Do knowledge sharing and big data analytics capabilities matter for green absorptive capacity and green entrepreneurship orientation? Implications for green innovation

Lahcene Makhloufi
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Abstract

PurposeThis study is the first to examine how big data analytics (BDA) capabilities affect green absorptive capacity (GAC) and green entrepreneurship orientation (GEO). It uses the dynamic capability view, BDA and knowledge-sharing literature. There is a lack of studies addressing the BDA–GAC and BDA–GEO relationships and their potential impact on green innovation. Continuing the ongoing research discussion, a few studies examined the vital implications of knowledge sharing (KS) on GAC, GEO and green innovation.Design/methodology/approachThe study used a cross-sectional and stratified random sampling technique to collect data through self-administered surveys among Chinese manufacturing firm employees. The study applied SmartPLS to analyze the obtained data.FindingsThe findings revealed that BDA capabilities positively influence GAC and GEO. In addition, GEO and KS positively impact green innovation. The KS recorded a positive impact on GAC and GEO. Furthermore, GAC and GEO recorded a partial mediating effect.Practical implicationsThe study acknowledges that GAC is the backbone of a firm green entrepreneurial orientation, which needs to be aligned with BDA capabilities to anticipate future green business trends. GAC's help drives GEO's green business agenda. KS plays a strategic role in developing GAC, fostering GEO and improving green innovation.Originality/valueThe study highlights the necessity of aligning BDA capabilities to fit firms' GEO green business agendas. This study focuses on the role of BDA capabilities in developing firms' green dynamics capabilities (e.g. GAC), which helps GEO drive superior green business growth. KS develops GAC and boosts GEO to enhance green innovation.
知识共享和大数据分析能力对绿色吸收能力和绿色创业导向重要吗?对绿色创新的影响
目的 本研究首次探讨了大数据分析(BDA)能力如何影响绿色吸收能力(GAC)和绿色创业导向(GEO)。研究采用了动态能力观点、BDA 和知识共享文献。目前还缺乏针对 BDA-GAC 和 BDA-GEO 关系及其对绿色创新潜在影响的研究。本研究采用横截面分层随机抽样技术,通过对中国制造业企业员工进行自填式问卷调查来收集数据。研究结果表明,BDA 能力对 GAC 和 GEO 有正向影响。此外,GEO 和 KS 对绿色创新有积极影响。KS 对 GAC 和 GEO 有积极影响。该研究认为,GAC 是企业绿色创业导向的支柱,需要与 BDA 能力相匹配,以预测未来的绿色商业趋势。GAC 的帮助推动了 GEO 的绿色业务议程。KS 在发展 GAC、促进 GEO 和提高绿色创新方面发挥着战略作用。原创性/价值本研究强调了调整 BDA 能力以适应企业 GEO 绿色业务议程的必要性。本研究重点关注 BDA 能力在发展企业绿色动力能力(如 GAC)方面的作用,这有助于 GEO 推动卓越的绿色业务增长。KS 可发展 GAC 并促进 GEO,从而加强绿色创新。
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