Clusters, Boundaries & Regional Development
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1 Clusters, Boundaries & Regional Development Emanuela Todeva
2 In pursuit of a long-term research agenda - Clusters - Business Networks - Strategic Alliances - Partnerships & Collaborative Relations in International Business Context - Cluster boundaries - Cluster dynamics - Strategic choices of firms, value chains, global commodity chains, foreign direct investment & its impact on economic development - Network analysis and cluster methodologies - Global commodity chains across regions and cluster specialisation
3 Definition of Clusters E. Todeva (2006) clusters are agglomerations of firms co-located in a geographic area, connected by valueadding activities and with access to benefits from input/output markets, from infrastructure and from environmental coordination via institutions and policies.
4 Definition of Clusters OECD Clustering is the tendency of vertically and horizontally integrated firms in related lines of business to concentrate geographically M. Porter (1998) Geographically proximate groups of interconnected companies and associated institutions in a particular field, linked by commonalities and complementarities. Bergman & Feser (1999) - A group of business enterprises and non-business organisations for whom group membership is an important source of individual competitive advantage. Buyer-supplier relationships or common technologies, distribution channels or labour pool bind the cluster together. Reolandt & den Hertog (1999) Networks of production of strongly interdependent firms, linked to each other in a value adding production chain. In some cases they encompass strategic alliances with universities, research institutes, knowledge-intensive business services, bridging institutions (i.e. consultants, brokers) and customers.
5 Key Problems with Cluster Research Lack of common definition Lack of common methodology for identifying clusters and cluster boundaries Lack of methodology and/or procedure for verifying clusters or innovation in them Clusters are inherently different Conceptualising clusters as variation and selection environments for firms Every country/region has a unique cluster blend There is no ideal type of cluster Industrial clusters may transcend various geographic areas High-tech clusters tend to be more global, Low-tech clusters tend to have more complex and advanced innovation processes.
6 Positioning of the Project DTI & Clustering of the UK Economy SEEDA & Regional Economic Development Porter & Sources of Competitiveness OECD & Sources of Innovation IMD World Competitiveness Yearbook (59 countries, incl. Catalonia, Bavaria, Ile-de-France, Rhone-Alps, Lombardy, 320 competitiveness criteria, incl. economic performance, government efficiency, business efficiency, infrastructure) EU Innovation Scoreboard Porter Cluster Meta-study (39 countries, 22 states in US, bibliography of studies + cluster template) Cluster Initiatives Greenbook (260/500 cases)
7 The Cluster Project Funding SoM and UniS Participants - Donka Keskinova Stages Building the database Developing the cluster methodology Cluster maps Support to cluster research Comparisons of clusters
8 Database Amadeus Business Database (September 2002, 5 mln. firms) SEE 9 sub-regions, 182 cities, firms Full registration details, Employment, Revenue, and Industries of operation for 2001 (US & UK SIC codes) Entire population of firms for the region US SIC codes for industries 951 industries (by US SIC code) 12% of population have declared <1 UK SIC code (2-9) 76% of population have declared <=2 US SIC codes 12% of population have declared <=13 US SIC codes (55) Total employment (80% of the statistically registered actual employment for the region, declared by 7% of the population Total revenue US$ 676 bln. (declared by 30% of the population Including all potential cluster members without any division between traded, local and resource-based agglomerations.
9 Existing Cluster Methodologies Employment location quotien (Trend Business Research, 2001) Input-output tables (Feser & Bergman, 2000) Interviews and questionnaire with experts (Porter, Trend Business Research, Competitiveness Group) Multi-stage Cluster Methodology with Industry Data (Todeva & Keskinova, 2005)
10 Multi- stage Methodology with Industry Data for Cluster Mapping First stage - clustering with K-means method in SPSS 12.0 at level 400 ( firms in 83 independent clusters) Second stage regrouping of 83 clusters according to their core SIC profile, exhibited in 100% of member firms cluster labels of 23 clusters Third stage K-means re-clustering of all remaining firms (small clusters (4.197 firms) at level 50, and dirty clusters (18.756) at level 200 creation of new clusters and association of all new 3 rd level clusters of firms association of firms with only 1 SIC code (9.725 firms) association of firms with only 3-digit Primary code ( firms) Fourth stage - final clustering by K-means at level 50 and association of clusters where possible. All ultra-diversified firms with cluster centres in more then one cluster were grouped into the final cluster & labelled ultra-diversified Fifth stage - clustering of firms by UK SIC codes led by the DTI methodology; divided the population in 2 groups firms with 1 SIC code and firms with or more codes K-means clustering at level 400 and frequency analysis Sixth stage comparing clusters between the two methods 91% overlap Constructing new clusters in US for Marine Technology and Pharmaceuticals ; recombining Business and Management Consulting Services with Investment and Business Data Services
11 Total overlap Total US firms % overlap US SIC 1_Agriculture & Farming % 2_Food Processing, Beverages & Tobacco % 3_Oil & Gas Extraction, Refining & Mining % 4_Construction % 5_Chemicals & Allied Products % 6_Pharmaceuticals % Perfume & Toiletries 195 7_Industrial Machinery, ICT Equipment & Metal Products % Industrial Machinery 983 ICT Electronic Equipment _Instrumentation % 9_R&D % 10_Transport Equipment, Aircraft & Space Vehicles % 11_Marine Technologies Equipment & Services % 12_Motor Sport, Automotive Trade & Repair % 13_Furniture, Fixture & Wood Products % 14_Miscelleneous Consumer Products % 15_Utilities % Environment Services _Communication Services % 17_Software & Computer Services % 18_Publishing % 19_Finance & Insurance % 20_Real Estate % 21_Investment, Business & Management Consulting Services % 22_Transportation Services % 23_Trucking & Warehousing % 24_Wholesale Trade % 25_Retail % 26_Hotels & Restaurants % 27_Amusement & Recreation Services % 28_Health Services % 29_Miscelleneous Services % 30_Non-clasified Establishments % 31_Ultra diversified %
12 Methodology for Cluster Analysis Allocation of all firms in clusters demarcating clear cluster boundaries with clear cluster centres (i.e. core SIC codes framing the cluster membership) Analysis of relationships between industries and clusters (developing a 2-mode matrix and calculating chi² for network analysis with UCINET) Cluster maps containing the industry composition of clusters Analysis of relationships between clusters Analysis of relationships between clusters and regions
13 AGRICULTURE & FARMING 5% of ties (ties between industries, based on >27 firms) N firms=1769 % overlap with UK=77% employment 2001= revenue 2001= (thUS$) General farms, primarily crop-71% Poultry & Eggs 027 Animal Specialties 07 Agricultural services 017 Fruits & Tree nuts 011- Grains; 021- Live stock 074- Veterinary services 091- Commercial Fishing
14 "FOOD PROCESSING, BEVERAGES & TOBACCO" 5% of ties (ties between industries, based on >27 firms) N firms=1369 % overlap with UK=50% employment 2001= revenue 2002=th US$ Wholesale groceries & related products-40-50% 205-Bakery products 203- Preserved fruits & vegetables 208-Beverages 204-Grain mill products
15 "CHEMICALS & ALLIED PRODUCTS" 5% of ties (ties between SIC codes based on >54 firms) 3052-rubber, plastics hose, belting 3021-rubber & plastics footwear 2891-adhesives & sealants 286-industrial organic chemicals 289-misc. chemical products 2899-chemical preparations 284-soap, cleaners & toilet goods 2844-toilet preparations 2841-detergents 314-footwear except rubber 305-hose, belting, gaskets, packing 306-fabricated rubber products 2822-synthetic rubber 2084-wines, brandy & brandy spirits N firms=1116 firms % overlap with UK=83% employment 2001= revenue2001=thus$
16 "PHARMACEUTICALS" 5% of ties (ties between SIC codes based on > 6 firms) N firms=285 firms % overlap with UK=66% employment 2001= revenue 2001=thUS$ wholesale drugs, proprietaries & sundries 2833-drugs-medicals & botanicals 2834-pharmaceutical preparations 2835-diagnostic substances 2211-broadwoven fabric mills, cotton 2844-toilet preparations
17 INSTRUMENTATION" 5% of ties (ties between industries based on > 8 firms ) N firms=1.027 employment 2001= revenue 2002=th US$ general industrial machinery 3579-office machinery 3812-search & navigation equipment 382-measuring and controlling devices 3827-optical instruments & lenses 384-medical instruments & supplies 3873-watches, clocks & parts 5094-wholesale of jewelry & precious stones 5139-wholesale of footwear
18 "R&D" 5% of ties (ties between industries based on >16 firms) 1731-electrical work 871-engineering and architectural services 873-research and testing services 8731-commercial physical research 8734-testing laboratories 7389-business services 9661-space research & technology 737-computer & data processing services N firms=3.948 employment 2001= revenue 2002=th US$
19 MARINE TECHNOLOGIES EQUIPMENT & SERVICES" 5% of ties (ties between industries based on >11 firms) N firms=586 employment 2001= revenue 2002=th US$ ship building & repairing 3732-boat building & repairing 3812-search * navigation equipment 4412-deep sea foreign transportation freight 4424-deep sea domestic transportation freight 4492-towing & tugboat services 4493-marinas 4499-water transportation services 4729-passenger transportation arrangements 4789-transportation services 9621-regulation of transportation
20 "MOTOR SPORT, AUTOMOTIVE TRADE & REPAIR" 5% of ties (ties between industries based on >142 firms) N firms=3.437 employment 2001= revenue 2002=th US$ automobile wholesale 5271-mobile home dealers 55-automotive dealers & service stations 751-automotive rentals 753-automotive repair shops
21 "TRANSPORTATION SERVICES" 5% of ties (ties between industries based on >15 firms) N firms=3583 employment 2001= revenue 2002=th US$ airports & flying fields 4729-passenget transport arrangements 4783-packing & crating 9621-regulation of transportation 4119-local passenger transportation 421-trucking & currier services 4512-scheduled air transportation 4522-non-scheduled air transportation 4789-transportation services 4173-bus terminal & service facilities 4785-transportation inspection business services 7521-automobile parking 7549-automotive services
22 "ULTRA DIVERSIFIED" 5% of ties (ties between industries based on >35 firms) N firms=374 employment 2001= revenue 2002=th US$ wholesale books periodicals 7381-detective & armoured car services 7389-business services 769-miscellaneous repair shops 1521-housing construction 154-non-residential constr. 162-heavy construction 17-special trade contractors 67-holding & other investment offices 733-mailing reproduction stenographic 7361-employment agencies
23 Connected Clusters via Industries with Frequency > 20 (at strength of ties >10% measured by chi², delete isolates)
24 Connected Clusters via Industries with Frequency > 20 (at strength of ties>10% measured by chi², delete isolates and pendants) 3679-electronic components 3663-radio/TV communic. equip 3499-fabricated metal products 1731-electrical work 7389-business services
25 Connected Clusters via US SIC codes with frequencies > 20 (at strength of ties >12% measured by chi², delete isolates and pendants)
26 Extract from Fig. above: Connected Clusters via Industries with Frequency more then 20 (at strength of ties<12% measured by chi²) 4789-transportation services 9621-regulation, admin of transportation 4499-water transp. services 4212-local trucking without storage 4213-trucking except local 4231-trucking terminal facilities
27 Ties Between Regions & Industries (10% of ties) 20_Real Estate 27_Amusement & Recreation Services Brighton Milton Keynes 25_Retail 26_Hotels & Restaurants 7_Indust.Machinery, ICT Equip.&Metal Products 14_Miscelleneous Consumer Products 31_Ultra diversified 9_R&D Southampton 11_Marine Technologies Equipment & Services Portsmouth 4_Construction 5_Chemicals & Allied Products 23_Trucking & Warehousing 18_Publishing Oxford 2_Food Processing, Beverages & 1_Agriculture & Farming Tobacco Canterbury - Medway- Tonbridge 28_Health Services 6_Pharmaceuticals 22_Transportation Services 3_Oil & Gas Extraction, Refining & Mining 30_Non-clasified Establishments 13_Furniture, Fixture & Wood Products 24_Wholesale Trade 10_Transport Equip., Aircraft & Space Vehicles Redhill 8_Instrumentation 19_Finance & Insurance 29_Miscelleneous Services Guildford 21_Investment, Business & Manag.Consulting 16_Communication Services Reading - Slough 17_Software & Computer Services 15_Utilities 12_Motor Sport, Automotive Trade & Repair
28 Databank Over 160 Journals and academic sources Over 2000 publications In depth research of the UK cluster initiatives all publications on clusters from all regional development agencies Collection of statistical data from the Interdepartmental Business Register (IDBR), UK Statistics Office, and International trade data - per UK regions
29 Cluster Research
30 Cluster Theory
31 Industry Clusters
32 Regional Clusters
33 National Innovation Systems & Policies
34 Future Directions Cluster overlap and cluster concentration Compare with employment and revenue statistics The role of FDI in Cluster Dynamic The Globalisation of Clusters looking for partnerships and collaboration.
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