Leveraging Big Data, Open Innovation and Digital Technology for Sustainable Environmental Performance: A Synergistic Approach
Main Article Content
Abstract
The purpose of this study was to investigate the relationship between big data, external knowledge, crowdsourcing, open innovation, digital technology and sustainable environmental performance in manufacturing sector in United States of America (USA). The study collected a sample of 373 responses and data was analyzed using JASP 0.19.0. The study found that the impact of big data is significant on external knowledge, open innovation and crowdsourcing. The study further found that external knowledge and crowdsourcing have a significant impact on open innovation and open innovation has a significant impact on digital technology and sustainable environmental performance. While the study also found that digital technology has a significant impact on sustainable environmental performance. The study is novel as previously there was gaps in literature, and recommendations of this study can foster a culture of sustainable environmental performance in manufacturing sector in USA.
Downloads
Article Details
Issue
Section

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
How to Cite
References
Buecheler, T., Sieg, J. H., Füchslin, R. M., & Pfeifer, R. (2010). Crowdsourcing, open innovation and collective intelligence in the scientific method: a research agenda and operational framework. The 12th International Conference on the Synthesis and Simulation of Living Systems, Odense, Denmark, 19-23 August 2010. MIT Press, 679-686. https://ecas.issuelab.org/resources/29661/29661.pdf
Buele, J., Lozada-Cepeda, J. A., & Ruales, B. (2024). Strategic Planning to Improve the Production Systems of an MSME: Case Study of a Toy Store. Management, Tourism and Smart Technologies, Cham, 115-124. https://doi.org/10.1007/978-3-031-43733-5_11
Bughin, J., Chui, M., & Johnson, B. (2008). The next step in open innovation. The McKinsey Quarterly, 4(6), 1-8. https://whispersandshouts.typepad.com/files/next-sources-in-open-source-innovation---online.pdf
Chege, S. M., & Wang, D. (2020). The influence of technology innovation on SME performance through environmental sustainability practices in Kenya. Technology in Society, 60, 101210. https://doi.org/10.1016/j.techsoc.2019.101210
Chen, D., Wei, W., Hu, D., & Muralidharan, E. (2016). Survival strategy of OEM companies: A case study of the Chinese toy industry. international Journal of operations & Production Management, 36(9), 1065-1088. https://doi.org/10.1108/IJOPM-04-2015-0212
Costantini, V., Crespi, F., Marin, G., & Paglialunga, E. (2017). Eco-innovation, sustainable supply chains and environmental performance in European industries. Journal of cleaner production, 155, 141-154. https://doi.org/10.1016/j.jclepro.2016.09.038
Cricelli, L., Grimaldi, M., & Vermicelli, S. (2022). Crowdsourcing and open innovation: a systematic literature review, an integrated framework and a research agenda. Review of Managerial Science, 16(5), 1269-1310. https://doi.org/10.1007/s11846-021-00482-9
Dolińska, M. (2018). Crowdsourcing-Based Open Innovation Processes on the Internet. Information Systems Architecture and Technology: Proceedings of 38th International Conference on Information Systems Architecture and Technology – ISAT 2017, Cham, 108-117. https://doi.org/10.1007/978-3-319-67223-6_11
Draper, N. R., & Smith, H. (1998). Fitting a straight line by least squares. Applied regression analysis, 15-46. https://doi.org/10.1002/9781118625590.ch1
Ehls, D., Polier, S., & Herstatt, C. (2020). Reviewing the field of external knowledge search for innovation: Theoretical underpinnings and future (re‐) search directions. Journal of Product Innovation Management, 37(5), 405-430. https://doi.org/10.1111/jpim.12549
Eisenreich, A., Füller, J., & Stuchtey, M. (2021). Open circular innovation: How companies can develop circular innovations in collaboration with stakeholders. Sustainability, 13(23), 13456. https://doi.org/10.3390/su132313456
Elsbach, K. D., & Flynn, F. J. (2013). Creative collaboration and the self‐concept: A study of toy designers. Journal of Management Studies, 50(4), 515-544. https://doi.org/10.1111/joms.12024
Fatimah, Y. A., Govindan, K., Murniningsih, R., & Setiawan, A. (2020). Industry 4.0 based sustainable circular economy approach for smart waste management system to achieve sustainable development goals: A case study of Indonesia. Journal of cleaner production, 269, 122263. https://doi.org/10.1016/j.jclepro.2020.122263
Feng, B. (2024). Research on Innovative Design of Children's Toys Based on the Influence of Electronic Products on Children. Journal of Education, Humanities and Social Sciences, 28, 83-88. https://doi.org/10.54097/jh751148
Ferraris, A., Santoro, G., & Bresciani, S. (2017). Open innovation in multinational companies' subsidiaries: the role of internal and external knowledge. European Journal of International Management, 11(4), 452-468. https://doi.org/10.1504/EJIM.2017.10006514
Flores, P. J., & Jansson, J. (2022). Being innovative, fun, and green? Hedonic and environmental motivations in the use of green innovations. Journal of Marketing Management, 38(17-18), 1907-1936. https://doi.org/10.1080/0267257X.2022.2062426
Gholami, R., Sulaiman, A. B., Ramayah, T., & Molla, A. (2013). Senior managers’ perception on green information systems (IS) adoption and environmental performance: Results from a field survey. Information & management, 50(7), 431-438. https://doi.org/10.1016/j.im.2013.01.004
Hargadon, A., & Sutton, R. I. (2000). Building an innovation factory. Harvard business review, 78(3), 157-157. https://europepmc.org/article/med/11183977
Hayes, A. F., & Coutts, J. J. (2020). Use omega rather than Cronbach’s alpha for estimating reliability. But…. Communication Methods and Measures, 14(1), 1-24. https://doi.org/10.1080/19312458.2020.1718629
He, Q.-R., & Chen, P.-K. (2024). Developing an evaluation system for green resin suppliers in the plastic toy industry based on collaboration willingness. Environment, Development and Sustainability, 1-29. https://doi.org/10.1007/s10668-024-05003-8
Hervás-Oliver, J.-L. (2021). Industry 4.0 in industrial districts: Regional innovation policy for the Toy Valley district in Spain. Regional Studies, 55(10-11), 1775-1786. https://doi.org/10.1080/00343404.2021.1939861
Johnson, M. E. (2001). Learning from toys: Lessons in managing supply chain risk from the toy industry. California management review, 43(3), 106-124. https://doi.org/10.2307/41166091
Kanagaraj, J., Senthilvelan, T., Panda, R., & Kavitha, S. (2015). Eco-friendly waste management strategies for greener environment towards sustainable development in leather industry: a comprehensive review. Journal of Cleaner Production, 89, 1-17. https://doi.org/10.1016/j.jclepro.2014.11.013
Karpudewan, M. (2024). Exploring current and future adoption of green and sustainable criteria by Malaysian parents in toy selection. Sustainable Chemistry and Pharmacy, 37, 101407. https://doi.org/10.1016/j.scp.2023.101407
Kennedy, S., Whiteman, G., & van den Ende, J. (2017). Radical innovation for sustainability: The power of strategy and open innovation. Long range planning, 50(6), 712-725. https://doi.org/10.1016/j.lrp.2016.05.004
Khaled, R., Ali, H., & Mohamed, E. K. (2021). The Sustainable Development Goals and corporate sustainability performance: Mapping, extent and determinants. Journal of Cleaner Production, 311, 127599. https://doi.org/10.1016/j.jclepro.2021.127599
Kovačič Lukman, R., Omahne, V., & Krajnc, D. (2021). Sustainability assessment with integrated circular economy principles: A toy case study. Sustainability, 13(7), 3856. https://doi.org/10.3390/su13073856
Kovacova, M., & Lewis, E. (2021). Smart factory performance, cognitive automation, and industrial big data analytics in sustainable manufacturing internet of things. Journal of Self-Governance and Management Economics, 9(3), 9-21. https://doi.org/10.22381/jsme9320211
Lepore, D., Vecciolini, C., Micozzi, A., & Spigarelli, F. (2023). Developing technological capabilities for Industry 4.0 adoption: An analysis of the role of inbound open innovation in small and medium‐sized enterprises. Creativity and Innovation Management, 32(2), 249-265. https://doi.org/10.1111/caim.12551
Levesque, S., Robertson, M., & Klimas, C. (2022). A life cycle assessment of the environmental impact of children's toys. Sustainable Production and Consumption, 31, 777-793. https://doi.org/10.1016/j.spc.2022.03.001
Li, X., Guo, F., Xu, Q., Wang, S., & Huang, H. (2023). Strategic or substantive innovation? The effect of government environmental punishment on enterprise green technology innovation. Sustainable Development, 31(5), 3365-3386. https://doi.org/10.1002/sd.2590
Liu, Q., Zhao, X., & Sun, B. (2018). Value co-creation mechanisms of enterprises and users under crowdsource-based open innovation. International Journal of Crowd Science, 2(1), 2-17. https://doi.org/10.1108/IJCS-01-2018-0001
Lu, C., & Wang, K. (2023). Natural resource conservation outpaces and climate change: Roles of reforestation, mineral extraction, and natural resources depletion. Resources Policy, 86, 104159. https://doi.org/10.1016/j.resourpol.2023.104159
Lv, C., Shao, C., & Lee, C.-C. (2021). Green technology innovation and financial development: do environmental regulation and innovation output matter? Energy Economics, 98, 105237. https://doi.org/10.1016/j.eneco.2021.105237
Masiello, B., Garofano, A., Izzo, F., & Bonetti, E. (2024). Inclusive marketing and disability: value creation strategies for organisations and society in the toy industry. Journal of Marketing Management, 40(9-10), 851-876. https://doi.org/10.1080/0267257X.2024.2380252
Matricano, D., Candelo, E., Sorrentino, M., & Cappiello, G. (2022). Investigating the link between intellectual capital and open innovation processes: A longitudinal case study. Journal of Intellectual Capital, 23(3), 538-557. https://doi.org/10.1108/JIC-02-2020-0020
Michalitsi-Psarrou, A., Koussouris, S., Kontzinos, C., Markaki, O., Ntanos, C., Panopoulos, D., & Psarras, J. (2019). Empowering Product Co-creation Approaches Through Business Interoperability Concepts: The Toy Industry Case. Enterprise Interoperability VIII, Cham, 397-408. https://doi.org/10.1007/978-3-030-13693-2_33
Moshood, T. D., Nawanir, G., Mahmud, F., Mohamad, F., Ahmad, M. H., & AbdulGhani, A. (2022). Biodegradable plastic applications towards sustainability: A recent innovations in the green product. Cleaner Engineering and Technology, 6, 100404. https://doi.org/10.1016/j.clet.2022.100404
Mubarak, M. F., & Petraite, M. (2020). Industry 4.0 technologies, digital trust and technological orientation: What matters in open innovation?. Technological Forecasting and Social Change, 161, 120332. https://doi.org/10.1016/j.techfore.2020.120332
Mubarak, M. F., Tiwari, S., Petraite, M., Mubarik, M., & Raja Mohd Rasi, R. Z. (2021). How Industry 4.0 technologies and open innovation can improve green innovation performance? Management of Environmental Quality: An International Journal, 32(5), 1007-1022. https://doi.org/10.1108/MEQ-11-2020-0266
Noorda, R., & Schlüter, O. (2024). The role of multidisciplinary collaborations in publishing innovation. International Journal of Innovation Studies, 8(4), 351-363. https://doi.org/10.1016/j.ijis.2024.08.002
Royston, P. (1992). Approximating the Shapiro-Wilk W-test for non-normality. Statistics and Computing, 2(3), 117-119. https://doi.org/10.1007/BF01891203
Saini, A., Kumar, A., Mishra, S. K., Kar, S. K., & Bansal, R. (2024). Do environment-friendly toys have a future? An empirical assessment of buyers' green toys decision-making. Environment, Development and Sustainability, 26(3), 5869-5889. https://doi.org/10.1007/s10668-023-02941-7
Samuel, G., Lucivero, F., & Somavilla, L. (2022). The environmental sustainability of digital technologies: Stakeholder practices and perspectives. Sustainability, 14(7), 3791. https://doi.org/10.3390/su14073791
Schlagwein, D., & Bjorn-Andersen, N. (2014). Organizational learning with crowdsourcing: The revelatory case of LEGO. Journal of the Association for Information Systems, 15(11), 3. https://doi.org/10.17705/1jais.00380
Sedgwick, P. (2012). Pearson’s correlation coefficient. Bmj, 345, 1-2. https://doi.org/10.1136/bmj.e4483
Seltzer, E., & Mahmoudi, D. (2013). Citizen participation, open innovation, and crowdsourcing: Challenges and opportunities for planning. Journal of Planning Literature, 28(1), 3-18. https://doi.org/10.1177/0885412212469112
Urbinati, A., Chiaroni, D., Chiesa, V., & Frattini, F. (2020). The role of digital technologies in open innovation processes: an exploratory multiple case study analysis. R&d Management, 50(1), 136-160. https://doi.org/10.1111/radm.12313
Wang, J., Ma, X., Zhang, J., & Zhao, X. (2022). Impacts of digital technology on energy sustainability: China case study. Applied Energy, 323, 119329. https://doi.org/10.1016/j.apenergy.2022.119329
Wang, Q., Qu, J., Wang, B., Wang, P., & Yang, T. (2019). Green technology innovation development in China in 1990–2015. Science of the Total Environment, 696, 134008. https://doi.org/10.1016/j.scitotenv.2019.134008
Wiesenberg, M., Zerfass, A., & Moreno, A. (2017). Big data and automation in strategic communication. International journal of strategic communication, 11(2), 95-114. https://doi.org/10.1080/1553118X.2017.1285770
Xu, Y., Ribeiro-Soriano, D. E., & Gonzalez-Garcia, J. (2015). Crowdsourcing, innovation and firm performance. Management Decision, 53(6), 1158-1169. https://doi.org/10.1108/MD-06-2014-0408
Yun, J. J., Jeong, E., Zhao, X., & Hahm, S. D. K., K. (2019). Collective Intelligence: An Emerging World in Open Innovation. Sustainability, 11(16), 4495. https://doi.org/10.3390/su11164495
Zhang, F., Sun, S., Liu, C., & Chang, V. (2020). Consumer innovativeness, product innovation and smart toys. Electronic Commerce Research and Applications, 41, 100974. https://doi.org/10.1016/j.elerap.2020.100974
Zhu, H., Huang, X., He, Q., Li, J., & Ren, L. (2016). Sustaining competitiveness: Moving towards upstream manufacturing in specialized-market-based clusters in the Chinese toy industry. Sustainability, 8(2), 176. https://doi.org/10.3390/su8020176
Zobel, A. K. (2017). Benefiting from open innovation: A multidimensional model of absorptive capacity. Journal of product innovation management, 34(3), 269-288. https://doi.org/10.1111/jpim.12361