Predicting the performance of the new product development and selecting the strategy in the case of new product development failure is an issue that has drawn the attention of the many managers. Therefore, the goal of this study is to design an integrated system of prediction of product development success and selection of a proper market-product strategy by the method of artificial intelligence in companies working in the food industry. The population of this study was 250 companies of the food industries in Iran. The inputs and outputs of the success of the new product development were obtained from the research literature. Moreover, Ansoff matrix was applied to select the market-product strategy. A questionnaire was used to collect the data in this study. The adaptive neural-fuzzy network method and the fuzzy inference system are used to analyze the data. The results show that the Chief Executive Officers of companies working in the food industry may take action to predict a new product development success before developing the new product and use alternative strategies if needed.
Ansoff, I. 1957. Strategies for diversification. Harvard Business Review 35(5): 113-124.
'Strategies for diversification ' () 35 Harvard Business Review : 113 -124.
Ansoff, I. 1988. Corporate Strategy. 2nd revised edition. Penguin Books Ltd, London, UK.
Corporate Strategy. 2nd revised edition , ().
Basu, S. 2014. Product market strategies and innovation types: finding the fit! Strategic Direction 30(3): 28-31
'Product market strategies and innovation types: finding the fit! ' () 30 Strategic Direction : 28 -31.
Colovic, G. 2012. Strategic Management in the Garment Industry. 1st ed. Wood head Publishing, New Delhi, India.
Strategic Management in the Garment Industry. 1st ed. , ().
Cooper, R. G. and E.J. Kleinschmidt. 1995. Benchmarking the firmsâ critical success factors in new project development. Journal of Product Innovation Management 12(5): 374-91.
'Benchmarking the firmsâ critical success factors in new project development ' () 12 Journal of Product Innovation Management : 374 -91.
Dhamvithee, P., B. Shankar, A. Jangchud and P. Wuttijumnong. 2005. New product development in thai agro-industry: explaining the rates of innovation and success in innovation. International Food and Agribusiness Management Review 8(3): 1-20.
'New product development in thai agro-industry: explaining the rates of innovation and success in innovation ' () 8 International Food and Agribusiness Management Review : 1 -20.
Esbjerg, L., S. Burt, H. Pearse and V. Glanz-Chanos. 2016. Retailers and technology-driven innovation in the food sector: caretakers of consumer interests or barriers to innovation? British Food Journal 118(6): 1370-1383.
'Retailers and technology-driven innovation in the food sector: caretakers of consumer interests or barriers to innovation? ' () 118 British Food Journal : 1370 -1383.
Gessinger, G.H. 2009. Materials and Innovative Product Development. Butterworth-Heinemann, Burlington, MA, USA.
Materials and Innovative Product Development , ().
González, F J.M. and T.M.B. Palacios. 2002. The effect of new product development techniques on new product success in Spanish firms. Industrial Marketing Management 31(3): 261-271.
'The effect of new product development techniques on new product success in Spanish firms ' () 31 Industrial Marketing Management : 261 -271.
Guillaume, S. 2001. Designing fuzzy inference systems from data: an interpretability-oriented review. IEEE Transactions on Fuzzy Systems 9(3): 426-443.
'Designing fuzzy inference systems from data: an interpretability-oriented review ' () 9 IEEE Transactions on Fuzzy Systems : 426 -443.
Harmancioglu, N., C. Droge, and R. Calantone. 2009. Strategic fit to resources versus NPD execution proficiencies: what are their roles in determining success? Journal of the Academy of Marketing Science 37(3): 266-282.
'Strategic fit to resources versus NPD execution proficiencies: what are their roles in determining success? ' () 37 Journal of the Academy of Marketing Science : 266 -282.
Ho, Y.C. and C.-T. Tsai. 2011. Comparing ANFIS and SEM in linear and nonlinear forecasting of new product development performance. Expert Systems with Applications 38: 6498-6507.
'Comparing ANFIS and SEM in linear and nonlinear forecasting of new product development performance ' () 38 Expert Systems with Applications : 6498 -6507.
Huang, X., G.N. Soutarb and A. Brown. 2004. Measuring new product success: an empirical investigation of Australian SMEs. Industrial Marketing Management 33:117-123.
'Measuring new product success: an empirical investigation of Australian SMEs ' () 33 Industrial Marketing Management : 117 -123.
Jang, J.S. 1993. ANFIS: adaptive-network-based fuzzy inference system. IEEE Transactions on Systems. Man and Cybernetics 23(3): 665-685.
'ANFIS: adaptive-network-based fuzzy inference system ' () 23 Man and Cybernetics : 665 -685.
Jang, J.S. and C.T. Sun. 1995. Neuro-fuzzy modeling and control. Proceedings of the IEEE 83(3): 378-406.
'Neuro-fuzzy modeling and control ' () 83 Proceedings of the IEEE : 378 -406.
Kandemir, D., R. Calantone and R. Garcia. 2006. An exploration of organizational factors in new product development success. Journal of Business and Industrial Marketing 21(5): 300-310.
'An exploration of organizational factors in new product development success ' () 21 Journal of Business and Industrial Marketing : 300 -310.
Kettunen, J., Y. Grushka-Cockayne, Z. Degraeve and B. De Reyck. 2015. New product development flexibility in a competitive environment. European Journal of Operational Research 244(3): 892-904.
'New product development flexibility in a competitive environment ' () 244 European Journal of Operational Research : 892 -904.
Khan, R.S., S.L. Kiat and J.M. Grigor. 2017. Characterization of food product innovation practices with reference to functional food product development in Singapore. Asian Journal of Agriculture and Food Sciences 5(2).
'Characterization of food product innovation practices with reference to functional food product development in Singapore ' () 5 Asian Journal of Agriculture and Food Sciences .
Kotler, P., K.L. Keller, M. Brady, M. Goodman and T. Hansen. 2009. Marketing management. Pearson Education, Edinburgh Gate and Harlow, UK.
Marketing management , ().
Langerak, F. and E.J. Hultink. 2005. The impact of new product development acceleration approaches on speed and profitability: lessons for pioneers and fast followers. IEEE Transactions on Engineering Management 52(1): 30-42.
'The impact of new product development acceleration approaches on speed and profitability: lessons for pioneers and fast followers ' () 52 IEEE Transactions on Engineering Management : 30 -42.
Lemmerer, A., M. Zapilko and K. Menrad. 2015. Senior managementâs influence on new product development projects and firm performance in small and medium-sized food companies. International Food and Agribusiness Management Review 18(4): 105-120
'Senior managementâs influence on new product development projects and firm performance in small and medium-sized food companies ' () 18 International Food and Agribusiness Management Review : 105 -120.
Lindman, M., B. Scozzi and C. Otero-Neira. 2008. Low-tech, small- and medium-sized enterprises and the practice of new product development: an international comparison, European Business Review 20(1): 51-72.
'Low-tech, small- and medium-sized enterprises and the practice of new product development: an international comparison ' () 20 European Business Review : 51 -72.
Lisboa, A., D. Skarmeas and C. Lages. 2011. Entrepreneurial orientation, exploitative and explorative capabilities, and performance outcomes in export markets: a resource based approach. Industrial Marketing Management 40(8): 1274-1284.
'Entrepreneurial orientation, exploitative and explorative capabilities, and performance outcomes in export markets: a resource based approach ' () 40 Industrial Marketing Management : 1274 -1284.
Lynn, G.S., K.D. Abel, W.S. Valentine and R.C. Wright. 1999. Key factors in increasing speed to market and improving new product success rates. Industrial Marketing Management 28(4): 319-326.
'Key factors in increasing speed to market and improving new product success rates ' () 28 Industrial Marketing Management : 319 -326.
Mamdani, E.H. and S. Assilian., 1975. An experiment in linguistic synthesis with a fuzzy logic controller. International journal of man-machine studies 7(1): 1-13.
'An experiment in linguistic synthesis with a fuzzy logic controller ' () 7 International journal of man-machine studies : 1 -13.
Millson, M.R. and D. Wilemon. 2005. Driving new product success in the electrical equipment manufacturing industry. Technovation 26: 1268-1286.
'Driving new product success in the electrical equipment manufacturing industry ' () 26 Technovation : 1268 -1286.
Morgan, R.E., C.A. Strong and T. McGuinness. 2003. Product-market positioning and prospector strategy: an analysis of strategic patterns from the resource-based perspective. European Journal of Marketing 37(10): 1409-1439.
'Product-market positioning and prospector strategy: an analysis of strategic patterns from the resource-based perspective ' () 37 European Journal of Marketing : 1409 -1439.
Mu, J., G.F. Peng and Y. An. 2007. New product development in Chinese SMEs: key success factors from a managerial perspective. International Journal of Emerging Markets 2(2): 123-143.
'New product development in Chinese SMEs: key success factors from a managerial perspective ' () 2 International Journal of Emerging Markets : 123 -143.
OâCass, A., N. Heirati and L.V. Ngo. 2014. Achieving new product success via the synchronization of exploration and exploitation across multiple levels and functional areas. Industrial Marketing Management 43(5): 862-872.
'Achieving new product success via the synchronization of exploration and exploitation across multiple levels and functional areas ' () 43 Industrial Marketing Management : 862 -872.
Oehmen, J., A. Olechowski, C.R. Kenley and M. Ben-Daya. 2014. Analysis of the effect of risk management practices on the performance of new product development programs. Technovation 34(8): 441-453.
'Analysis of the effect of risk management practices on the performance of new product development programs ' () 34 Technovation : 441 -453.
Oh, J., J. Yang and S. Lee. 2012. Managing uncertainty to improve decision-making in NPD portfolio management with a fuzzy expert system. Expert Systems with Applications 10(39): 9868-9885.
'Managing uncertainty to improve decision-making in NPD portfolio management with a fuzzy expert system ' () 10 Expert Systems with Applications : 9868 -9885.
Rajaratnam, D. and L.B. Chonko. 1995. The effect of business strategy type on marketing organization design, product-market growth strategy, relative marketing effort, and organization performance. Journal of Marketing â Theory and Practice 3(3): 60-75.
'The effect of business strategy type on marketing organization design, product-market growth strategy, relative marketing effort, and organization performance ' () 3 Journal of Marketing â Theory and Practice : 60 -75.
Roychowdhury, S., and W. Pedrycz. 2001. A survey of defuzzification strategies. International Journal of intelligent systems 16(6): 679-695.
'A survey of defuzzification strategies ' () 16 International Journal of intelligent systems : 679 -695.
Rudolph, M. 1995. The food product development process. British Food Journal 97(3): 3-11.
'The food product development process ' () 97 British Food Journal : 3 -11.
Shakib, S. 2016. Resolute paramount constituent of new product development and ascendancy on food manufacturing companies: a study on Bangladeshi food industry. Global Journal of Management and Business Research 16(4): 34-46.
'Resolute paramount constituent of new product development and ascendancy on food manufacturing companies: a study on Bangladeshi food industry ' () 16 Global Journal of Management and Business Research : 34 -46.
Sheng, S., K. Zheng Zhou and L. Lessassy. 2013. NPD speed vs innovativeness: the contingent impact of institutional and market environments. Journal of Business Research 66: 2355-2362.
'NPD speed vs innovativeness: the contingent impact of institutional and market environments ' () 66 Journal of Business Research : 2355 -2362.
Song, M. and C.A. Di Benedetto. 2008. Supplierâs involvement and success of radical new product development in new ventures. Journal of Operations Management 26(1): 1-22.
'Supplierâs involvement and success of radical new product development in new ventures ' () 26 Journal of Operations Management : 1 -22.
Stewart, H. and S. Martinez. 2002. Innovation by food companies key to growth and profitability. Food Review 25(1): 28-32.
'Innovation by food companies key to growth and profitability ' () 25 Food Review : 28 -32.
Sun, H., and W.C. Wing. 2005. Critical success factors for new product development in the Hong Kong toy industry. Technovation 25: 293-303.
'Critical success factors for new product development in the Hong Kong toy industry ' () 25 Technovation : 293 -303.
Suwannaporn, P. and M.W. Speece. 2010. Assessing new product development success factors in the Thai food industry. British Food Journal 112(4): 364-386.
'Assessing new product development success factors in the Thai food industry ' () 112 British Food Journal : 364 -386.
Takagi, T. and T. Sugeno. 1985. Fuzzy identification of system and its applications to modeling and control. IEEE Transaction on Systems, Man and Cybernetics 15: 116-132.
'Fuzzy identification of system and its applications to modeling and control ' () 15 IEEE Transaction on Systems, Man and Cybernetics : 116 -132.
Veiga, P. M. and M. Franco. 2015. Alliance portfolios and firmsâ business strategy: a content analysis approach. Management Research Review 38(11): 1149-1171.
'Alliance portfolios and firmsâ business strategy: a content analysis approach ' () 38 Management Research Review : 1149 -1171.
Wang, L.-W. and J.M. Mendel. 1992. Generating fuzzy rules by learning from examples. IEEE Transactions on Systems, Man and Cybernetics 22(6): 1414-1427.
'Generating fuzzy rules by learning from examples ' () 22 IEEE Transactions on Systems, Man and Cybernetics : 1414 -1427.
Winger, R. and G. Wall. 2006. Food product innovation: a background paper. Food and Agriculture Organization of The United Nations, Rome, Italy.
'Food product innovation: a background paper', ().
Younesi, E. and M.T. Ayseli. 2015. An integrated systems-based model for substantiation of health claims in functional food development. Trends in Food Science and Technology 41(1): 95-100.
'An integrated systems-based model for substantiation of health claims in functional food development ' () 41 Trends in Food Science and Technology : 95 -100.
Zadeh, L.A. 1965. Information and control. Fuzzy sets 8(3): 338-353.
'Information and control ' () 8 Fuzzy sets : 338 -353.
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Predicting the performance of the new product development and selecting the strategy in the case of new product development failure is an issue that has drawn the attention of the many managers. Therefore, the goal of this study is to design an integrated system of prediction of product development success and selection of a proper market-product strategy by the method of artificial intelligence in companies working in the food industry. The population of this study was 250 companies of the food industries in Iran. The inputs and outputs of the success of the new product development were obtained from the research literature. Moreover, Ansoff matrix was applied to select the market-product strategy. A questionnaire was used to collect the data in this study. The adaptive neural-fuzzy network method and the fuzzy inference system are used to analyze the data. The results show that the Chief Executive Officers of companies working in the food industry may take action to predict a new product development success before developing the new product and use alternative strategies if needed.
| å ¨é¨æé´ | è¿å»ä¸å¹´ | è¿å»30天 | |
|---|---|---|---|
| æè¦æµè§æ¬¡æ° | 0 | 0 | 0 |
| å ¨ææµè§æ¬¡æ° | 1585 | 359 | 9 |
| PDFä¸è½½æ¬¡æ° | 2474 | 550 | 9 |