmaceutical products and pharmaceutical preparations % Biotechnology % Other manufacturing % Computer, electronic and optical products % Grand total % Table 6: Most common priorities within the sub-category of EU-objectives Name of priority category No % of all priorities Public health and well-being % Sustainable energy and renewables % Advanced manufacturing systems % Advanced materials % Industrial biotechnology % Eco-innovations % Smart green and integrated transport systems % Resource efficiency % Food security and safety % Development of regional cultural and creative industries % Sustainable agriculture % Grand total % The most common priorities are similar for the sub-categories research and innovation capabilities and business areas and target markets and are as follows: energy, biotechnology, health and food. However, their roles seem to differ (see Tables 4 and 5). Power generation, biotechnology and 9
12 motor vehicles are more often described as capabilities, whereas food, health and energy distribution are more important as markets. They seem to be related to the sub-categories of EUobjectives of health, sustainable energy and advanced manufacturing and materials. As part of this review, we have also performed a search of the priority names/descriptive text fields in order to identify the most common themes and their frequency (see Table 7). The most common themes that emerged were energy, health, food, ICT and materials. This is very similar to the categories identified above, but with an increased importance of food and tourism. Table 7: Most common names/descriptions Name No % of all priorities Energy % Health % Food % Materials % Information and communications technologies (ICT) % Tourism % Service % Sustainability % Creative sectors % Manufacturing % Overall, the most commonly cited priority categories are energy, health, food, materials and ICT. 4.2 Distribution of different priority combinations We have also explored the extent to which regions have the same combinations of priorities and whether or not these combinations follow a standardised set of choices. Initially, to attain a more detailed picture, we analysed the commonalities among sub-categories. In order to carry out this analysis, we created a search scheme consisting of the six most common sub-categories. Some overlaps exist between the capabilities and markets categories, since these use the same category names in the Eye@RIS3 database; we have merged these in a umbrella terms. The most common sub-categories are summarised in Table 8. Table 8: Most common priority sub-categories Name No % of total priorities Public health and well-being % Sustainable energy and renewables % Advanced manufacturing systems % Food, beverage and tobacco products % Power generation/renewable sources % Advanced materials % 10
13 Share of regions & countries in sample We use this scheme of the most common priority sub-categories to explore how many of the regions have chosen these priorities and the extent to which their priorities belong to any of these categories. Figure 1 illustrates the distribution of regions and countries according to their share of priorities related to the most common priority sub-categories. A typical pattern is to have 30-39% of priorities connected to any of the six most common subcategories, which is true for around 23% of the regions and countries in our sample. A value of 0 indicates regions and countries have no priorities related to the most common sub-categories. This subset includes many regions that may have only encoded priorities at the broader category level. At the other end of the spectrum all of the priorities in five regions are related to the most common sub-categories. Out of these, four have either one or two priorities. There is one region with 4 priorities of which all are connected to the most common ones. When reviewing this region more closely, the priority mix seems to be fairly broad in its definitions. Figure 1: Share of regions and countries and degree of correspondence with most common subcategories 60% 50% 40% 30% 20% 10% 0% 0%-33% 34%-66% 67%-100% Degree of correspondence with most common sub-categories Note: This figure is based on data from 218 regions and countries from the Eye@RIS3 database. The y-axis is the share of all regions and countries in the database (n = 198). The x-axis depicts the degree of correspondence of regional and national priorities with the most common sub-categories. While some priority categories are more popular than others, we do not find that every region and country intends to invest in the same categories. In order to check the robustness of this finding, we conducted an additional two-step analysis as follows: (1) we calculated the frequency of the most common combinations of sub-categories among all priorities; and (2) we counted the number of regions and countries whose priorities are among these most common combinations. With regard to the frequency of the most common combinations, we find a total of 480 combinations that were used by the regions and countries for priorities, with at least one 11
14 Number of observations data entry among the sub-categories. The most common combinations of the subcategories are listed in Table 9. Table 9: Most common combinations of sub-categories EU objectives Capabilities Target market Occurrences Sustainable energy and Power generation/ Energy distribution 5.4% renewables renewable sources Public health and wellbeing Human health activities Human health activities 5.2% Advanced manufacturing 5% Sustainable energy and renewables 4.8% The distribution of the most common combinations of the subcategories is illustrated in Figure 2. Figure 2: The number of priorities with the same type of sub-category combinations Combination of sub-categories Let us now examine the distribution of regions and countries according to their share of priorities related to the most common combinations of sub-categories, as mentioned above. The majority of regions and states do not have any of these combinations (see Figure 3), while in 22.5 % of regions and states up to one-fifth of the priorities are related to the most common combinations. 12
15 Share of all regions and countries in the sample Figure 3: Distribution of regions and countries and their share of priorities among the most common sub-category combinations 70% 60% 50% 40% 30% 20% 10% 0% Degree of correspondence with most common combinations of sub-categories Note: This figure is based on data from 218 regions and countries from the database. The x-axis is the share of all regions and countries in the dataset (n = 198). The x-axis depicts the degree of correspondence of regional and national priorities with the most common sub-categories. Looking at sub-category data, we found that, grosso modo, regions and countries have not chosen the same sets of priorities, but rather have more individual priority combinations. To complete this robustness check, we carried out the same type of analysis for main category data. In total, there were 231 combinations of encoded priorities. The by far most common combinations of main categories are illustrated in Table 10. Table 10: Most common combinations of main categories EU objectives Capabilities Target market Occurrences KETs Manufacturing and industry Manufacturing and 16% industry Sustainable innovation Energy production and Energy production 6.2 % distribution and distribution Digital Agenda Information and Information and 6% communication technologies communication technologies Public health and security Human health 5.6% As expected, there is a higher frequency in the priority combinations based on these main categories than based on the sub-categories. Among these main category combinations, there are fewer combinations and more priorities belonging to each of these combinations, as illustrated in Figure 4. 13
16 Number of observations Figure 4: The number of priorities with the same type of category combinations Combinations of top categories In Figure 5, we also examine the distribution of regions and countries according to their share of priorities among the most common combinations of main categories. Once more, the commonalities are greater than they are in the sub-category combinations. In slightly more than 30 % of the 218 regions and countries more than half of the priorities are related to the most common combinations of main categories. However, when looking at individual regions which have a large proportion of their priorities related to the most common category combinations, they are actually also quite elaborate, which indicates that regions and countries have developed rather individual sets of priorities. 14
17 Share of all regions and countries in the sample Figure 5: Distribution of regions and countries and their share of priorities among the most common top category combinations 25% 20% 15% 10% 5% 0% Degree of correspondence with most common combinations of top categories Note: This figure is based data from 218 regions and countries from the database. The y-axis is the share of all regions and countries in the database (n = 198). The x-axis depicts the degree of correspondence of regional and national priorities with the most common top categories. We found no evidence to substantiate our original hypothesis, which predicted copycat behaviour and similar priority combinations among regions and countries. A caveat of our analysis is the quality of the strategy documents encoding the priorities; our observations could have been affected by reviewing strategies that had not been finalised. With this said, we do find priority clusters around a number of popular categories. This could, to a small extent, be an outcome of our coding and interpretation of data. However, in general, we do find a correlation between EU objectives and the chosen priorities. A relatively high proportion of priorities are related to renewable energies, sustainability, the Digital Agenda and KETs. This could reflect the fact that smart specialisation priorities are influenced by other types of activities funded by ESIF. The requirement for EU regions and Member States to allocate funding to the thematic objectives (TOs) of strengthening R&I for regional growth (TO1), enhancing the access to and use of ICT (TO2), enhancing SME competitiveness (TO3) and supporting the shift to a low carbon economy (TO4) could explain the popularity of sustainability, renewable energies and ICT. The intention to invest large amounts of money into health and healthy ageing could be explained by the major societal challenge of on-going demographic change, and the fact that many regions are service providers in this area and have significant public procurement potential for innovative solutions. Another interesting finding is that tourism is a widely shared innovation priority. Although there are some good examples of service innovation related to tourism, the high popularity of this priority in the RIS3 context could also be explained by the desire of many regions and Member States to continue using ERDF to subsidise their existing tourism industries and infrastructures, despite 15
18 tourism (and culture) not figuring prominently among the ERDF Thematic Objectives. There is a risk that these investments stem from political priorities, rather than from a real discovery process and a realistic assessment of R&I and business potentials. 4.3 Comparing priorities to economic structure Having examined the direction of change for regions and countries in their structural processes, we will now examine data on their actual economic structure. This helps us to better understand the extent to which regional and national priorities focus on areas where strong or growing capabilities already exist. For this, we have used Eurostat data on the number of organisations, employment data and patent applications in absolute terms, as well as growth figures in absolute and relative terms. We have compared these data with the most common RIS3 priorities to determine how the priorities relate to the economic structure. This analytical exercise does not allow regional matching but looks at EU totals. Box: Most common R&I priorities in Europe Energy Information and communication technologies (ICT) Health Food Advanced materials Services Tourism Sustainable innovation Advanced manufacturing systems Cultural and creative industries For this comparison, we have created a list of the 10 most common priorities (see Box), which is based on the mapping described in the previous sections. It is based on a combination of main categories, sub-categories and free-text descriptions. The reason for combining this information is that neither the broader main categories, such as manufacturing and industry, nor the subcategories of KETs adequately separate the different sectors; alone, they do not capture the many priorities in the areas of ICT, creative industries, tourism and services. When comparing the absolute numbers of firms by sector with RIS3 priority combinations, we see some overlap in food and beverage service activities and possibly in activities relating to services. However, few regions specifically mention any of the other major sectors legal services, engineering or head offices in the text descriptions of their priorities. Likewise, few regions mention priorities in retail trade, but some do mention transportation and construction. It seems as though the choices of RIS3 priorities are not strongly reflected in the data on local units in absolute numbers. We also looked at the sectors that, in absolute numbers, grew the most between 2008 and Construction, real estate and related services are large sectors, but they do not correlate strongly with RIS3 priorities. The only sectors where we see a direct correlation between the growth of related businesses and RIS3 priorities are ICT and computer programming; this is possibly linked to other scientific activities since RIS3 deal with R&I. The greatest overlaps between the relative growth of a sector (i.e. how much it has grown in proportion to its original size) and RIS3 priorities are as follows: energy and the manufacture of coke and electricity, gas, steam and air conditioning supply ; sustainable innovation and remediation and waste management ; health and manufacturing of basic pharmaceuticals ; food and the manufacture of beverages ; 16
19 Growth in number of local units services (to some extent) and civil engineering. After looking at the number of local units in absolute terms, growth in absolute terms and relative growth, we found that regional priorities overlap with the largest sectors mainly in terms of relative growth (see Figure 6). Figure 6: Relative growth of top sectors, number of local units ( ) 100% 90% 80% 70% 60% Manufacture of coke and refined petroleum products Electricity, gas, steam and air conditioning supply Mining support service activities Remediation activities and other waste management services Retail trade not in stores, stalls or markets 50% 40% 30% 20% 10% Manufacture of basic pharmaceutical products and pharmaceutical preparations Postal and courier activities Manufacture of beverages Manufacture of tobacco products Civil engineering 0% Source: SBS data by NUTS 2 regions and NACE Rev. 2 (from 2008 onwards), number of local units However, the number of local units and their growth can be affected by sectoral structure. Therefore, we have also looked at the number of employees per sector (NACE code categories) and growth of employment. We found that there were some connections between the RIS3 priorities of food, services and advanced manufacturing and: food and beverage service activities ; the manufacture of food products ; services to buildings and landscape activities (possibly); the manufacture of fabricated metal products, except machinery and equipment. There was quite a strong link between regional priorities and the sectors with the largest growth in employment in 2010 (illustrated in Figure 7), there being overlaps in most sectors except for mining support services actions, mining of metal ores and veterinary activities. The main overlaps were found to be with services, sustainable innovation and ICT priorities. 17
20 Growth rate of employment Figure 7: Sectors with highest average growth in % 18% 16% 14% 12% 10% 8% 6% 4% 2% 0% Mining support service activities Mining of metal ores Office administrative, office support and other business support activities Activities of head offices; management consultancy activities Remediation activities and other waste management services Veterinary activities Waste collection, treatment and disposal activities; materials recovery Information service activities Computer programming, consultancy and related activities Administrative and support service activities Note: Eurostat employment data for 2010, SBS data by NACE Rev. 2 for the EU-28 (and Norway) with missing data for Croatia, Greece, France, Italy, the Netherlands and Slovakia. No data were available for the wholesale and retail sectors. Finally, we examine Eurostat patent data covering patent applications to the European Patent Office (EPO), in terms of both absolute numbers and growth in absolute and relative numbers. There were relatively few connections between regional priorities and the growth of the number of patent applications. For patent applications in absolute numbers (Figure 8), we find overlaps between: health and medical and veterinary science, hygiene ; ICT and electric communication technique and computing, calculating, counting ; energy and generation, conversion or distribution of power. There are fewer connections between patents and regional and national priorities than there are with main sectors in terms of number of firms. This is not surprising, since patents are not highly relevant to some of the main priority areas, such as tourism, services, and the creative and food industries. According to our analyses, priority choices correlate with existing specialisations mainly in terms of relative growth of the number of firms and employment, and the absolute number of patent applications. Nonetheless, the connections between priorities and economic and innovation structures seem weak overall. This may be a result of a mismatch in the statistical categories we compare or due to lacking patent data categories and lack of easily assignable NACE codes for sustainable innovation. 18
21 Number of patent applications On the other hand, priority choices could simply be based more on future plans than on existing or growing areas of activity. The priorities may emphasise political ambitions and efforts towards structural change in the framework of EU objectives rather than reflecting the largest sectors of a particular region. In this optimistic view, regions could be investing in emerging and niche sectors, thus avoiding a lock-in in incumbent sectors. To better understand the relationship between priorities and economic and innovation structures, we would have to perform more detailed comparative analyses of regional and national priorities and indicators of regional economic structure, such as labour, organisations, publications and patents. Figure 8: Patent applications in absolute numbers (2010) 6,000 Medical or veterinary science; hygiene 5,000 Electric communication technique Measuring; testing 4,000 Basic electric elements Computing; calculating; counting 3,000 Vehicles in general 2,000 1,000 Engineering elements or units; general measures for producing and maintaining effective functioning of machines or installations; thermal insulation in general Conveying; packing; storing; handling thin or filamentary material Organic chemistry 0 Generation, conversion, or distribution of electric power Source: Patent applications to EPO at the national level by IPC sections and classes (Eurostat). 19
22 5. Conclusion EU regions and Member States have been required to develop smart specialisation strategies. For this, they had to select a limited number of investment priorities, via an entrepreneurial discovery process, that reflect regional capabilities, future market potentials and EU-prioritised policy areas, in order to overcome potential problems of fragmentation, imitation and lack of critical mass. This working paper has presented data from the Eye@RIS3 database, an open data tool which gathers information on the innovation priorities of regions and states in the EU and in neighbouring countries. The purpose of this tool is to give an overview of specialisation patterns and to facilitate communication between countries and regions. Currently, the dataset covers priorities from 20 EU countries, 174 EU regions, 6 non-eu countries and 18 non-eu regions; this constitutes around two-thirds of Europe s 271 NUTS2 regions. On average, each of the 218 regions and countries has six priorities. The most common priority areas are energy, health, ICT, food, advanced materials, services, tourism, sustainable innovation, advanced manufacturing systems, and the cultural and creative industries. In order to explore the extent to which regions and countries are developing similar portfolios of priorities, we explored combinations of both main category and sub-category priority data. We found that very few regions and countries have developed similar combinations. Our evidence suggests that there is no significant copycat behaviour among regions and countries. Having said this, we do find clusters of popular priorities that resemble broader EU objectives. These clusters are renewable energy, sustainability, the Digital Agenda and KETs. In addition, many regions and countries seek to concentrate funding on (public) health and healthy ageing, thus addressing societal challenges. In devolved administrative systems, local and regional authorities often have health-related powers and spending responsibilities. Finally, we compared Eye@RIS3 data with Eurostat data on numbers of local units in different sectors, employment and patent applications. The chosen innovation priorities somewhat reflect growth in employment, the relative growth of the number of local units and the absolute number of patent applications. However, the overall relationship between priorities and the economic and innovation structure seems weak. This could be explained by either a mismatch or a lack of relevant data or it might simply indicate that priorities are geared towards future potential rather than existing areas of activity. The regional priorities might also emphasise political ambitions and efforts towards structural change connected to EU objectives. A potential risk of basing priority decisions mainly on future potential is that regional and national policy makers might opt for priorities that are not backed up by local capabilities. This will, however, depend on how priorities are aligned in subsequent steps and put into practice with the help of regional stakeholders engaged in an entrepreneurial process of discovery. In the coming years, priorities that are more broadly defined should be broken down, making them more specific and application oriented. This is the main thrust of the many Action Plans agreed for the fulfilment of the RIS3 ex ante conditionalities. To better understand the relationship between priorities and economic and innovation structure, we need more studies aimed at comparing regional priorities with regional economic structure and performance indicated by regional data on labour, organisations, publications and patents. 20
23 References Aho, E., Cornu, J., Georghiou, L., and Subira, A. (2006). Creating an innovative Europe. Report of the Independent Expert Group on R&D and Innovation. Asheim, B., Boschma, R., and Cooke, P. (2007). Constructing regional advantage: platform policies based on related variety and differentiated knowledge bases, Regional Studies 45(7): Asheim, B. Lawton Smith, H., and Oughton, C. (2011). Regional innovation systems: theory, empirics and policy, Regional Studies 45(7): Barca, F. (2009). An agenda for a reformed cohesion policy: a place-based approach to meeting European Union challenges and expectations, Independent Report prepared at the request of Danuta Hübner, Commissioner for Regional Policy, European Commission, Brussels. Beise, M. (2006). Die Lead-Markt-Strategie: Das Geheimnis weltweit erfolgreicher Innovationen, Springer-Verlag: Berlin. Boschma, R. and Frenken, K. (2011). Technological relatedness and regional branching, in: Bathelt, H., Feldman, M.P., and Kogler, D.F. (eds.), Dynamic Geographies of Knowledge Creation and Innovation, Routledge: London: European Commission (2009). Lead Market Initiative for Europe. Mid-term progress report. SEC (2009) 1198 final. European Commission (2010a). Europe 2020 flagship initiative Innovation Union. SEC(2010) 1161, COM(2010) 546. European Commission (2010b). Regional policy contributing to smart growth in Europe, SEC(2010) 1183 and Annex IV of the general SF draft regulation, COM(2011) 615. European Parliament (2013). Report on reindustrialising Europe to promote competitiveness and sustainability (2013/2006(INI)). Brussels: Committee on Industry, Research and Energy. Foray, D., David, P., and Hall, B. (2009). Smart specialisation: the concept, Knowledge Economists Policy Brief 9. Available online: Foray, D. (2015). Smart specialisation: opportunities and challenges for regional innovation policy, Routledge: Abingdon. Frenken, K. and Boschma, R. (2007). A theoretical framework for evolutionary economic geography: industrial dynamics and urban growth as a branching process, Journal of Economic Geography 7: Hausmann, R. and Rodrik, D. (2003). Economic development as self-discovery, Journal of Development Economics 72(2): IPTS (2011). The RIS3 Guide. Available online: Jänicke, M. and Jacob, K. (2004). Lead markets for environmental innovations: a new role for the Nation State, Global Environmental Politics 4(1):
24 McCann, P. and Ortega-Argilés, R. (2011). Smart specialisation, regional growth and applications to EU Cohesion Policy, Economic Geography Working Paper, Faculty of Spatial Sciences, University of Groningen: Groningen. Neffke, F., Henning, M., and Boschma, R. (2011). How do regions diversify over time? Industry relatedness and the development of new growth paths in regions, Economic Geography 87(3):
25 Appendix 1: Categories and sub-categories for research and innovation capabilities and business areas and target markets Agriculture, forestry and fishing Agricultural services Crop and animal production, hunting and related service activities Fishing and aquaculture Forestry and logging Construction Construction of buildings Civil engineering Specialised construction activities Creative and cultural arts and entertainment Amusement and recreation activities Creative, arts and entertainment activities Gambling and betting activities Libraries, archives, museums and other cultural activities Sports activities Energy production and distribution Energy distribution Power generation/renewable sources Human health and social work activities Human health activities (medical services) Residential care activities Social work activities without accommodation Information and communication technologies (ICT) Computer programming, consultancy and related activities Information service activities Motion picture, video and television programme production, sound recording and music publishing activities Programming and broadcasting activities Publishing activities Telecommunications Manufacturing and industry Basic metals and of fabricated metal products Basic pharmaceutical products and pharmaceutical preparations Biotechnology Chemicals and chemical products Coke and refined petroleum products Computer, electronic and optical products Electrical equipment Food, beverage and tobacco products Furniture Handicrafts Machinery and equipment n.e.c. Motor vehicles and other transport equipment 23
26 Nanotechnology and engineering Printing and reproduction of recorded media Repair and installation of machinery and equipment Rubber and plastic products Textiles, wearing apparel and leather and related products Wood and paper (except for furniture) Other manufacturing Other non-metallic mineral products Mining and quarrying Extraction of crude petroleum and natural gas Mining of coal and lignite Mining of metal ores Mining support service activities Other mining and quarrying Public administration, security and defence Defence Public administration, justice, judicial, public order, fire service and safety activities Services Activities auxiliary to financial services and insurance activities Activities of head offices and management consultancy activities Advertising and market research Architectural and engineering activities, technical testing and analysis Education Employment activities Financial service activities, except insurance and pension funding Insurance, re-insurance and pension funding, except compulsory social security Legal and accounting activities Office administrative, office support and other business support activities Rental and leasing activities Scientific research and development Security and investigation activities Services to buildings and landscape activities Travel agency, tour operator and other reservation service and related activities Other professional, scientific and technical activities Tourism, restaurants and recreation Accommodation (hotels, camping) Rental and leasing activities Restaurants and catering industry Travel agency, tour operator and other reservation service and related activities Transporting and storage Air transport and related services Postal and courier activities Rail transport and related services Road transport and related services 24
27 Warehousing and support activities for transportation (logistics storage) Water transport and related services Water supply, sewerage, waste management and remediation activities Sewerage Waste collection, treatment and disposal activities, materials recovery and remediation activities Water collection, treatment and supply Wholesale and retail trade Retail trade Wholesale trade 25
28 Appendix 2: Categories and sub-categories for EU priorities Aeronautics and space Aeronautics Aeronautics and environment Bio-fuels and energy efficiency Remotely piloted aircrafts Safety and security Space Transport and logistics Blue growth Aquaculture Blue renewable energy Coastal and maritime tourism Fisheries Marine biotechnology Offshore mining, oil and gas Shipbuilding and ship repair Transport and logistics (including highways of the seas) Cultural and creative industries Development of regional cultural and creative industries Support to link cultural and creative industries with traditional industries Digital Agenda Automated driverless vehicles Basic broadband: coverage in rural areas Cleaner environment and efficient energy networks (e.g. smart grids) E-Commerce and SMEs online e-government (e.g. e-procurement, e-participation) e-health (e.g. healthy ageing) e-inclusion (e.g. e-skills, e-learning) High speed broadband: last mile networks (>30Mbps) High speed broadband: middle mile and backhaul ICT trust, cyber security and network security Intelligent inter-modal and sustainable urban areas (e.g. smart cities) New media and easier access to cultural contents (e.g. heritage) Open data and sharing of public sector information KETs Advanced manufacturing systems Advanced materials Industrial biotechnology Micro-/nano-electronics Nanotechnology Photonics 26
29 Nature and biodiversity Biodiversity Ecotourism Nature preservation Public health and security Ageing societies Food security and safety Public health and well-being Public safety and pandemics Service innovation New or improved organisational models New or improved service processes New or improved service products (commodities or public services) Social innovation New organisational models and social relations that meet social needs New products or services that meet social needs Social innovation with regard to child care Social innovation with regard to education, skills and training Social innovation with regard to environmental issues Social innovation with regard to health, well-being and elder care Social innovation with regard to social inclusion Sustainable innovation Eco-innovations High-speed rail-road transportation systems Resource efficiency Smart green and integrated transport systems Sustainable agriculture Sustainable energy and renewables Sustainable land and water use Sustainable production and consumption Waste management Specific local policy priority 27
30 Europe Direct is a service to help you find answers to your questions about the European Union Freephone number (*): (*) Certain mobile telephone operators do not allow access to numbers or these calls may be billed. A great deal of additional information on the European Union is available on the Internet. It can be accessed through the Europa server How to obtain EU publications Our priced publications are available from EU Bookshop ( where you can place an order with the sales agent of your choice. The Publications Office has a worldwide network of sales agents. You can obtain their contact details by sending a fax to (352) European Commission Joint Research Centre Institute for Prospective Technological Studies Title: Mapping Innovation Priorities and Specialisation Patterns in Europe Authors: Jens Sörvik and Alexander Kleibrink Spain: European Commission, Joint Research Centre pp x 29.7 cm EUR Scientific and Technical Research series ISSN (online) Abstract Mapping public innovation priorities is important for policy makers and stakeholders, allowing them to explore the potential for collaboration and to better understand innovation dynamics. This working paper presents original data on innovation strategies for smart specialisation (RIS3) in European Union (EU) regions and Member States, obtained from the Eye@RIS3 open data tool for sharing information on the areas identified as priority areas by 198 innovation strategies. It also contextualises these priorities and specialisation patterns with regard to the concept of smart specialisation. The most common RIS3 priority areas in the EU are energy, health, information and communication technologies, food, advanced materials, services, tourism, sustainable innovation, advanced manufacturing systems, and the cultural and creative industries. The paper also explores the degree to which policy makers are creating unique portfolios of priorities or, in contrast, are imitating one another. We find that few regions have developed similar combinations of priorities. However, there are groupings around a number of popular categories and connected to prioritised EU objectives. Finally, we compare the main areas of planned investment with sectoral data on firms, employment and patents, with the conclusion that the connection between priorities and the economic and innovation structures is weak.
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