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Case studies on Smart Specialisation,
Inmaculada Perianez Forte, Fabrizio Guzzo, Fatime Barbara Hegyi and Carlo Gianelle, from Joint Research Centre (2021)
Keywords: Smart Specialisation
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Explaining production specialisation in OECD manufacturing: A study for the period 1970–1995,
Dirk Frantzen, in International Review of Economics (2006)
Keywords: specialisation, innovation,
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International Specialisation in Manufacturing and Services,
N. Mulder and Isabelle Rabaud, from HAL (1996)
Keywords: International,Specialisation,Manufacturing,Services

Change in Geographical Specialisation Patterns 1967-1997,
Isabelle Rabaud, from HAL (1998)
Keywords: Change,Geographical,Specialisation,Patterns

Specialisation of European Manufacturing,
Karl Aiginger, in Austrian Economic Quarterly (2000)
Keywords: Specialisation of European Manufacturing
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Implementing Smart Specialisation Strategies,
Stijn Kelchtermans, Marcin Kardas and Krzysztof Klincewicz, from Joint Research Centre (2021)
Keywords: smart specialisation strategies, RIS3
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COVID-19 and the smart specialisation strategy,
Inmaculada Perianez-Forte and Clemente J. Navarro, from Joint Research Centre (2022)
Keywords: Smart Specialisation, COVID-19
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Sectoral specialisation versus functional specialisation,
Dan Pierce and Michael Perlberg, in Journal of Economics and Econometrics (2020)
Keywords: Sectoral specialisation, functional specialisation, Ricardian efficiency differences, agglomeration economies, spatial transaction cost
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Specialising in Tourism and Long-term Growth,
Javier Capó Parrilla, Antoni Riera Font and Jaume Rossello, from Centre de Recerca Econòmica (UIB ·"Sa Nostra") (2006)
Keywords: Specialising in Tourism, Economic Growth
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SPECIALISATION ET PRODUCTIVITES DES REGIONS EUROPEENNES,
Guillaume Gaulier, in Region et Developpement (2003)
Keywords: CONVERGENCE, SPECIALISATION, PRODUCTIVITES REGIONALES
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The Effect of Specialisation on Banks' Efficiency: An International Comparison,
José Pastor and Lorenzo Serrano Martinez, in International Review of Applied Economics (2006)
Keywords: Efficiency, DEA, specialisation, cluster,
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Higher Education for Smart Specialisation: The case of Navarre, Spain,
Igor Campillo, Eskarne Arregui-Pabollet and Javier Gomez Prieto, from Joint Research Centre (2017)
Keywords: Smart specialisation, higher education
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Implementation of Smart Specialisation Strategies in Portugal: An assessment,
Manuel Laranja, John Edwards, Hugo Pinto and Dominique Foray, from Joint Research Centre (2020)
Keywords: Smart Specialisation, Innovation, Portugal
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The Question of R&D Specialisation: Perspectives and Policy Implications,
Andrea Bonaccorsi, Antanas Cenys, George Chorafakis, Phil Cooke, Dominique Foray, Anastasios Giannitsis, Mark Harrison, Dimitrios Kyriakou and Keith Smith, from Joint Research Centre (2009)
Keywords: R&D, Specialisation
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THE INFLUENCE OF RDI ON COMPETITIVENESS AND SPECIALISATION OF PRODUCTION AND EXPORT IN EUROPE,
Dan Olteanu, from Institutul National de Cercetari Economice (INCE) (2010)
Keywords: RDI, competitiveness, technological specialisation
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Higher Education for Smart Specialisation: A Handbook (Version 2.0),
Jayne Woolford and John Boden, from Joint Research Centre (2021)
Keywords: Higher Education, Smart Specialisation
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Regional Specialisation and Geographic Concentration of Industries in Romania,
Zizi Goschin, Daniela Constantin, Monica Roman and Bogdan Ileanu, in South-Eastern Europe Journal of Economics (2009)
Keywords: specialisation, concentration, region, Romania
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Stability, Specialisation and Divergence in Export Patterns for EU15,
Ufuk Gunes Bebek, from School of Economics, University of Kent (2011)
Keywords: Specialisation; Convergence; Comparative Advantage
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Market Shares and Trade Specialisation of France, Germany and Italy,
Alberto Felettigh, Rémy Lecat, Bertrand Pluyaud and Roberto Tedeschi, from Springer (2006)
Keywords: market shares, trade specialisation

Is Innovation in Pakistan Driven by Specialisation or Diversity?,
Adeel Ali, Faizan Iftikhar and Muhammad Sabihuddin Butt, in The Pakistan Development Review (2016)
Keywords: Innovation, Specialisation, Diversity, Logistic Regression
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Specialisation and Convergence in European Regions,
Enrico Marelli, in European Journal of Comparative Economics (2007)
Keywords: regional economies; European regions; growth and convergence; specialisation
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Functional specialisation in trade,
Marcel Timmer, Sébastien Miroudot and Gaaitzen de Vries, in Journal of Economic Geography (2019)
Keywords: Specialisation, international trade, functions, global production, networks
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Trade patterns in a globalised world: Brazil as a case of regressive specialisation,
André Nassif and Marta Castilho, in Cambridge Journal of Economics (2020)
Keywords: Patterns of specialisation, Regressive specialisation, Diversification, Brazil
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The Fruits of Intellectual Production Economic and Scientific Specialisation Among OECD Countries,
Keld Laursen and Ammon Salter, from DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies (2002)
Keywords: Scientific specialisation, international economic specialisation, bibliometric data
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The Fruits of Intellectual Production: Economic and scientific specialisation among OECD countries,
Keld Laursen and Ammon Salter, from SPRU - Science Policy Research Unit, University of Sussex Business School (2002)
Keywords: Scientific specialisation, international economic specialisation, bibliometric data
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Smart Specialisation in Croatia: Between the Cluster and Technological Specialisation,
Emira Bečić and Jadranka Švarc, in Journal of the Knowledge Economy (2015)
Keywords: Smart specialisation, Croatia, Narrow concept, Key enabling technologies, Technology followers,
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Smart Specialisation, seizing new industrial opportunities,
Antonio Vezzani, Marco Baccan, Alina Candu, Alessio Castelli, Mafini Dosso and Petros Gkotsis, from Joint Research Centre (2017)
Keywords: smart specialisation, emerging industries, regional search, technological specialisation
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Assessing Smart Specialisation: The Entrepreneurial Discovery Process,
Inmaculada Perianez Forte and James Wilson, from Joint Research Centre (2021)
Keywords: smart specialisation, smart specialisation strategies, entrepreneurial discovery process, innovation policies
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Skills and Smart Specialisation: The role of Vocational Education and Training in Smart Specialisation Strategies,
Ellen Hazelkorn and John Edwards, from Joint Research Centre (2019)
Keywords: Vocational Excellence, Smart Specialisation, Local and Regional Development
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Diversity and specialisation in cities: why, where and when does it matter?,
Gilles Duranton and Diego Puga, from London School of Economics and Political Science, LSE Library (1999)
Keywords: cities; diversity; specialisation
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Intra Industry Specialisation, Trade Expansion and Adjustment in the European Economic Space,
Sir David Greenaway and Robert C. Hine, from Research Institute of Industrial Economics (1990)
Keywords: Intra-industry specialisation;
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Diversity and specialisation in cities: Why, where and when does it matter?,
Gilles Duranton and Diego Puga, from University of Toronto, Department of Economics (1999)
Keywords: cities; diversity; specialisation
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Higher Education for Smart Specialisation: The case of North East Romania,
Elisabetta Marinelli, John Edwards and Cosmina Mironov, from Joint Research Centre (2017)
Keywords: Smart specialisation, higher education
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Specialisation in Finnish Foreign Trade - Who Do We Compete With?,
Ville Kaitila, from The Research Institute of the Finnish Economy (2007)
Keywords: foreign trade, specialisation
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Export structure and export specialisation in Central and Eastern European countries,
Zsuzsa Munkacsi, from Magyar Nemzeti Bank (Central Bank of Hungary) (2009)
Keywords: exports, export structure, specialisation.
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Measuring trade specialisation of Slovakia on extra EU market,
Renáta Pitoňáková, in International Journal of Trade and Global Markets (2020)
Keywords: export; comparative advantages; SITC; specialisation.
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Smart specialisations for voivodeships – the first steps toward improvement?,
Dziemianowicz Wojciech and Peszat Klaudia, in Miscellanea Geographica. Regional Studies on Development (2014)
Keywords: Smart specialisation, regional competitiveness, innovation
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Technological Innovation in Telecommunications: An Empirical Analysis of Specialisation Paths,
Paola Garrone, Sergio Mariotti and Francesca Sgobbi, in Economics of Innovation and New Technology (2002)
Keywords: Innovation, Telecommunications, Technological Specialisation, Engineering,
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Revealed Comparative Advantage and the Alternatives as Measures of International Specialisation,
Keld Laursen, from DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies (1998)
Keywords: revealed comparative advantage, international specialisation
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The identification of Smart Specialisation priority domains in Serbia,
Nikola Radovanovic, Monika Matusiak and Alexander Kleibrink, from Joint Research Centre (2021)
Keywords: mapping, smart specialisation, serbia, innovation
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Interregional Cooperation and Smart Specialisation: a Lagging Regions Perspective,
Jayne Woolford, Effie Amanatidou, Elisa Gerussi and John Boden, from Joint Research Centre (2021)
Keywords: Lagging Regions, smart specialisation, interregional
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Evolving Geographical Specialisation of European Manufacturing Industries,
Marius Brülhart, from Université de Lausanne, Faculté des HEC, Département d’économie (2000)
Keywords: industrial specialisation; European Single Market
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The impact of industrial specialisation and diversity on innovation,
Lydia Greunz, in Brussels Economic Review (2003)
Keywords: intra-regional knowledge spillovers; spécialisation; diversity; innovation
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Technology, specialisation and productivity in manufacturing industry,
Yilmaz Kilicaslan, Levent Erdoğan, Nilgün ÇAĞLARIRMAK Uslu and Ethem Esen, in Iktisat Isletme ve Finans (2012)
Keywords: Specialisation, Productivity, Comparative advantages, Manufacturing, Turkey

From sectoral to functional urban specialisation,
Gilles Duranton and Diego Puga, from London School of Economics and Political Science, LSE Library (2001)
Keywords: functional specialisation; cities; business services; headquarters
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How ‘smart’ are Smart Specialisation strategies?,
Marco Di Cataldo, Vassilis Monastiriotis and Andrés Rodríguez-Pose, from London School of Economics and Political Science, LSE Library (2020)
Keywords: smart specialisation; EU policy; regions; Europe
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From Sectoral To Functional Urban Specialisation,
Gilles Duranton and Diego Puga, from Centre for Economic Performance, LSE (2001)
Keywords: functional specialisation, cities, business services, headquarters
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The regional state in the era of Smart Specialisation,
Kevin Morgan, in EKONOMIAZ. Revista vasca de Economía (2013)
Keywords: Universities; Smart specialisation, regional innovation policy
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From sectoral to functional urban specialisation,
Gilles Duranton and Diego Puga, from University of Toronto, Department of Economics (2001)
Keywords: functional specialisation, cities, headquarters, business services
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Good practices for smart specialisation in energy,
Javier Gomez, Isabelle Seigneur and Claire Nauwelaers, from Joint Research Centre (2018)
Keywords: smart specialisation, good practices, energy,innovation
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Vocational Education and Smart Specialisation Strategies,
Teresa Paiva, Dana Redford and John Edwards, from Joint Research Centre (2020)
Keywords: Vocational Excellence, Smart Specialisation, Skills, Innovation
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The economic implications of Smart Specialisation governance,
Carlo Gianelle, Fabrizio Guzzo, Javier Barbero and Simone Salotti, from Joint Research Centre (2024)
Keywords: rhomolo, region, growth, cohesion policy, smart specialisation
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Smart Specialisation—Norwegian Adoptions,
Jon P. Knudsen, Ann Camilla Schulze-Krogh and Roger Normann, in Journal of the Knowledge Economy (2020)
Keywords: Smart specialisation, Regional configurations, Regional VoC, Regional governance, Norway
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Regional specialisation and concentration in the EU,
Martin Hallet, from Directorate General Economic and Financial Affairs (DG ECFIN), European Commission (2000)
Keywords: Regional specialisation, spatial issues, integration, regions, industrial concentration
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Assessing Smart Specialisation: governance,
Fabrizio Guzzo and Carlo Gianelle, from Joint Research Centre (2021)
Keywords: regional innovation policy, smart specialisation, governance, EU Cohesion policy
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The goals of Smart Specialisation,
Dominique Foray and Xabier Goenaga, from Joint Research Centre (2013)
Keywords: European Cohesion Policy; Structural Funds; Smart Specialisation; Innovation Union
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Smart specialisation programmes and implementation,
Dominique Foray and Alessandro Rainoldi, from Joint Research Centre (2013)
Keywords: European Cohesion Policy; Structural Funds; Smart Specialisation; Innovation Union
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Universities and Smart Specialisation,
Louise Kempton, John Goddard, John Edwards, Fatime Barbara Hegyi and Susana Elena-Pérez, from Joint Research Centre (2014)
Keywords: European Universities, European cohesion policy, Structural Funds, Smart Specialisation
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Trade elasticity and vertical specialisation,
Ines Buono and Filippo Vergara Caffarelli, from Bank of Italy, Economic Research and International Relations Area (2013)
Keywords: vertical specialisation, trade elasticity, global crisis, trade collapse
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The Smart specialisation’s methodology in overcoming the spatial asymmetry of Russia’s economic federalism,
N. Yu. Korotina, in Journal of New Economy (2020)
Keywords: economic federalism; spatial asymmetry; asymmetry of regional development; Smart specialisation’s methodology; regional specialisation.
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Do Export and Technological Specialisation Patterns Co-evolve in Terms of Convergence or Divergence? Evidence From 19 OECD Countries, 1971-1991,
Keld Laursen, from DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies (1998)
Keywords: trade specialisation, technological specialisation, structural change
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Determinants of risk sharing via exports: trade openness and specialisation,
Faruk Balli, Eleonora Pierucci and Jian Gan, in International Journal of Computational Economics and Econometrics (2020)
Keywords: risk sharing; production specialisation; export specialisation; trade openness; financial globalisation.
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The Long Term Development of OECD Export Specialisation Patterns: De-specialisation and "Stickiness",
Bent Dalum, Keld Laursen and Gert Villumsen, from DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies (1996)
Keywords: Technological change; cumulativeness; international export specialisation patterns; nati
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How Smart is Specialisation? An Analysis of Specialisation Patterns in Knowledge Production,
Gaston Heimeriks and Pierre-Alexandre Balland, from Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography (2015)
Keywords: smart specialisation, scientific knowledge dynamics, path dependency, innovation policy
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POLARISATION ET INTERNATIONALISATION DES ACTIVITES D'INNOVATION: INCIDENCES SUR LA SPECIALISATION TECHNOLOGIQUE DES NATIONS,
Rémi Lallement, El Mouhoub Mouhoud and Sandrine Paillard, in Region et Developpement (2002)
Keywords: INNOVATION, MONDIALISATION, SPECIALISATION, POLARISATION
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orignal paper: Do export and technological specialisation patterns co-evolve in terms of convergence or divergence? Evidence from 19 OECD countries, 1971-1991,
Keld Laursen, in Journal of Evolutionary Economics (2000)
Keywords: Trade specialisation - Technological specialisation - Structural change
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Corporate Technological Specialisation in the European Information and Communications Technology Industry,
Grazia Santangelo, in International Journal of Innovation Management (ijim) (1998)
Keywords: ICT, corporate technological specialisation, patents
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Specialisation of Rhynchosporium secalis (Oud.) J.J. Davis infecting barley and rye,
Ludmila Lebedeva and Ludvík Tvarůžek, in Plant Protection Science (2006)
Keywords: Rhynchosporium secalis, barley, rye, specialisation
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Product diversification, relative specialisation and economic development: Import–export analysis,
Aleksandra Parteka and Massimo Tamberi, in Journal of Macroeconomics (2013)
Keywords: Diversification; Specialisation; Trade; Economic development;
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New approaches for territorial policies: the convergence between smart specialisation and cluster policies,
Jaime Del Castillo, Jonatan Paton and Belen Barroeta, in Revue d'économie régionale et urbaine (2021)
Keywords: clusters, regional strategies, smart specialisation
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Higher Education for Smart Specialisation - The Case of North Central Bulgaria,
Ruslan Stefanov, John Edwards and Elisa Gerussi, from Joint Research Centre (2018)
Keywords: Higher Education, Smart Specialisation, Bulgaria
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Open Data, Open Science & Open Innovation for Smart Specialisation monitoring,
Enric Fuster Marti, Elisabetta Marinelli, Sabine Plaud, Arnau Quinquilla and Francesco Massucci, from Joint Research Centre (2020)
Keywords: Lagging Regions, Smart Specialisation,RIS3
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Enhancing sustainability dimension in Smart Specialisation strategies: a framework for reflection,
Michal Miedzinski, Lars Coenen, Henrik Larsen, Monika Matusiak and Angela Sarcina, from Joint Research Centre (2022)
Keywords: Smart specialisation, SDGs, innovation for sustainability
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PRODUCT DIVERSIFICATION, RELATIVE SPECIALISATION AND ECONOMIC DEVELOPMENT: IMPORT-EXPORT ANALYSIS,
Aleksandra Parteka and Massimo Tamberi, from Faculty of Management and Economics, Gdansk University of Technology (2013)
Keywords: diversification, specialisation, trade, economic development
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Politiques d'achats publics et spécialisations internationales,
Federico Trionfetti, in Economie & Prévision (2002)
Keywords: Public procurement, industrial specialisation, European Union, WTO
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Industrial Specialisation and Public Procurement: Theory and Empirical Evidence,
Marius Brülhart and Federico Trionfetti, in Journal of Economic Integration (2001)
Keywords: Public Procurement; Industrial Specialisation; European Union

Specialisation, diversification and the ladder of green technology development,
François Perruchas, Davide Consoli and Nicolò Barbieri, in Research Policy (2020)
Keywords: Environmental technology; Technological diversification; Technological specialisation;
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Specialisation versus diversification: A simple model for tourist cities,
Li Sheng, in Tourism Management (2011)
Keywords: General equilibrium model; Specialisation; Diversification; Side effect;
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Issues in measuring the degree of technological specialisation with patent data,
Nicolas van Zeebroeck, Bruno van Pottelsberghe de la Potter and Wook Han, from ULB -- Universite Libre de Bruxelles (2005)
Keywords: Technological specialisation; patent data; patents statistics
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Specialisation and employment development in Germany: Analysis at regional level,
Julia Kowalewski, from Hamburg Institute of International Economics (HWWI) (2010)
Keywords: regional specialisation, German regions, shift-share regression
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Pools or Schools or Both? Diversification and Specialisation in Public Services,
Tomas Cernenko, Oliver Rafaj and Daniel Dujava, from Department of Economic Policy, Faculty of National Economy, University of Economics in Bratislava (2019)
Keywords: diversification, game theory, public services, specialisation
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How ‘smart’ are Smart Specialisation strategies?,
Rodríguez-Pose, Andrés, Marco Di Cataldo and Vassilis Monastiriotis, from C.E.P.R. Discussion Papers (2020)
Keywords: Smart specialisation; Eu policy; Regions; Europe
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Technical Diffusion, Productivity Convergence and Specialisation in OECD Manufacturing,
Dirk Frantzen, in International Review of Applied Economics (2007)
Keywords: Innovation, technical diffusion, productivity convergence, specialisation,
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Smart Specialisation in the EU: Is it a Bridge between Innovation and Cohesion?,
Argentino Pessoa, from European Regional Science Association (2014)
Keywords: Cohesion policy; European Union; Innovation; smart specialisation.
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Promoting innovation in transition countries: A trajectory for smart specialisation,
Alexander Kleibrink, Philippe Laredo and Stefan Philipp, from Joint Research Centre (2017)
Keywords: innovation policy; transition countries; smart specialisation
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Fostering the green transition through Smart Specialisation Strategies,
Richard Harding, Claire Nauwelaers, Caroline Cohen and Isabelle Seigneur, from Joint Research Centre (2021)
Keywords: Smart Specialisation, environmental policies, territorial development
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Specialisation and/or Convergence: Structure of European Exports and Production,
Ville Kaitila, from The Research Institute of the Finnish Economy (2013)
Keywords: Exports, manufacturing, specialisation, similarity, GDP growth
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Specialisation, diversification and the ladder of green technology development,
François Perruchas, Davide Consoli and Nicolò Barbieri, from SPRU - Science Policy Research Unit, University of Sussex Business School (2019)
Keywords: Environmental Technology; Technological diversification; Technological specialisation
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How ‘smart’ are Smart Specialisation strategies?,
Marco Di Cataldo, Vassilis Monastiriotis and Andrés Rodríguez-Pose, from Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography (2020)
Keywords: Smart specialisation, EU policy, regions, Europe
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Patterns of industrial specialisation in post-unification Italy,
Carlo Ciccarelli and Tommaso Proietti, from Economic History Society (2011)
Keywords: "manufacturing industry, specialisation, post-Unification Italy"
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Is There Increasing Regional Specialisation within the General Process of Deindustrialisation?,
Kurt Geppert, Martin Gornig and Anna Lejpras, from DIW Berlin, German Institute for Economic Research (2008)
Keywords: Regional specialisation, deindustrialisation, EU, nonlinear modelling
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Institutions, smart specialisation dynamics and policy,
Markus Grillitsch, in Environment and Planning C (2016)
Keywords: Regional policy; institutions; smart specialisation; regional innovation systems; system failures
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Functional Specialisation and Working Conditions in Europe,
Sandra Leitner, Roman Stöllinger and Zuzana Zavarska, from The Vienna Institute for International Economic Studies, wiiw (2023)
Keywords: Functional specialisation, wages, non-wage working conditions, global value chains
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Implementing Smart Specialisation Strategies: A Handbook,
Inmaculada Perianez Forte, Elisabetta Marinelli, Dominique Foray, John Edwards, Martina Pertoldi, Kevin Morgan, Krzysztof Mieszkowski, Javier Gómez Prieto, Claire Nauwelaers, Ruslan Rakhmatullin, Lina Stanionyte, Åge Mariussen, Carlo Gianelle, Alexander Kleibrink and Mathieu Doussineau, from Joint Research Centre (2016)
Keywords: Smart Specialisation - Innovation policy - Regional Development - Policy Implementation - Dimensions of collaboration
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Innovation and Regional Specialisation in Latin America,
Belen Barroeta, Javier Gómez Prieto, Jonatan Paton, Manuel Palazuelos Martinez and Marcelino Cabrera Giraldez, from Joint Research Centre (2017)
Keywords: Smart Specialisation, Regional Innovation, Cooperation, European Union, Latin America
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Smart Specialisation Evaluation: Setting the Scene,
Carlo Gianelle, Fabrizio Guzzo and Elisabetta Marinelli, from Joint Research Centre (2019)
Keywords: Regional innovation policy; Smart Specialisation; public policy evaluation; policy monitoring
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Smart Specialisation and Blue biotechnology in Europe,
Mathieu Doussineau, Ales Gnamus, Javier Gomez, Silke Haarich and Franck Holstein, from Joint Research Centre (2020)
Keywords: Smart specialisation, Blue economy, Blue biotechnology, emerging sector, regional policy
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Smart Specialisation in the Eastern Partnership countries,
Eloi Bigas, Nicandro Bovenzi, Enric Fuster, Francesco A. Massucci, Hugo Hollanders, Monika Matusiak and Ramojus Reimeris, from Joint Research Centre (2022)
Keywords: Smart Specialisation, innovation policy, quantitative analysis, mapping, EU Eastern Partnership
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Sectoral specialisation in the EU: a macroeconomic perspective,
Fabrice Orlandi, Christian Barontini, Mark Cassidy, Sandro Trento, Erik Walch, Bouke Buitenkamp, Karin Wagner, Hugo Reis, Risto Herrala, Faisel Sethi, Esther Gordo, Ioanna Bardakas, Christophe Madaschi, Ekkehard Ernst, Alvaro Santos Rivera, Jörg Döpke, Vincent Labhard, Ad van Riet, Benoît Robert, Constantina Backinezos and Kurt Gustavsson, from European Central Bank (2004)
Keywords: euro area, labour productivity, productivity growth, sectoral specialisation
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Institutions, Smart Specialisation Dynamics and Policy,
Markus Grillitsch, from Lund University, CIRCLE - Centre for Innovation Research (2015)
Keywords: regional policy; smart specialisation; institutions; regional innovation systems; system failures
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