The DOI matches its Crossref record; 11 of the 11 references it cites were found in a registry or an index.
“Black‐box” and “gray‐box” supplier integration in product development: Antecedents, consequences and the moderating role of firm size
Abstract
We investigate here antecedents and consequences of supplier integration (black‐box and gray‐box) in product development activities. Antecedents include embeddedness with suppliers, supply base rationalization, and supplier selection based on product development capabilities. Product innovation and quality are modeled as returns of supplier integration in product development. We also assess the moderating role that firm size may play in the relationships we posit. Our research framework relies primarily on the social network perspective (SNP) and using a sample of 157 firms we found support for many of the posited hypotheses. Specifically, we found that embeddedness with suppliers is positively related to supply base rationalization and supplier selection based on product development capabilities. Supply base rationalization has a significant positive impact on gray‐box integration (i.e., suppliers working along side the customer's engineers for product development) but not black‐box integration (i.e., suppliers carry out on their own the development of components or parts for the customers). On the other hand, selecting suppliers based on their product development capabilities leads to higher levels of both gray‐box and black‐box integration. Only gray‐box integration manifests statistically significant positive effects towards product innovation. The effects of black‐box integration are negligible. Product innovation exhibits strong positive effects on quality. We also found partial support for the moderating impact of firm size. Supply base rationalization practiced by small firms has a statistically significant negative impact on black‐box integration but there is no statistically significant effect for large firms. Supply base rationalization is statistically related to gray‐box integration only for large firms. Finally, the positive effects of product innovation on quality are more potent for large firms.
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Cites
Evaluating structural equation models with unobservable variables and measurement error
Fornell, C., & Larcker, D. F. (1981) · Journal of Marketing Research · doi:10.1177/002224378101800104 · Cited by 109,190
Hu, L., & Bentler, P. M. (1999) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705519909540118 · Cited by 108,788
Knowledge of the firm, combinative capabilities, and the replication of technology
Kogut, B., & Zander, U. (1992) · Organization Science · doi:10.1287/orsc.3.3.383 · Cited by 12,939
Estimating Nonresponse Bias in Mail Surveys
Armstrong, J. S., & Overton, T. S. (1977) · Journal of Marketing Research · doi:10.2307/3150783 · Cited by 12,222
Social Capital: Its Origins and Applications in Modern Sociology
Portes, A. (1998) · Annual Review of Sociology · doi:10.1146/annurev.soc.24.1.1 · Cited by 12,037
Estimating nonresponse bias in mail surveys
Armstrong, J. S., & Overton, T. S. (1977) · Journal of Marketing Research · doi:10.1177/002224377701400320 · Cited by 10,390
Interorganizational Collaboration and the Locus of Innovation: Networks of Learning in Biotechnology
Powell, W. W., Koput, K. W., & Smith-Doerr, L. (1996) · Administrative Science Quarterly · doi:10.2307/2393988 · Cited by 8,499
Modern Methods for Business Research
(1998) · doi:10.4324/9781410604385 · Cited by 6,534
Social Capital: A Theory of Social Structure and Action
Lin, N. (2001) · doi:10.1017/cbo9780511815447 · Cited by 4,535
Product development: Past research, present findings and future directions
Brown, S. L., & Eisenhardt, K. M. (1995) · The Academy of Management Review · doi:10.2307/258850 · Cited by 3,777
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Zhu, Q., Sarkis, J., & Lai, K.-H. (2012) · International Journal of Production Research · doi:10.1080/00207543.2011.571937 · Cited by 614
Self-citationOperational capabilities: the secret ingredient
Wu, S. J., Melnyk, S. A., & Flynn, B. B. (2010) · Decision Sciences · doi:10.1111/j.1540-5915.2010.00294.x · Cited by 263
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Metadata
- Authors
- Koufteros, X. A., Edwin Cheng, T. C., & Lai, K.
- Venue
- Journal of Operations Management
- Publisher
- Wiley
- Published
- 2006-11-20
- Volume
- 25
- Issue
- 4
- Pages
- 847-870
- ISSN
- 0272-6963 (ISSN-L)
- 1873-1317
- OpenAlex
- W2077765599
- Cited by
- 514
- References
- 11
- FWCI
- 13.39
- Type
- journal article
- Language
- en
- Open access
- closed
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- Koufteros, X. A., Edwin Cheng, T. C., & Lai, K. (2007). “Black‐box” and “gray‐box” supplier integration in product development: Antecedents, consequences and the moderating role of firm size. Journal of Operations Management. https://doi.org/10.1016/j.jom.2006.10.009
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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.