The DOI matches its Crossref record; 132 of the 132 references it cites were found in a registry or an index.
Exploring the impact of big data analytics capabilities on business model innovation: The mediating role of entrepreneurial orientation
Open accessAbstract
Abstract Big Data Analytics Capabilities (BDAC) represent critical tools for business competitiveness in highly dynamic markets. In this connection, by leveraging on the Dynamic Capabilities View (DCV) this study analyses the relationship between BDAC and Business Model Innovation (BMI). It argues that the impact of BDAC (a lower-order dynamic capability) on BMI is mediated by Entrepreneurial Orientation (EO; a higher-order dynamic capability). The proposed model is assessed by PLS-SEM (symmetric) and fuzzy-set Qualitative Comparative Analysis (asymmetric) methods using survey data from 253 UK firms. Our findings demonstrate that BDAC have both direct and indirect positive effects on BMI, with the latter being mediated by EO. These results enrich the innovation management literature on Big Data (BD) by showing that BDAC influence company strategic logics and objectives, rather than depending on them, thus playing a significant role in creating value for companies and their stakeholders.
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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:10.2307/3151312 · Cited by 109,314
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
Statistical Power Analysis for the Behavioral Sciences
Muller, K. (1989) · Technometrics · doi:10.1080/00401706.1989.10488618 · Cited by 99,167
Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., & Podsakoff, N. P. (2003) · Journal of Applied Psychology · doi:10.1037/0021-9010.88.5.879 · Cited by 82,194
Statistical power analysis for the behavioral sciences
(1990) · Computers, Environment and Urban Systems · doi:10.1016/0198-9715(90)90050-4 · Cited by 65,269
Firm Resources and Sustained Competitive Advantage
Barney, J. (1991) · Journal of Management · doi:10.1177/014920639101700108 · Cited by 48,334
A new criterion for assessing discriminant validity in variance-based structural equation modeling
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-014-0403-8 · Cited by 38,459
Firm resources and sustained competitive advantage
Barney, J. B. (2004) · Advances in Strategic Management · doi:10.1016/s0742-3322(00)17018-4 · Cited by 38,152
A primer on partial least squares structural equation modeling (PLS-SEM)
Leguina, A. (2015) · International Journal of Research & Method in Education · doi:10.1080/1743727x.2015.1005806 · Cited by 18,921
Toward a knowledge-based theory of the firm
Grant, R. M. (1996) · Strategic Management Journal · doi:10.1002/smj.4250171110 · Cited by 16,157
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Szymkowiak, A., Melović, B., Dabić, M., Jeganathan, K., & Kundi, G. S. (2021) · Technology in Society · doi:10.1016/j.techsoc.2021.101565 · Cited by 893
Mariani, M. M., Machado, I., Magrelli, V., & Dwivedi, Y. K. (2023) · Technovation · doi:10.1016/j.technovation.2022.102623 · Cited by 578
Ancillai, C., Sabatini, A., Gatti, M., & Perna, A. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2022.122307 · Cited by 458
Heredia, J., Castillo-Vergara, M., Geldes, C., Carbajal Gamarra, F. M., Flores, A., & Heredia, W. (2022) · Journal of Innovation & Knowledge · doi:10.1016/j.jik.2022.100171 · Cited by 414
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“[27] 2020 x Gallego-Gomez and De-Pablos-Heredero [28] 2020 x”
Metadata
- Authors
- Ciampi, F., Demi, S., Magrini, A., Marzi, G., & Papa, A.
- Venue
- Journal of Business Research
- Publisher
- Elsevier BV
- Published
- 2021-02
- Volume
- 123
- Pages
- 1-13
- ISSN
- 0148-2963 (ISSN-L)
- OpenAlex
- W3088647107
- Cited by
- 655
- References
- 132
- FWCI
- 70.92
- Type
- journal article
- Language
- en
- Open access
- green
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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
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