预测大数据分析能力和绿色吸收能力对绿色创业导向和生态创新的影响

Lahcene Makhloufi
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摘要

目的基于动态能力视角,首次揭示大数据分析能力(BDAC)在绿色吸收能力(GAC)和绿色创业取向(GEO)两方面的缺失环节。从理论上讲,有必要解决BDAC如何提高GAC水平以达到相同的GEO水平,然后回应他们的绿色商业议程。此外,本研究还引入知识共享和绿色组织双元性(GOA)作为生态环境与生态创新关系的潜在调节因子,并探讨了GAC在BDAC-GEO关系中的中介作用。设计/方法/方法本研究采用自我调查和横断面研究设计,从中国制造企业的员工中收集268份问卷。本研究应用SmartPLS对获得的数据进行分析。研究结果表明,BDAC正向显著影响GAC和GEO,正向影响生态创新。KS和GOA的调节效应强化了GEO与生态创新之间的关系。GAC在BDAC和GEO之间的关系中起部分中介作用。实际意义本研究建议企业大力投资开发BDAC的技术方面,作为一种动态战略能力,有助于跟踪和预测客户、竞争对手和市场需求的未来行为变化。BDAC还允许公司通过响应管理、运营和战略需求来升级和重新配置其动态能力。BDAC对于提高广汽的影响力和推动GEO的生态商业议程是必要的。值得注意的是,该研究特别关注KS和GOA作为GEO的支柱,以改善生态创新的经济和管理成果。原创性/价值本研究强调了在公司GEO中升级和整合BDAC技术方面以加强绿色实践的必要性。值得注意的是,绿色商业实践随着客户需求和生态市场的波动而迅速变化;BDAC是培育广汽集团和企业家绿色思维应对环境挑战的关键动态能力。据作者所知,本研究旨在预测BDAC对GAC和GEO的潜在影响。BDAC帮助企业制定GEO生态商业议程,平衡绿色增长与绿色问题。
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Predicting the impact of big data analytics capability and green absorptive capacity on green entrepreneurship orientation and eco-innovation
Purpose Based on the dynamic capability view, this study aims to draw for the first time the missing link between big data analytics capabilities (BDAC) on both green absorptive capacity (GAC) and green entrepreneurship orientation (GEO). It is theoretically necessary to address how BDAC levels up the GAC to achieve the same level of GEO and then respond to their green business agenda. In addition, the study introduces knowledge sharing (KS) and green organizational ambidexterity (GOA) as potential moderating factors in the relationship between GEO and eco-innovation and explores the mediation role of GAC in the BDAC–GEO relationship. Design/methodology/approach The study collected 268 questionnaires from employees working in Chinese manufacturing firms using a self-administered survey and cross-sectional research design. The study applied SmartPLS to analyze the obtained data. Findings The findings revealed that BDAC positively and significantly influences GAC and GEO, positively impacting eco-innovation. The KS and GOA's moderation effect strengthens the relationship between GEO and eco-innovation. GAC partially mediates the relationship between BDAC and GEO. Practical implications The study advises firms to invest heavily in developing technological aspects of BDAC as a dynamic strategic capability that facilitates tracking and anticipating the future behavior changes of customers, competitors and market demands. BDAC also allows firms to upgrade and reconfigure their dynamic capabilities by responding to managerial, operational and strategic necessities. BDAC is necessary to increase GAC's impact and help drive GEO's eco-business agenda. Notably, the study gave superior attention to KS and GOA as a backbone of GEO to improve eco-innovation economic and managerial outcomes. Originality/value The study highlights the necessity to upgrade and integrate technological aspects of BDAC within firms' GEO to enhance green practices. Significantly, green business practices changed quickly as customers' needs and eco-markets fluctuated; BDAC is the crucial dynamic capability fostering GAC and entrepreneurs' green mindset to deal with environmental challenges. To the best of the author’s knowledge, this study is to predict the potential effect of BDAC on both GAC and GEO. BDAC helps firms to develop GEO eco-business agenda and balance green growth with green issues.
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CiteScore
6.30
自引率
8.30%
发文量
35
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