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Published in: Electronic Commerce Research 4/2020

26-06-2018

Appropriate timing for SMEs to introduce an Internet-based online channel under uncertain operating costs: a real options analysis

Authors: Ping Shi, Bo Yan, Jun Zhao

Published in: Electronic Commerce Research | Issue 4/2020

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Abstract

This study analyzes the strategic decisions of small- and medium-sized enterprises (SMEs) to determine their optimal timing for introducing an Internet-based online channel when faced with uncertain operating costs. Introductory threshold, option value of waiting, and expected waiting time are derived by constructing value functions for SMEs who consider introducing an Internet-based online channel in addition to a traditional brick-and-mortar channel when faced with uncertain operating costs through traditional net present value method and real options approach. In order to facilitate the use of the proposed models in practice, we propose a parameter estimation method for the uncertain operating costs according to historical data of the actual operating costs, and explain the procedures involved in the whole process of how our models can be used in practical applications. Furthermore, we examine the effect of various parameters, such as awareness of consumer consumption on the Internet, irreversible sunk investment cost, cost efficiency coefficient, risk-free interest rate, mean drift rate and uncertainty rate of the uncertain operating costs, on the optimal timing for the introduction of an Internet-based online channel. In this study, the strategic decision-making of optimal timing for introducing an Internet-based online channel under uncertain operating costs is investigated from a new perspective by seeing the introduction of an Internet-based online channel under uncertain operating costs as a real option. This paper is part of a growing literature in the field of distribution channel management at the intersection of operations and finance. This study enriches the research stream of dual-channel sales mode and expands the scope of application of the real options approach. The models and findings presented in this study can provide theoretical support and practical guidance for SMEs to decide whether and when to introduce an Internet-based online channel when faced with uncertain operating costs in practice.

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Appendix
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Literature
1.
go back to reference Adamauskas, S., & Krušinskas, R. (2017). Optimal timing for a technology shift in mature markets of mobile communication. Strategic Change, 26(4), 343–361. Adamauskas, S., & Krušinskas, R. (2017). Optimal timing for a technology shift in mature markets of mobile communication. Strategic Change, 26(4), 343–361.
2.
go back to reference Agliardi, E., & Sereno, L. (2011). The effects of environmental taxes and quotas on the optimal timing of emission reductions under Choquet–Brownian uncertainty. Economic Modelling, 28(6), 2793–2802. Agliardi, E., & Sereno, L. (2011). The effects of environmental taxes and quotas on the optimal timing of emission reductions under Choquet–Brownian uncertainty. Economic Modelling, 28(6), 2793–2802.
3.
go back to reference Arasteh, A. (2017). Considering the investment decisions with real options games approach. Renewable and Sustainable Energy Reviews, 72, 1282–1294. Arasteh, A. (2017). Considering the investment decisions with real options games approach. Renewable and Sustainable Energy Reviews, 72, 1282–1294.
4.
go back to reference Botterud, A., & Korpas, M. (2007). A stochastic dynamic model for optimal timing of investments in new generation capacity in restructured power systems. International Journal of Electrical Power & Energy Systems, 29(2), 163–174. Botterud, A., & Korpas, M. (2007). A stochastic dynamic model for optimal timing of investments in new generation capacity in restructured power systems. International Journal of Electrical Power & Energy Systems, 29(2), 163–174.
5.
go back to reference Cai, G., Zhang, Z. G., & Zhang, M. (2009). Game theoretical perspectives on dual-channel supply chain competition with price discounts and pricing schemes. International Journal of Production Economics, 117(1), 80–96. Cai, G., Zhang, Z. G., & Zhang, M. (2009). Game theoretical perspectives on dual-channel supply chain competition with price discounts and pricing schemes. International Journal of Production Economics, 117(1), 80–96.
6.
go back to reference Cai, G. S. (2010). Channel selection and coordination in dual-channel supply chains. Journal of Retailing, 86(1), 22–36. Cai, G. S. (2010). Channel selection and coordination in dual-channel supply chains. Journal of Retailing, 86(1), 22–36.
7.
go back to reference Cattani, K., Gilland, W., Heese, H. S., & Swaminathan, J. (2006). Boiling frogs: Pricing strategies for a manufacturer adding a direct channel that competes with the traditional channel. Production and Operations Management, 15(1), 40–56. Cattani, K., Gilland, W., Heese, H. S., & Swaminathan, J. (2006). Boiling frogs: Pricing strategies for a manufacturer adding a direct channel that competes with the traditional channel. Production and Operations Management, 15(1), 40–56.
8.
go back to reference Ceseña, E. M., Mutale, J., & Rivas-Dávalos, F. (2013). Real options theory applied to electricity generation projects: A review. Renewable and Sustainable Energy Reviews, 19, 573–581. Ceseña, E. M., Mutale, J., & Rivas-Dávalos, F. (2013). Real options theory applied to electricity generation projects: A review. Renewable and Sustainable Energy Reviews, 19, 573–581.
9.
go back to reference Chang, J. R., & Hung, M. W. (2006). Optimal timing to invest in e-commerce. Psychology & Marketing, 23(4), 335–348. Chang, J. R., & Hung, M. W. (2006). Optimal timing to invest in e-commerce. Psychology & Marketing, 23(4), 335–348.
10.
go back to reference Chen, K. Y., Kaya, M., & Ozer, O. (2008). Dual sales channel management with service competition. Manufacturing & Service Operations Management, 10(4), 654–675. Chen, K. Y., Kaya, M., & Ozer, O. (2008). Dual sales channel management with service competition. Manufacturing & Service Operations Management, 10(4), 654–675.
11.
go back to reference Chen, P. (2012). The investment strategies for a dynamic supply chain under stochastic demands. International Journal of Production Economics, 139(1), 80–89. Chen, P. (2012). The investment strategies for a dynamic supply chain under stochastic demands. International Journal of Production Economics, 139(1), 80–89.
12.
go back to reference Chen, S., Zhang, Q., Wang, G., Zhu, L., & Li, Y. (2018). Investment strategy for underground gas storage facilities based on real option model considering gas market reform in China. Energy Economics, 70, 132–142. Chen, S., Zhang, Q., Wang, G., Zhu, L., & Li, Y. (2018). Investment strategy for underground gas storage facilities based on real option model considering gas market reform in China. Energy Economics, 70, 132–142.
13.
go back to reference Chen, Z., & Zhang, S. (2011). Optimal timing and equilibrium price for SOE property rights transfer under imperfect information. International Journal of Information Technology & Decision Making, 10(2), 353–372. Chen, Z., & Zhang, S. (2011). Optimal timing and equilibrium price for SOE property rights transfer under imperfect information. International Journal of Information Technology & Decision Making, 10(2), 353–372.
14.
go back to reference Chiang, W. Y. K., Chhajed, D., & Hess, J. D. (2003). Direct marketing, indirect profits: A strategic analysis of dual-channel supply-chain design. Management Science, 49(1), 1–20. Chiang, W. Y. K., Chhajed, D., & Hess, J. D. (2003). Direct marketing, indirect profits: A strategic analysis of dual-channel supply-chain design. Management Science, 49(1), 1–20.
15.
go back to reference Dixit, A. K., & Pindyck, R. S. (1994). Investment under uncertainty. Princeton: Princeton University Press. Dixit, A. K., & Pindyck, R. S. (1994). Investment under uncertainty. Princeton: Princeton University Press.
16.
go back to reference Fernie, J., & Sparks, L. (2009). Logistics and retail management: Emerging issues and new challenges in the retail supply chain (3rd ed.). London: Kogan Page. Fernie, J., & Sparks, L. (2009). Logistics and retail management: Emerging issues and new challenges in the retail supply chain (3rd ed.). London: Kogan Page.
17.
go back to reference Grenadier, S. R., & Weiss, A. M. (1997). Investment in technological innovations: An option pricing approach. Journal of Financial Economics, 44(3), 397–416. Grenadier, S. R., & Weiss, A. M. (1997). Investment in technological innovations: An option pricing approach. Journal of Financial Economics, 44(3), 397–416.
18.
go back to reference Guo, J. X., & Zhu, L. (2016). Optimal timing of technology adoption under the changeable abatement coefficient through R&D. Computers & Industrial Engineering, 96, 216–226. Guo, J. X., & Zhu, L. (2016). Optimal timing of technology adoption under the changeable abatement coefficient through R&D. Computers & Industrial Engineering, 96, 216–226.
19.
go back to reference Hu, Q. Y., Wei, Y. H., & Xia, Y. S. (2010). Revenue management for a supply chain with two streams of customers. European Journal of Operational Research, 200(2), 582–598. Hu, Q. Y., Wei, Y. H., & Xia, Y. S. (2010). Revenue management for a supply chain with two streams of customers. European Journal of Operational Research, 200(2), 582–598.
20.
go back to reference Huang, W., & Swaminathan, J. M. (2009). Introduction of a second channel: Implications for pricing and profits. European Journal of Operational Research, 194(1), 258–279. Huang, W., & Swaminathan, J. M. (2009). Introduction of a second channel: Implications for pricing and profits. European Journal of Operational Research, 194(1), 258–279.
21.
go back to reference Ingene, C. A., & Parry, M. E. (2004). Mathematical models of distribution channels. Berlin: Springer. Ingene, C. A., & Parry, M. E. (2004). Mathematical models of distribution channels. Berlin: Springer.
22.
go back to reference Ingene, C. A., & Parry, M. E. (2007). Bilateral monopoly, identical competitors/distributors, and game-theoretic analyses of distribution channels. Journal of the Academy of Marketing Science, 35(4), 586–602. Ingene, C. A., & Parry, M. E. (2007). Bilateral monopoly, identical competitors/distributors, and game-theoretic analyses of distribution channels. Journal of the Academy of Marketing Science, 35(4), 586–602.
23.
go back to reference Jamali, M. B., & Rasti-Barzoki, M. (2018). A game theoretic approach for green and non-green product pricing in chain-to-chain competitive sustainable and regular dual-channel supply chains. Journal of Cleaner Production, 170, 1029–1043. Jamali, M. B., & Rasti-Barzoki, M. (2018). A game theoretic approach for green and non-green product pricing in chain-to-chain competitive sustainable and regular dual-channel supply chains. Journal of Cleaner Production, 170, 1029–1043.
24.
go back to reference Katsurayama, Y. (2007). Optimal timing for investment decisions. Journal of the Operations Research Society of Japan, 50(1), 46–54. Katsurayama, Y. (2007). Optimal timing for investment decisions. Journal of the Operations Research Society of Japan, 50(1), 46–54.
25.
go back to reference Koussis, N., Martzoukos, S. H., & Trigeorgis, L. (2007). Real R&D options with time-to-learn and learning-by-doing. Annals of Operations Research, 151(1), 29–55. Koussis, N., Martzoukos, S. H., & Trigeorgis, L. (2007). Real R&D options with time-to-learn and learning-by-doing. Annals of Operations Research, 151(1), 29–55.
26.
go back to reference Kozlova, M. (2017). Real option valuation in renewable energy literature: Research focus, trends and design. Renewable and Sustainable Energy Reviews, 80, 180–196. Kozlova, M. (2017). Real option valuation in renewable energy literature: Research focus, trends and design. Renewable and Sustainable Energy Reviews, 80, 180–196.
27.
go back to reference Liu, G., Wen, F., & MacGill, I. (2011). Optimal timing for generation investment with uncertain emission mitigation policy. European Transactions on Electrical Power, 21(1), 1015–1027. Liu, G., Wen, F., & MacGill, I. (2011). Optimal timing for generation investment with uncertain emission mitigation policy. European Transactions on Electrical Power, 21(1), 1015–1027.
28.
go back to reference Lukas, E., Spengler, T. S., Kupfer, S., & Kieckhäfer, K. (2017). When and how much to invest? Investment and capacity choice under product life cycle uncertainty. European Journal of Operational Research, 260(3), 1105–1114. Lukas, E., Spengler, T. S., Kupfer, S., & Kieckhäfer, K. (2017). When and how much to invest? Investment and capacity choice under product life cycle uncertainty. European Journal of Operational Research, 260(3), 1105–1114.
29.
go back to reference Mbah, M. L. N., Forster, G. A., Wesseler, J. H., & Gilligan, C. A. (2010). Economically optimal timing for crop disease control under uncertainty: An options approach. Journal of the Royal Society, Interface, 7(51), 1421–1428. Mbah, M. L. N., Forster, G. A., Wesseler, J. H., & Gilligan, C. A. (2010). Economically optimal timing for crop disease control under uncertainty: An options approach. Journal of the Royal Society, Interface, 7(51), 1421–1428.
30.
go back to reference Mei, B., & Wetzstein, M. (2017). Burning wood pellets for US electricity generation? A regime switching analysis. Energy Economics, 65, 434–441. Mei, B., & Wetzstein, M. (2017). Burning wood pellets for US electricity generation? A regime switching analysis. Energy Economics, 65, 434–441.
31.
go back to reference Milanesi, G., Woitschach, G. B. M., & Broz, D. R. (2012). Applying the theory of real options to the optimal timing of timber harvests. Revista De La Facultad De Ciencias Agrarias, 44(2), 65–78. Milanesi, G., Woitschach, G. B. M., & Broz, D. R. (2012). Applying the theory of real options to the optimal timing of timber harvests. Revista De La Facultad De Ciencias Agrarias, 44(2), 65–78.
32.
go back to reference Ryan, J. K., Sun, D., & Zhao, X. (2013). Coordinating a supply chain with a manufacturer-owned online channel: A dual channel model under price competition. IEEE Transactions on Engineering Management, 60(2), 247–259. Ryan, J. K., Sun, D., & Zhao, X. (2013). Coordinating a supply chain with a manufacturer-owned online channel: A dual channel model under price competition. IEEE Transactions on Engineering Management, 60(2), 247–259.
33.
go back to reference Rhys, H., Song, J., & Jindrichovska, I. (2002). The timing of real option exercise: Some recent developments. The Engineering Economist, 47(4), 436–450. Rhys, H., Song, J., & Jindrichovska, I. (2002). The timing of real option exercise: Some recent developments. The Engineering Economist, 47(4), 436–450.
34.
go back to reference Schachter, J. A., & Mancarella, P. (2016). A critical review of real options thinking for valuing investment flexibility in smart grids and low carbon energy systems. Renewable and Sustainable Energy Reviews, 56, 261–271. Schachter, J. A., & Mancarella, P. (2016). A critical review of real options thinking for valuing investment flexibility in smart grids and low carbon energy systems. Renewable and Sustainable Energy Reviews, 56, 261–271.
35.
go back to reference Schwartz, E. S., & Zozaya-Gorostiza, C. (2003). Investment under uncertainty in information technology: Acquisition and development projects. Management Science, 49(1), 57–70. Schwartz, E. S., & Zozaya-Gorostiza, C. (2003). Investment under uncertainty in information technology: Acquisition and development projects. Management Science, 49(1), 57–70.
36.
go back to reference Sims, C. (2011). Optimal timing of salvage harvest in response to a stochastic infestation. Natural Resource Modeling, 24(3), 383–408. Sims, C. (2011). Optimal timing of salvage harvest in response to a stochastic infestation. Natural Resource Modeling, 24(3), 383–408.
37.
go back to reference Tang, C., Zhu, S., & Cao, E. (2018). Equilibrium analysis of a dual-channel supply chain under different market powers. Australian Economic Papers, 57(1), 19–34. Tang, C., Zhu, S., & Cao, E. (2018). Equilibrium analysis of a dual-channel supply chain under different market powers. Australian Economic Papers, 57(1), 19–34.
38.
go back to reference Tsay, A. A., & Agrawal, N. (2004). Channel conflict and coordination in the e-commerce age. Production and Operations Management, 13(1), 93–110. Tsay, A. A., & Agrawal, N. (2004). Channel conflict and coordination in the e-commerce age. Production and Operations Management, 13(1), 93–110.
39.
go back to reference Xu, S. X., Lu, Q., & Li, Z. (2012). Optimal modular production strategies under market uncertainty: A real options perspective. International Journal of Production Economics, 139(1), 266–274. Xu, S. X., Lu, Q., & Li, Z. (2012). Optimal modular production strategies under market uncertainty: A real options perspective. International Journal of Production Economics, 139(1), 266–274.
40.
go back to reference Yao, D., & Liu, J. J. (2005). Competitive pricing of mixed retail and e-tail distribution channels. Omega, 33(3), 235–247. Yao, D., & Liu, J. J. (2005). Competitive pricing of mixed retail and e-tail distribution channels. Omega, 33(3), 235–247.
41.
go back to reference Yue, X. H., & Liu, J. (2006). Demand forecast sharing in a dual-channel supply chain. European Journal of Operational Research, 174(1), 646–667. Yue, X. H., & Liu, J. (2006). Demand forecast sharing in a dual-channel supply chain. European Journal of Operational Research, 174(1), 646–667.
42.
go back to reference Zambujal-Oliveira, J. (2013). Investments in combined cycle natural gas-fired systems: A real options analysis. International Journal of Electrical Power & Energy Systems, 49, 1–7. Zambujal-Oliveira, J. (2013). Investments in combined cycle natural gas-fired systems: A real options analysis. International Journal of Electrical Power & Energy Systems, 49, 1–7.
43.
go back to reference Zhang, L., & Wang, J. (2017). Coordination of the traditional and the online channels for a short-life-cycle product. European Journal of Operational Research, 258(2), 639–651. Zhang, L., & Wang, J. (2017). Coordination of the traditional and the online channels for a short-life-cycle product. European Journal of Operational Research, 258(2), 639–651.
44.
go back to reference Zhen, Z., Lou, L., Tian, L., & Gao, Q. (2018). Investment optimization path of NG power generation in China based on carbon value realization and market linkage. Applied Energy, 210, 241–255. Zhen, Z., Lou, L., Tian, L., & Gao, Q. (2018). Investment optimization path of NG power generation in China based on carbon value realization and market linkage. Applied Energy, 210, 241–255.
Metadata
Title
Appropriate timing for SMEs to introduce an Internet-based online channel under uncertain operating costs: a real options analysis
Authors
Ping Shi
Bo Yan
Jun Zhao
Publication date
26-06-2018
Publisher
Springer US
Published in
Electronic Commerce Research / Issue 4/2020
Print ISSN: 1389-5753
Electronic ISSN: 1572-9362
DOI
https://doi.org/10.1007/s10660-018-9311-1

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