Modelling the effect of national culture on countries’ innovation performances: A conditional full frontier approach

This paper provides empirical evidence of the link between countries’ cultural factors and innovation performance. By defining innovation process in a knowledge production framework it uses conditional and unconditional Data Envelopment Analysis (DEA) models together with data from the European Innovation Scoreboard for the year 2007 and Hofstede’s cultural indexes. In this way it models and measures the effect of cultural values on 25 European countries’ innovation efficiency levels. The empirical results reveal that national culture can impact countries’ innovation performance. Specifically, we find significant negative effects on countries’ innovation efficiency levels for countries with higher power distance and uncertainty avoidance values.

[1]  Thomas Brenner,et al.  Papers in Evolutionary Economic Geography # 09 . 04 Methodological Issues in Measuring Innovation Performance of Spatial Units , 2009 .

[2]  M. Taylor,et al.  Does culture still matter?: The effects of individualism on national innovation rates , 2012 .

[3]  P. W. Wilson,et al.  Two-stage DEA: caveat emptor , 2011 .

[4]  M. Lessnoff Capitalism, Socialism and Democracy , 1979 .

[5]  Scott Shane,et al.  Cultural influences on national rates of innovation , 1993 .

[6]  G. S. Watson,et al.  Smooth regression analysis , 1964 .

[7]  John Howells,et al.  A socio-cognitive approach to innovation , 1995 .

[8]  A. U.S.,et al.  Measuring the efficiency of decision making units , 2003 .

[9]  E. Nadaraya On Estimating Regression , 1964 .

[10]  P. Romer Increasing Returns and Long-Run Growth , 1986, Journal of Political Economy.

[11]  Qi Li,et al.  Nonparametric Econometrics: Theory and Practice , 2006 .

[12]  Manfred Neumann Technological Change and Population Growth , 1989 .

[13]  You-Yuh Kuo,et al.  Taoistic Psychology of Creativity , 1996 .

[14]  M. Glynn Innovative Genius: A Framework for Relating Individual and Organizational Intelligences to Innovation , 1996 .

[15]  Léopold Simar,et al.  Nonparametric conditional efficiency measures: asymptotic properties , 2010, Ann. Oper. Res..

[16]  G. Hofstede,et al.  Cultures and Organizations: Software of the Mind , 1991 .

[17]  M. Bond,et al.  Hofstede's Culture Dimensions , 1984 .

[18]  Kristof De Witte,et al.  Blaming the exogenous environment? Conditional efficiency estimation with continuous and discrete exogenous variables , 2015 .

[19]  Leâ Opold Simar,et al.  A general methodology for bootstrapping in non-parametric frontier models , 2000 .

[20]  Léopold Simar,et al.  Introducing Environmental Variables in Nonparametric Frontier Models: a Probabilistic Approach , 2005 .

[21]  Alessandra Vecchi,et al.  A cultural perspective on innovation in international manufacturing , 2009 .

[22]  Tom Broekel,et al.  The Bright and Dark Side of Cooperation for Regional Innovation Performance , 2008 .

[23]  Léopold Simar,et al.  Non-parametric tests of returns to scale , 2002, Eur. J. Oper. Res..

[24]  E. Rudowicz,et al.  Creativity and Culture: A two way interaction , 2003 .

[25]  Michael Harris Bond,et al.  Social Psychology Across Cultures , 1993 .

[26]  Torsten Ringberg,et al.  Towards a Socio-Cognitive Approach to Knowledge Transfer , 2008 .

[27]  G. Debreu The Coefficient of Resource Utilization , 1951 .

[28]  R. Inglehart Changing Values among Western Publics from 1970 to 2006 , 2008 .

[29]  M. Farrell The Measurement of Productive Efficiency , 1957 .

[30]  J. Schumpeter,et al.  Capitalism, Socialism and Democracy , 1943 .

[31]  Dominique Deprins,et al.  Measuring Labor-Efficiency in Post Offices , 2006 .

[32]  F. Swierczek Culture and conflict in joint ventures in Asia , 1994 .

[33]  G. Hofstede The Cultural Relativity of Organizational Practices and Theories , 1983 .

[34]  Kirpal Singh,et al.  Creativity Across Cultures , 2007 .

[35]  Jagdip Singh,et al.  Measurement Issues in Cross-National Research , 1995 .

[36]  W. Baumol Four Sources of Innovation and Stimulation of Growth in the Dutch Economy , 2004 .

[37]  M. Woerter,et al.  Firms’ Transfer Strategies with Universities and the Relationship with Firms’ Innovation Performance , 2009 .

[38]  P. W. Wilson,et al.  Estimation and inference in two-stage, semi-parametric models of production processes , 2007 .

[39]  Finn R. Førsund,et al.  Farrell revisited–Visualizing properties of DEA production frontiers , 2009, J. Oper. Res. Soc..

[40]  W. Baumol Towards microeconomics of innovation: Growth engine hallmark of market economics , 2002 .

[41]  Gerald R. Faulhaber Economists as Innovators: Practical Products of Theoretical Research , 1987 .

[42]  P. J. Green,et al.  Density Estimation for Statistics and Data Analysis , 1987 .

[43]  B. Oner Innovation and adaptation in a Turkish sample: a preliminary study. , 2000, The Journal of psychology.

[44]  B. McSweeney Hofstede’s Model of National Cultural Differences and their Consequences: A Triumph of Faith - a Failure of Analysis , 2002 .

[45]  Shaker A. Zahra,et al.  Culture and Its Consequences for Entrepreneurship , 2002 .

[46]  Jeffrey S. Racine,et al.  Cross-Validation and the Estimation of Conditional Probability Densities , 2004 .

[47]  M. Bond Reclaiming the individual from Hofstede's ecological analysis--a 20-year odyssey: comment on Oyserman et al. (2002). , 2002, Psychological bulletin.

[48]  T. Swan,et al.  ECONOMIC GROWTH and CAPITAL ACCUMULATION , 1956 .

[49]  A. Charnes,et al.  Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis , 1984 .

[50]  Tom Lee,et al.  Market Structure and Innovation: A Reformulation , 1980 .

[51]  Andrew Godley,et al.  Cultural factors in economic growth , 2000 .

[52]  G. Hofstede,et al.  Culture′s Consequences: International Differences in Work-Related Values , 1980 .

[53]  Zvi Griliches,et al.  Issues in Assessing the Contribution of Research and Development to Productivity Growth , 1979 .

[54]  Mary Ann Glynn,et al.  Innovative genius: A framework for relating individual intelligences to innovation. , 1996 .

[55]  Leo Sveikauskas,et al.  The Contribution of R&D to Productivity Growth. , 1986 .

[56]  F. Førsund,et al.  On the Origins of Data Envelopment Analysis , 2000 .

[57]  A. Jaffe Real Effects of Academic Research , 1989 .

[58]  Mark S. Granovetter Economic Action and Social Structure: The Problem of Embeddedness , 1985, American Journal of Sociology.

[59]  K. Pavitt SPRU Electronic Working Paper No 5 The Social Shaping of the National Science Base , 1998 .

[60]  R. Solow A Contribution to the Theory of Economic Growth , 1956 .

[61]  J. Sengupta,et al.  Recent rural growth in China: the performance of the rural small-scale enterprises, 1980–86 , 1993 .

[62]  R. Marques,et al.  Designing Incentives in Local Public Utilities: An International Comparison of the Drinking Water Sector , 2007 .

[63]  J. Florens,et al.  Nonparametric frontier estimation: a robust approach , 2002 .

[64]  G. Hofstede,et al.  The evolution of Hofstede's doctrine , 2011 .

[65]  P. Howitt Steady Endogenous Growth with Population and R. & D. Inputs Growing , 1999, Journal of Political Economy.

[66]  J. Zofío,et al.  Measuring Productive Efficiency in Input–Output Models by Means of Data Envelopment Analysis , 2007 .

[67]  Scott Shane,et al.  Why do some societies invent more than others , 1992 .

[68]  Peter B. Smith Culture’s Consequences: Something Old and Something New , 2002 .

[69]  J. Sengupta Dynamic Efficiency with Learning by Doing , 2004 .

[70]  A. Hashimoto,et al.  Measuring the change in R&D efficiency of the Japanese pharmaceutical industry , 2008 .

[71]  Stephen L. Mueller,et al.  Culture and entrepreneurial potential: A nine country study of locus of control and innovativeness , 2001 .

[72]  J. Hart,et al.  Testing the Significance of Categorical Predictor Variables in Nonparametric Regression Models , 2006 .

[73]  A. Pakes,et al.  Patents and R&D at the Firm Level: A First Look , 1984 .

[74]  Bernard W. Silverman,et al.  Density Estimation for Statistics and Data Analysis , 1987 .

[75]  Glenn C. Loury,et al.  Market Structure and Innovation , 1979 .

[76]  Réjean Landry,et al.  Lessons from Innovation Empirical Studies in the Manufacturing Sector: A Systematic Review of the Literature from 1993-2003 , 2006 .

[77]  María-José Pinillos,et al.  Relationship between individualist–collectivist culture and entrepreneurial activity: evidence from Global Entrepreneurship Monitor data , 2011 .

[78]  E. Wang,et al.  Relative efficiency of R&D activities: A cross-country study accounting for environmental factors in the DEA approach , 2007 .

[79]  Peter Thompson,et al.  Endogenous growth in a cross-section of countries , 2000 .

[80]  G. Erdos,et al.  Creativity in an Indigenous Afro-Arab Islamic Culture: The Case of Sudan. , 1996 .

[81]  Ashleigh Merritt,et al.  Culture in the Cockpit , 2000, Journal of cross-cultural psychology.

[82]  William J. Baumol,et al.  Entrepreneurship in Economic Theory , 1968 .

[83]  Hugo Hollanders,et al.  Measuring innovation efficiency , 2007 .

[84]  Cultural Factors in Economic Growth , 1960 .

[85]  Léopold Simar,et al.  Advanced Robust and Nonparametric Methods in Efficiency Analysis: Methodology and Applications , 2007 .

[86]  Pietro F. Peretto,et al.  Industrial development, technological change, and long-run growth , 1999 .

[87]  P. Dasgupta,et al.  Industrial Structure and the Nature of Innovative Activity , 1980 .

[88]  Mark Setterfield,et al.  What is Endogenous Growth Theory , 2007 .

[89]  Raphael Kaplinsky,et al.  Globalization and upgrading: what can (and cannot) be learnt from international trade statistics in the wood furniture sector? , 2005 .

[90]  R. Althin,et al.  An efficiency analysis of Swedish employment offices , 2004 .

[91]  Jeffrey S. Racine,et al.  Consistent Significance Testing for Nonparametric Regression , 1997 .

[92]  Charles I. Jones,et al.  Time Series Tests of Endogenous Growth Models , 1995 .

[93]  S. K. Cheng East‐West Difference in Views on Creativity: Is Howard Gardner Correct? Yes, and No , 1999 .

[94]  N. L. Johnson,et al.  Multivariate Analysis , 1958, Nature.

[95]  James H. Tiessen Individualism, collectivism, and entrepreneurship: A framework for international comparative research , 1997 .

[96]  R. Bhagat Culture's Consequences: Comparing Values, Behaviors, Institutions, and Organizations Across Nations , 2002 .

[97]  Sang M. Lee,et al.  Culture, entrepreneurial orientation, and global competitiveness , 2000 .

[98]  Marijn Verschelde,et al.  Estimating and explaining efficiency in a multilevel setting: A robust two-stage approach , 2010 .

[99]  Anthony Arundel,et al.  How Europe's economies learn: a comparison of work organization and innovation mode for the EU-15 , 2007 .

[100]  Low Sui Pheng,et al.  An exploratory study of Hofstede’s cross‐cultural dimensions in construction projects , 2002 .

[101]  P. W. Wilson,et al.  Statistical Inference in Nonparametric Frontier Models: The State of the Art , 1999 .

[102]  R. Gourlay Four dimensions. , 2005, International journal of health care quality assurance incorporating Leadership in health services.

[103]  Peter Howitt,et al.  Endogenous Growth and Cross-Country Income Differences , 2000 .

[104]  Bradley L. Kirkman,et al.  A quarter century of Culture's Consequences: a review of empirical research incorporating Hofstede's cultural values framework , 2006 .

[105]  Timothy Coelli,et al.  An Introduction to Efficiency and Productivity Analysis , 1997 .

[106]  Jeffrey S. Racine,et al.  Nonparametric Econometrics: The np Package , 2008 .

[107]  P. Arestis,et al.  Technical Efficiency and Financial Deepening in the non‐OECD Economies , 2006 .

[108]  Peter Thompson,et al.  Schumpeterian Growth Without Scale Effects , 1998 .

[109]  George Halkos,et al.  Modelling the effect of national culture on multinational banks' performance: A conditional robust nonparametric frontier analysis , 2011 .

[110]  Samuel Kortum,et al.  Research, Patenting, and Technological Change , 1997 .

[111]  S. McGuire,et al.  Economic creativity and innovation implementation: the entrepreneurial drivers of growth? Evidence from 63 countries , 2010 .

[112]  Charles I. Jones,et al.  R & D-Based Models of Economic Growth , 1995, Journal of Political Economy.

[113]  M. Chapman Preface: Social Anthropology, Business Studies, and Cultural Issues , 1996 .

[114]  Megan J. MacGarvie,et al.  Patent Thickets, Licensing and Innovative Performance , 2010 .

[115]  Nancy L. Stokey R&D and Economic Growth , 1995 .

[116]  L. Lynn,et al.  Linking technology and institutions: the innovation community framework , 1996 .

[117]  N. Varsakelis The impact of patent protection, economy openness and national culture on R&D investment: a cross-country empirical investigation , 2001 .

[118]  P. Dasgupta,et al.  Uncertainty, Industrial Structure, and the Speed of R&D , 1980 .

[119]  Xiaolan Fu,et al.  Exploring the cross-country gap in patenting: A Stochastic Frontier Approach , 2009 .

[120]  L. Simar,et al.  Conditional nonparametric frontier models for convex and nonconvex technologies: a unifying approach , 2007 .

[121]  David Low,et al.  The Multicultural Muse , 2003 .

[122]  Nikias Sarafoglou,et al.  The Tale of Two research Communities: The Diffusion of Research on Productive Efficiency , 2005 .

[123]  Léopold Simar,et al.  Optimal bandwidth selection for conditional efficiency measures: A data-driven approach , 2010, Eur. J. Oper. Res..

[124]  Raghu Garud,et al.  A Socio-Cognitive Model of Technology Evolution: The Case of Cochlear Implants , 2015 .

[125]  P. W. Wilson,et al.  Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models , 1998 .

[126]  Geert Hofstede,et al.  Dimensions Do Not Exist: A Reply to Brendan McSweeney , 2002 .

[127]  H. Triandis,et al.  Review of Culture's Consequences: International Differences in Work-Related Values , 1982 .

[128]  Z. Griliches Patent Statistics as Economic Indicators: a Survey , 1990 .

[129]  Florian Heinemann,et al.  Cross-cultural entrepreneurship research: Current status and framework for future studies , 2009 .

[130]  G. Hofstede,et al.  Culture′s Consequences: International Differences in Work-Related Values , 1980 .

[131]  Jeffrey S. Racine,et al.  CROSS-VALIDATED LOCAL LINEAR NONPARAMETRIC REGRESSION , 2004 .