Abstract
The high-tech industry has great potentials in global economy and plays an important driving force in global manufacturing operations. However, high-tech firms sometimes have to deal with high-risk potentials such as limitation of human resources, powerful competitors, and high ratio of natural disasters. An alternative solution to overcome these issues is to seek a new place for locating manufacturing plants. In addition, the selection of the new location is a form of business expansion outside origin location which can strengthen firm’s position at the global level. This study presents a novel framework of location selection using fuzzy analytic network process to determine prospective manufacturing location and applies to Taiwan hi-tech firms in selecting China regions as the research subject. We conduct survey to 16 firms which are categorized into two groups (small-medium and large firms). Following our proposed location selection framework, we conclude that the two groups have different priorities of location determinants and location ranks. In choosing a location, small-medium firms prioritize cost rather than regulation and community, while large firms prioritize regulation rather than cost and community. In terms of location selection, both groups are prioritizing Central-Western China as their first choice.
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Badri, M.A.: Combining the analytic hierarchy process and goal programming for global facility location-allocation problem. Int. J. Prod. Econ. 62, 237–248 (1999)
Benjamin, C.O., Chi, S.C., Gaber, T., Riordan, C.A.: Comparing BP and ART II neural network classifiers for facility location. Comput. Ind. Eng. 28, 43–50 (1995)
Buckley, P.J., Wan, C., Clegg, J.: The impact of foreign ownership, local ownership and industry characteristics on spillover benefits from foreign direct investment in China. Int. Bus. Rev. 16, 142–158 (2007)
CCID Consulting. http://en.ccidconsulting.com/en/index.htm (2015)
CEPD (Council for Economic Planning and Development): Taiwan Statistical Data Book, Executive Yuan, ROC (Taiwan). www.cepd.gov.tw (2012)
Chan, F., Kumar, N.: Global supplier development considering risk factors using fuzzy extended AHP-based approach. Omega 35, 417–431 (2007)
Chang, P.L., Shih, H.Y.: The innovation systems of Taiwan and China: a comparative analysis. Technovation 24, 529–539 (2004)
Chen, G.S.: Regional distribution of Taiwanese direct investment in China: recent trends and determinants, Business, Economics and Public Policy Working Papers. Number: 2011–2016 (2011)
Chen, S.H.: Taiwanese IT firms’ offshore R&D in China and the connection with the global innovation network. Res. Policy 33, 337–349 (2004)
Dijk, V.D., Pellenbarg, P.H.: Firm relocation decisions in The Netherlands: an ordered logit approach. Reg. Sci. 79(2), 191–219 (2000)
EERI (Earthquake Engineering Research Institute): The Chi-Chi, Taiwan earthquake of 21 Sept 1999. https://www.eeri.org/lfe/pdf/Taiwan_ChiChi_Insert_Dec99.pdf (1999)
Ergu, D., Kou, G., Peng, Y., Shi, Y.: A simple method to improve the consistency ratio of the pair-wise comparison matrix in ANP. Eur. J. Oper. Res. 213, 246–259 (2011)
Global Eye. http://www.globaleye.org.uk (2015)
Gong, H.: Spatial patterns of foreign investment in China’s cities, 1980–1989. Urban Geogr. 16, 198–209 (1995)
Guneri, A.F., Cengiz, M., Seker, S.: A fuzzy ANP approach to shipyard location selection. Expert Syst. Appl. 36, 7992–7999 (2009)
Hsu, H.H., Chou, C., Wu, Y.C., Lu, M.M., Chen, C.T., Chen, Y.M.: Climate change in Taiwan, Scientific Report 2011 (Summary), p. 67. National Science Council, Taipei (2011)
Hung, S.W., Tsai, J.M., Cheng, M.J., Chen, P.C.: Analysis of the development strategy of late-entrants in Taiwan and Korea’s TFT-LCD industry. Technol. Soc. 34, 9–22 (2012)
Kahraman, C., Ruan, D., Doǧan, I.: Fuzzy group decision-making for facility location selection. Inf. Sci. 157, 135–153 (2003)
Katsner, J.: Taiwan opens hi-tech to mainland investors, Asia times online. http://www.atimes.com/atimes/China_Business/MC08Cb01.html (2011)
Krugman, P.: Increasing returns and economic geography. J. Polit. Econ. 99, 483–499 (1991)
Lee, A.H.I., Kang, H.Y., Chang, C.C.: An integrated interpretative structural modeling-fuzzy analytic network process-benefits, opportunities, costs, and risks model for selecting technologies. Int. J. Inf. Technol. Decis. Mak. 10(5), 843–871 (2011)
Lee, H.H., Yang, T.T., Chen, C.B., Chen, Y.L.: A fuzzy hierarchy integral analytic expert decision process in evaluating foreign investment entry mode selection for Taiwanese bio-tech firms. Expert Syst. Appl. 38, 3304–3322 (2011)
Lei, H.S., Chen, Y.S.: The right tree for the right bird: location choice decision of Taiwanese firms’ FDI in China and Vietnam. Int. Bus. Rev. 20(2011), 338–352 (2011)
Li, Q.: Tax incentive policies for foreign-invested enterprises in China and their influence on foreign investment. Revenue Law J. 18(1), 5 (2008)
Luo, Y.: Entry and cooperative strategies in international business expansion. Quorum Books, Westport, Connecticut (1999)
Melkote, S., Daskin, M.S.: Capacitated facility location/network design problems. Eur. J. Oper. Res. 129, 481–495 (2001)
Mohantya, R.P., Agarwalb, R., Choudhuryb, A.K., Tiwari, M.K.: A fuzzy ANP-based approach to R&D project selection: a case study. Int. J. Prod. Res. 43(24), 5199–5216 (2005)
Morote, A.N., Vila, F.R.: A fuzzy AHP multi-criteria decision making approach applied to combined cooling, heating, and power production systems. Int. J. Inf. Technol. Decis. Mak. 10(3), 497–517 (2011)
Nanthavanij, S., Yenradee, P.: Predicting the optimum number, location, and signal sound level of auditory warning devices for manufacturing facilities. Int. J. Ind. Ergon. 24, 569–578 (1999)
NEUSGD. http://www.newsgd.com (2015)
Phuc, P.N., Yu, V.F., Chou, S.Y., Dat, L.Q.: Analyzing the ranking method for L-R fuzzy numbers based on deviation degree. Comput. Ind. Eng. 63, 1220–1226 (2012)
Michael, A.B., Promentilla, M.A.B., Furuichi, T., Ishii, K., Tanikawa, N.: A fuzzy analytic network process for multi-criteria evaluation of contaminated site remedial countermeasures. J. Environ. Manag. 88(3), 479–495 (2008)
Qu, T., Green, M.: Chinese foreign direct investment: a sub national perspective on location. Ash gate, Brookfield (1997)
Richardson, R., Marshall, J.N.: Teleservices, call centers and urban and regional development. Serv. Ind. J. 19(1), 96–116 (1999)
Saaty, T.L.: The analytic hierarchy process. McGraw-Hill International, New York (1980)
Saaty, T.L.: Decision Making with Dependence and Feedback: The Analytic Network Process, ISBN 0-9620317-9-8, RWS (1996)
Saaty, T.L., Vargas, L.G.: Decision Making with the Analytic Network Process Economic, Political, Social and Technological Applications with Benefits, Opportunities, Costs and Risks. Spinger, New York (2006)
Thompson, M.A.: Employment Outlook: Taiwan, Going Global. http://www.goinglobal.com/articles/1091/ (2012)
Wang, K.J., Lestari, Y.D.: Firm competencies on market entry success: evidence of the high-tech industry in emerging market. J. Bus. Res. 66(12), 2444–2450 (2013)
Wang, K.J., Lestari, Y.D., Yang, T.T.: Location determinants of market expansion in China’s second-tier cities: a case study of the biotechnology industry. J. Bus. Ind. Mark. 30(2), 139–152 (2015)
World and City Maps: http://www.worldandcitymaps.com/asia/taiwan/ (2015)
Xing, Y.: Why is China so attractive for FDI? The role of exchange rates. China Econ. Rev. 17, 198–209 (2006)
Zhao, H., Zhu, G.: Location factor and country-of-origin differences: an empirical analysis of FDI in China. Multinatl. Bus. Rev. 8, 60–73 (2000)
Acknowledgments
The authors gratefully acknowledge the comments and suggestions of the editor and the anonymous referees. This work is partially supported by the Ministry of Science and Technology and Ministry of Education, R.O.C. (Taiwan).
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Appendices
Appendix 1: Location Determinant Definition
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1.
Cost
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Labor cost (LbC): The sum of all wages is paid to employees, as well as the cost of employee benefits but payroll taxes are paid by an employer.
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Transportation cost (TC): The expenses occur when a company transfers its inventory or other assets to another location.
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Land cost (LC): The total expenditures on land for establishing factory in China
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Material cost (MC): The total expense on materials that regularly used for production
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2.
Community
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Infrastructure, housing and education (HE): Availability of accommodations, housing and education facilities in the community which are suitable for labor.
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Innovation based and R&D cluster (RDC): Availability of Research and Development Center/Institutes in the community which is capable to support firm operational process.
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Manufacturing and service concentration (MC): Concentration of manufacturing and service activities which also provide adequate labor pool and supply network to support firm production, operation, and management
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Industrial linkages (IL): Availability of complementary industries, external economies and special services for high-tech firms
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Market (M): Potential sales volume that firm can achieve in the local community
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3.
Province Regulation
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Tax reduction (TR): Tax reduction policies which applied for the high-tech firms in the area.
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FDI incentive (FDII): Foreign Direct Investment Incentive policies which imposed for the high-tech firms in the area.
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Finance provider (FP): Availability of financial provider.
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Appendix 2: Location Alternatives
Taiwan: The island of Taiwan, in Eastern Asia, is about 161 km away from the southeast part of mainland China, and about 483 km north of the Philippine island of Luzon. Taiwan’s hi-tech industry has played a central role in the global market, having distinguished itself with its complete supply chain, significant clustering effect, and proven abilities in contract wafer manufacturing during three decades of development.
Bohai Economic Rim: the economic zone encompasses Beijing, Tianjin, Hebei, and Shandong Peninsula in the Bohai Sea rim area. The region also includes Shanxi and the central part of Inner Mongolia. This region has gone through major changes in economic and infrastructures, accounting for about 5 % of China’s total land area.
Yangtze River Delta: is one of the largest economic regions in China, mainly comprising Shanghai, southern Jiangsu, and northern Zhejiang provinces. The region is accounting for only 1 % of China’s total land area. However, with its superior geographical location, it has built a sound economic foundation, an advanced communication network, and well-developed secondary, S&T, cultural and educational industries. It ranks highest nationwide in terms of import–export volume.
Pearl River Delta: is an economic region consisting of nine major cities along the Pearl River in Guangdong Province, namely Guangzhou, Shenzhen, Zhuhai, Foshan, Huizhou, Zhaoqing, Jiangmen, Zhongshan, and Dongguan. It also includes the Hong Kong and Macao special administration regions. The region has become the fastest growing location of China and the manufacturing hub of both China and the world.
Central-Western China: is the largest region comparing with four others alternatives mention above, and the development of Central and Western China has become an important factor supporting China’s economic growth. With the new global economy challenge in the next decade, Central-Western China is the new attractive destination for foreign manufacturing investment.
Appendix 3: Super-Matrix and Limit Matrix
Appendix 4: Sensitivity Analysis
LINE ANNOTATION
Taiwan: square line
Bohai Economic Rim: dash dot line
Yangtze River Delta: dot solid line
Pearl River Delta: triangle line
Central-Western China: solid line
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Wang, KJ., Lestari, Y.D. & Tran, V.N.B. Location Selection of High-tech Manufacturing Firms by a Fuzzy Analytic Network Process: A Case Study of Taiwan High-tech Industry. Int. J. Fuzzy Syst. 19, 1560–1584 (2017). https://doi.org/10.1007/s40815-016-0264-z
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DOI: https://doi.org/10.1007/s40815-016-0264-z