Big data analytics capability and decision making performance in emerging market firms: The role of contractual and relational governance mechanisms

Shamim, Saqib; Zeng, Jing; Khan, Zaheer; Zia, Najam Ul

doi:10.1016/j.techfore.2020.120315

Cited by 137 publications

(133 citation statements)

References 51 publications

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“…Rather surprisingly, 10 out of 24 studies defined and investigated a direct relationship between a firm's BDAC and a firm level outcome without studying the relevance of a mediating variable. Different scholars [23 -25] hypothesized and found a direct positive relationship with financial performance (only) while other scholars found a direct positive association with financial performance and other types of firm performance such as: market performance [10,26], decision-making performance [30] supply chain sustainability [31], performance in terms of organizational agility or flexibility [32] and social or environmental performance [30,31]. The relationship between a firm's BDAC and the realization of a competitive advantage is thus still not fully explored, especially not when it comes to the impact on processlevel performance.…”

Section: The Impact Of Bdac On the Organizationmentioning

confidence: 99%

Unravelling the relationship between a firm’s big data analytics capability and the realization of a competitive advantage: an IT business value approach

Rijck¹

2022

Proceedings of the Annual Hawaii International Conference on System Sciences

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Big Data Analytics (BDA) has the potential to transform business models, firms and the competitive landscape. Though, creating value from BDA investments seems challenging as many technical and managerial challenges are involved. Due to its complexity, the value generated from big data depends on how well a firm's Big Data Analytics Capability (BDAC) is developed. Drawing on the Resource Based View (RBV), the IT business value approach and the BDAC literature, we study the relationship between a firm's BDAC and the realization of a competitive advantage. We used survey data from multiple respondents per firm (i.e. IT managers and Business managers) in 112 Belgian and Dutch firms. Using PLS-SEM, we found a direct relationship between a firm's BDAC and the perceived realization of a competitive advantage. We also found a partial mediation of this relationship via the performance of the firm's operation management process.

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Section: The Impact Of Bdac On the Organizationmentioning

confidence: 99%

Unravelling the relationship between a firm’s big data analytics capability and the realization of a competitive advantage: an IT business value approach

Rijck¹

2022

Proceedings of the Annual Hawaii International Conference on System Sciences

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“…All employees, regardless of their position, act according to their own values and moral concepts, norms, and unwritten external expectations. These implicit rail guards form the cultural guidelines for all corporate activities (Shamim et al 2020). Many companies struggle with the successful application of BDA "because of a mismatch between the organization's existing culture and capabilities and the emerging tactics to exploit analytics successfully" (Barton and Court 2012, p. 82).…”

Section: Culture and Governance Capabilitymentioning

confidence: 99%

“…First, stakeholder management and dedicated communication are essential when it comes to the sourcing and deployment of external data (McLaughlin 2017). Therefore, contractual governance is important to ensure a steady stream of highly relevant, top-quality data (Shamim et al 2020). Agreements and contracts with Big Data providers have to define clear responsibilities and procedures to ensure this high quality (Janssen et al 2017).…”

Section: Culture and Governance Capabilitymentioning

confidence: 99%

“…In addition, there is a huge literary base investigating specific individual capabilities that are needed to enable the successful handling of BDA-for example personal soft skills (Caputo et al 2019). This shows that scholars have begun to point out which types of BDA capabilities are necessary to facilitate the integration of enormous data sets into decision-making processes and optimize organizational performance (Shamim et al 2020). On the one hand, BDA systems and technologies are required to adequately transform heterogeneous data sets (Mandal 2018).…”

Section: Introductionmentioning

confidence: 99%

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Human-related capabilities in big data analytics: a taxonomy of human factors with impact on firm performance

Korherr

Kanbach

2021

Rev Manag Sci

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This study intends to provide scholars and practitioners with an understanding of human resource challenges in the context of Big Data Analytics (BDA). This paper provides a holistic framework of human-related capabilities that organizations must consider when implementing BDA to facilitate decision-making. For this purpose, the authors conducted a systematic literature review adapted from Tranfield et al. (BJM 14:207–222, 2003) to identify relevant studies. The 75 publications reviewed provided the sample for an inductive, and systematic data evaluation following the well-known and accepted approach introduced by Gioia et al. (ORM 16:15–31, 2012). The comprehensive review uncovered 33 first-order concepts linked to human-related capabilities, which were distilled into 15 s-order themes and then merged into five aggregated dimensions: Personnel Capability, Management Capability, Organizational Capability, Culture and Governance Capability, and Strategy and Planning Capability. The study is, to the best of the authors’ knowledge, the first to categorize all relevant human-related capabilities for successful BDA application. As such, it not only provides the scientific basis for further research, but also serves as a useful overview of the critical factors for BDA use in decision-making processes.

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“…Big data is now making a considerable impact on the global economy by changing how a company can do business and how decisions can be made to increase profits and productivity and to achieve competitive advantages (Lakoju & Serrano, 2017;Liang et al, 2018;Mneney & Belle, 2016;Motau & Kalema, 2016;Shamim, Zeng, Khan, & Zia, 2020;Tardío, Mate, & Trujillo, 2015). Big data has been extensively applied, and several innovative platforms and technologies are continuously emerging to improve big data analytics and processing (Basukie, Wang, & Li, 2020;Oussous, Benjelloun, Ait Lahcen, & Belfkih, 2017).…”

Section: Introductionmentioning

confidence: 99%

The Analysis of Big Data Architecture for Healthcare Service, a Case Study of a Public Hospital

Noonpakdee

2022

IJMKL

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Big data is one of the promising technologies which helps the healthcare sector improve patient experience, reduce the cost of treatment, predict epidemics, and provide competitive healthcare services. This research aims to study and analyse big data architecture for a public hospital in Thailand.Study design/methodology/approach: This research employs a qualitative approach. For data collection and analysis, document analysis is applied as a qualitative method to obtain empirical data. In addition, in-depth interviews of the IT manager, doctor, and staff are conducted to confirm the big data architecture and examine issues in a case study public hospital.Findings: According to the study, big data architecture for the public hospital comprises data acquisition, data integration, data analytics, data visualisation, a health data centre on a cloud, and data governance.Originality/value: The architecture components and analysis can be applied as a guideline for big data processing and analytics to create a solution for implementing big data in healthcare effectively.

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Big data analytics capability and decision making performance in emerging market firms: The role of contractual and relational governance mechanisms

Cited by 137 publications

References 51 publications

Unravelling the relationship between a firm’s big data analytics capability and the realization of a competitive advantage: an IT business value approach

Unravelling the relationship between a firm’s big data analytics capability and the realization of a competitive advantage: an IT business value approach

Human-related capabilities in big data analytics: a taxonomy of human factors with impact on firm performance

The Analysis of Big Data Architecture for Healthcare Service, a Case Study of a Public Hospital

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