Abstract
This paper examines the effects of information technology (IT) adoption on the productivity of multimarket small and medium-sized enterprises (SMEs). The main hypothesis is that IT usage increases efficiency to a higher degree in diversified and internationalized firms compared with single-market SMEs. This hypothesis is tested using a large sample of more than 2,000 Spanish SMEs. Overall, intensive use of IT in operations processes is found to be associated with substantial increases in productivity of firms following both related and unrelated diversification. Also, exporting firms with more intensive use of IT have higher productivity. These results are consistent with previous theoretical arguments on the relationship between IT and efficiency of firms and open future research directions related to the role played by IT in the management control systems of both diversified and exporting firms.
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Notes
The variable Efficiency lies in the interval [0, 1] and is left-skewed. By reflecting it (i.e., taking −Efficiency) we obtain a right-skewed variable which lies in [−1, 0]. We translate it to [1, 2] (taking 2 − Efficiency), and then the skewness is corrected with a logarithmic transformation [log(2 − Efficiency)]. Finally, the result is reflected again [−log(2 − Efficiency)] and translated to the interval [0, 1] [1 − log(2 − Efficiency)], so that the transformed efficiency lies in the original interval and with the right orientation.
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References
Aldrich, H. E. (1979). Organizations and environments. Englewood Cliffs, NJ: Prentice Hall.
Aral, S., Brynjolfsson, E., & Wu, D. J. (2006). Which came first, it or productivity? Virtuous cycle of investment and use in enterprise systems. In International conference on information systems, Milwaukee, WI. Available at SSRN: http://ssrn.com/abstract=942291.
Arcelus, F. J., & Arozena, P. (1999). Measuring sectoral productivity across time and across countries. European Journal of Operational Research, 119, 254–266.
Aw, B. Y., Chen, X., & Roberts, M. J. (2001). Firm-level evidence on productivity differentials. Turnover, and exports in taiwanese manufacturing. Journal of Development Economics, 66, 51–86.
Aw, B. Y., Roberts, M. J., & Winston, T. (2005). The complementary role of exports and R&D investments as sources of productivity growth. NBER Working Papers 11774. National Bureau of Economic Research.
Beck, R., Wigand, R. T., & König, W. (2005). Integration of E-commerce by SMEs in the manufacturing sector: A data envelopment analysis approach. Journal of Global Information Management, 13(3), 20–32.
Bello, D. C., & Gilliland, D. I. (1997). The effect of output controls, process controls, and flexibility on export channel performance. Journal of Marketing, 61, 22–38.
Belu, C. (2009). Ranking corporation based on sustainable and socially responsible practices. A DEA Approach. Sustainable Development, 17(4), 257.
Bernard, A. B., & Jensen, J. B. (1999). Exceptional exporter performance: Cause, effect or both? Journal of International Economics, 47, 1–25.
Bresnahan, T. F., Brynjolfsson, E., & Hitt, L. M. (2002). Information technology, workplace organization, and the demand for skilled labor: Firm-level evidence. Quarterly Journal of Economics, 117, 339–376.
Cadogan, J., Sunkqvist, S., Salminen, R. T., & Pumalainen, K. (2005). Export marketing, interventional interactions, and performance consequences. Journal of the Academy of Marketing Science, 33(4), 520–535.
Cassiman, B., & Golovko, E. (2007). Innovation and the export-productivity link. CEPR Discussion Papers 6411. CEPR Discussion Papers
Chari, M. D. R., Sarv, D., & Parthiban, D. (2008). The impact of information technology investments and diversification strategies on firm performance. Management Science, 54(1), 224–234.
Chilingerian, J. A. (1995). Evaluating physician efficiency in hospitals: A multivariate analysis of best practices. European Journal of Operational Research, 80, 548–574.
Clerides, B., Lach, S., & Tybout, J. R. (1998). Is learning by exporting important? Micro-dynamic evidence from Colombia, Mexico and Morocco. The Quarterly Journal of Economics, 113(3), 903–947.
Coelli, T. J., Rao, D. S. P., O’Donnell, C. J., & Battese, G. E. (2005). An introduction to efficiency and productivity analysis. New York: Springer Verlag.
Cooper, W. W., Seiford, L. M., & Tone, K. (2007). Data envelopment analysis. New York: Springer.
Dedrick, J., Gurbaxani, V., & Kraemer, K. L. (2003). Information technology and economic performance: A critical review of the empirical evidence. ACM Computing Surveys, 35(1), 1–28.
Delgado, M. A., Fariñas, J. C., & Ruano, S. (2002). Firm productivity and export markets: A non-parametric approach. Journal of International Economics, 57(2), 397–422.
Desmond, W. N. (2007). A modern resource based approach to unrelated diversification. Journal of Management Studies, 44(8), 1481–1502.
Devaraj, S., & Kohli, R. (2003). Performance impacts of information technology: Is actual usage the missing link? Management Science, 49(3), 273–289.
Dewan, S., Michael, S. C., & Min, C. (1998). Firm characteristics and investments in information technology: Scale and scope effects. Information Systems Research, 9(3), 219–232.
Diaz, M. A., & Sanchez, R. (2008). Firm size and productivity in Spain: A stochastic frontier analysis. Small Business Economics, 30(3), 315–323.
Edmonds, B. (1996). What is Complexity? In F. Heylighen & D. Aerts (Eds.), The evolution of complexity. Dordrecht: Kluwer.
Emms, E., & Kale, J. (2006). Efficiency implications of corporate diversification: Evidence from micro data, CES Working Papers 06-26. Center for Economic Studies Discussion.
Faraway, J. J. (2005). Linear models with R. Boca Raton, Florida: Chapman & Hall/CRC.
Färe, R., Grosskopf, S., & Lovell, C. A. K. (1994). Production frontiers. Cambridge: Cambridge University Press.
Fox, J. (2008). Applied regression analysis and generalized linear models (2nd ed.). Thousand Oaks: Sage.
Geishecker, I., Gorg, H., & Taglioni, D. (2009). Characterising euro area multinationals. World Economy, 32(1), 49–76.
Giuri, P., Torrisi, S., & Zinovyeva, N. (2008). ICT, skills, and organizational change: Evidence from Italian manufacturing firms. Industrial & Corporate Change, 17, 29–64.
Hart, S. J., & Tzokas, N. (1999). The impact of marketing research activity on SME export performance: Evidence from the UK. Journal of Small Business Management, 18(5), 63–75.
Hitt, L. M. (1999). Information technology and firm boundaries: Evidence from panel data. Information Systems Research, 10(2), 134–149.
Hoff, A. (2007). Second stage DEA: Comparison of approaches for modelling the DEA score. European Journal of Operational Research, 181(1), 425–435.
Hoskisson, R. E., & Hitt, M. A. (1988). Strategic control and relative R&D investment in multiproduct firms. Strategic Management Journal, 9(6), 605–621.
Hoskisson, R. E., Hitt, M. A., Johnson, R. A., & Moesel, D. D. (1993). Construct-validity of an objective (entropy) categorical measure of diversification strategy. Strategic Management Journal, 14(3), 215–235.
Kleiber, C., & Zeilis, A. (2008). Applied econometrics with R. New York: Springer.
Lal, K. (1999). Determinants of the adoption of Information Technology: A case study of electrical and electronic goods manufacturing firms in India. Research Policy, 28(7), 667–680.
Leleu, H., & Briec, W. (2009). A DEA estimation of a lower bound firms’ allocative efficiency without information on price data. International Journal of Production Economics, 121(1), 203.
Lichtenberg, F. R. (1992). Industrial de-diversification and its consequences for productivity. Journal of Economic Behavior & Organization, 18, 427–439.
Liu, Y., & Ravichandran, T. (2008). A comprehensive investigation on the relationship between information technology investments and firm diversification. Information Technology and Management, 9(3), 169–180.
Lucchetti, R., & Sterlacchini, A. (2004). The adoption of ICT among SMEs: Evidence from an Italian Survey. Small Business Economics, 23(2), 151–168.
Lynch, L. M. (2007). The adoption and diffusion of organizational innovation: Evidence for the U.S. economy. CES Working Papers 07-18. Center for Economic Studies Discussion.
Maksimovic, V., & Phillips, G. (2001). The market for corporate assets: Who engages in mergers and asset sales and are there efficiency gains? Journal of Finance, 56, 2019–2065.
Malone, T. W., Yates, J., & Benjamin, R. I. (1987). Electronic markets and electronic hierarchies. Communications of the ACM, 30(6), 484–497.
Michael, S. C. (2007). Can information technology enable profitable diversification? An empirical examination. Journal of Engineering and Technology Management, 24(3), 167–185.
Montgomery, C. A. (1994). Corporate diversification. Journal of Economic Perspectives, 8(3), 163–178.
Mooney, J., Gurbaxani, K., & Kraemer, K. (1996). A process oriented framework for assessing the business value of information technology. Database, 27(2), 68–81.
Morgan, R. E., & Katsikeas, C. S. (1998). Exporting problems of industrial manufacturers. Industrial Marketing Management, 27, 161–176.
Nassimbeni, G. (2001). Technology, innovation capacity, and the export attitude of small manufacturing firms: A logit/tobit model. Research Policy, 30, 245–262.
Nelder, J. A. (1977). A reformulation of linear models. Journal of the Royal Statistical Society Series A, 140(1), 49–77.
Piesse, J., & Townsend, R. (1995). The measurement of productive efficiency in UK Building Societies. Applied Financial Economics, 5(6), 397.
Ravichandran, T., Liu, Y., Han, S., & Hasan, I. (2009). Diversification and firm performance: Exploring the moderating effects of information technology spending. Journal of Management Information Systems, 25(4), 205–240.
Ruggiero, J., & Vitaliano, D. F. (1999). Assessing the efficiency of public schools using data envelopment analysis and frontier regression. Contemporary Economic Policy, 17(3), 321–331.
Schoar, A. (2002). Effects of corporate diversification on productivity. Journal of Finance, 57, 2379–2403.
Shao, B. B. M., & Lin, W. T. (2002). Technical efficiency analysis of information technology investments: A two-stage empirical investigation. Information and Management, 39(5), 391–401.
Shin, N. (2006a). The impact of information technology on the financial performance of diversified firms. Decision Support Systems, 41(4), 698–707.
Shin, I. (2006b). Adoption of enterprise application software and firm performance. Small Business Economics, 26, 241–256.
Strassman, P. A. (1997). The squandered computer; evaluating the business alignment of information technologies. New Canaan: Information Economic.
Tallon, P. P., Kraemer, K. L., & Gurbaxani, V. (2000). Executive’s perceptions of the business value of information technology: A process-oriented approach. Journal of Management Information Systems, 16(4), 145–173.
Tanriverdi, H. (2006). Performance effects of information technology synergies in multibusiness firms. MIS Quarterly, 30(1), 57–77.
Villalonga, B. (2004). Diversification discount or premium? New evidence from the Business Information Tracking Series. Journal of Finance, 59, 479–506.
Williamson, O. (1975). Markets and hierarchies. New York: Free.
Wooldridge, J. M. (2002). Econometric analysis of cross section and panel data. Massachusetts, Cambridge: The MIT Press.
Yang, J. C. (2006). The efficiency of SMEs in the global market: Measuring the Korean performance. Journal of Policy Modelling, 28(8), 861.
Yang, C., & Chen, K. (2009). Are small firms less efficient? Small Business Economics, 32(4), 375–395.
Zhang, C., Hu, Z., & Gu, F. F. (2008a). Intra- and interfirm coordination of export manufacturers: A cluster analysis of indigenous Chinese exporters. Journal of International Marketing, 16(3), 108–135.
Zhang, M., Sarker, S., & Sarker, S. (2008b). Unpacking the effect of IT capability on the performance of export-focused SMEs: A report from China. Information Systems Journal, 18(4), 357–380.
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Sandulli, F.D., Fernández-Menéndez, J., Rodríguez-Duarte, A. et al. The productivity payoff of information technology in multimarket SMEs. Small Bus Econ 39, 99–117 (2012). https://doi.org/10.1007/s11187-010-9297-0
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DOI: https://doi.org/10.1007/s11187-010-9297-0
Keywords
- Productivity paradox
- Performance
- Diversification
- Internationalization
- Small and medium-sized enterprises
- Information technology