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6 - Heteroscedasticity

R&D, invention and innovation

Published online by Cambridge University Press:  05 June 2014

Michelle C. Baddeley
Affiliation:
University of Cambridge
Diana V. Barrowclough
Affiliation:
United Nations Conference on Trade and Development (UNCTAD), Geneva
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Summary

Economic issues include:

  • Invention versus innovation

  • Role of technology

Econometric issues include:

  • Homoscedasticity and heteroscedasticity

  • Heteroscedasticity tests: the Goldfield–Quandt test, White's test

  • Weighted Least Squares (WLS)

Data issues include:

  • Measuring innovation and knowledge: an innovativeness index

  • Working with outliers

The issue

Innovation is essential for economic growth and development, whether for countries that are technological leaders at the frontier of knowledge or for countries that are ‘latecomers’, catching up on technical advances made elsewhere. Globalisation has interacted with rapid technological change and trade has become increasingly open and competitive, transport costs have fallen, and capital and labour have become more and more mobile. International competitive pressures have become more pronounced and all countries, rich and poor, have had to innovate constantly.

Innovation can also involve finding new ways to do the same old things – for example in introducing new processes that can reduce the price and/or raise the quality of traditional products – such as wine. Overall, being innovative is important everywhere; it has important implications for developing countries as well as developed ones (UNCTAD, 2007); it is as important to individual firms as it is to nations as a whole. It is also important to individual people – we need to keep investing in and refreshing our personal human capital; in modern economies for example, there are many good reasons (social as well as professional) to be computer literate, i.e. to ‘invest’ in our human computing capital.

Type
Chapter
Information
Running Regressions
A Practical Guide to Quantitative Research in Economics, Finance and Development Studies
, pp. 133 - 156
Publisher: Cambridge University Press
Print publication year: 2009

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References

Fagerberg, J., Mowery, D. and Nelson, R. (eds.) (2004) The Oxford Handbook of Innovation, Oxford: Oxford University Press.
Link, A. N. and Scherer, F. M. (eds.) (2006) The Economics of R&D, Innovation, and Technological Change: Essays in Honor of Edwin Mansfield, New York: Springer-Verlag.
Stock, J. H. and Watson, M. W. (2000) Introduction to Econometrics, Harlow: Pearson Education/Addison-Wesley, Chapter 4.Google Scholar
Thomas, R. L. (1997) Modern Econometrics: An Introduction, Harlow: Addison-Wesley, Chapter 10.Google Scholar
Wooldridge, J. M. (2003) Introductory Econometrics: A Modern Approach (2nd edition), Thomson South-Western, Chapter 8.Google Scholar
Klette, J. and Kortum, S. (2004) ‘Innovating firms and aggregate innovation’, Journal of Political Economy, vol. 112, no. 5, 986–1018.CrossRefGoogle Scholar
,OECD (2002), OECD Science, Technology and Industry Outlook 2002, Paris: Organisation for Economic Cooperation and Development. Published annually.Google Scholar
,UNCTAD (2005), ‘World Investment Report 2005 – Transnational Corporations and the Internationalization of R&D’. New York and Geneva: United Nations Conference on Trade and Development. www.unctad.org/en/docs/wir2005overview_end.pdfGoogle Scholar
,UNCTAD (2007), Knowledge, Technological Learning and Innovation for Development, Least Developed Countries Report, Geneva and New York: United Nations.Google Scholar
Fagerberg, J., Mowery, D. and Nelson, R. (eds.) (2004) The Oxford Handbook of Innovation, Oxford: Oxford University Press.
Link, A. N. and Scherer, F. M. (eds.) (2006) The Economics of R&D, Innovation, and Technological Change: Essays in Honor of Edwin Mansfield, New York: Springer-Verlag.
Stock, J. H. and Watson, M. W. (2000) Introduction to Econometrics, Harlow: Pearson Education/Addison-Wesley, Chapter 4.Google Scholar
Thomas, R. L. (1997) Modern Econometrics: An Introduction, Harlow: Addison-Wesley, Chapter 10.Google Scholar
Wooldridge, J. M. (2003) Introductory Econometrics: A Modern Approach (2nd edition), Thomson South-Western, Chapter 8.Google Scholar
Klette, J. and Kortum, S. (2004) ‘Innovating firms and aggregate innovation’, Journal of Political Economy, vol. 112, no. 5, 986–1018.CrossRefGoogle Scholar
,OECD (2002), OECD Science, Technology and Industry Outlook 2002, Paris: Organisation for Economic Cooperation and Development. Published annually.Google Scholar
,UNCTAD (2005), ‘World Investment Report 2005 – Transnational Corporations and the Internationalization of R&D’. New York and Geneva: United Nations Conference on Trade and Development. www.unctad.org/en/docs/wir2005overview_end.pdfGoogle Scholar
,UNCTAD (2007), Knowledge, Technological Learning and Innovation for Development, Least Developed Countries Report, Geneva and New York: United Nations.Google Scholar

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