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Reconceptualizing Competitive Advantage in Data-Intensive Firms: How Digital Infrastructure, Algorithmic Learning, and Organizational Data Accumulation Reshape Strategic Positioning in Contemporary Business Environments
The digital transformation of business has given rise to data-intensive firms in which competitive advantage and strategic positioning are no longer adequately explained by traditional resource-based or dynamic-capability theories. This conceptual theory-development paper reconceptualizes competitive advantage as the outcome of three interdependent mechanisms—digital infrastructure, algorithmic learning, and organizational data accumulation. Digital infrastructure functions as the enabling platform for seamless data flows; organizational data accumulation converts raw information into strategic capabilities; and algorithmic learning provides the adaptive engine that translates accumulated data into real-time repositioning. Synthesizing peer-reviewed studies published across leading outlets, the paper identifies critical theoretical gaps in isolated treatments of these constructs. Six formal propositions articulate causal, moderating, and synergistic relationships that produce a novel competitive logic unique to data-intensive environments. The resulting framework advances digital business theory by demonstrating how these elements collectively generate dynamic, ecosystem-level strategic positioning that traditional models cannot capture. Contributions extend to both scholarly understanding of data-driven strategy and managerial imperatives for sustained advantage in hyper-competitive markets.
Journal of Digital Business and Management Studies
Original Research | Open access | 18 March 2021 | Article: 1

Digital Infrastructure as a Source of Strategic Advantage: Examining the Role of Technology Architecture in Shaping Organizational Competitiveness
Digital infrastructures have evolved from operational backbones into strategic assets capable of driving sustained organizational competitiveness. This conceptual paper synthesizes the interplay between technology architecture design, modular systems, data integration mechanisms, and capability alignment to explain how organizations convert digital infrastructure into competitive advantage. To address these gaps, the paper introduces the digital infrastructure strategic architecture framework (DISAF), a novel five-component model that maps layered infrastructure elements to value-creation pathways. The framework emphasizes modular technology layers, integrated analytics ecosystems, and bidirectional alignment loops that enable agility, scalability, and differentiation. Theoretical contributions clarify the mechanisms through which technology architecture translates infrastructure investments into dynamic capabilities and superior performance. Managerial implications highlight actionable design principles for chief digital officers and enterprise architects seeking to embed infrastructure decisions within corporate strategy. By positioning technology architecture as the central orchestrator of digital infrastructure capabilities, this work advances the conversation on IT-enabled competitive advantage in an era of continuous digital transformation.
Journal of Digital Business and Management Studies
Original Research | Open access | 18 March 2022 | Article: 9

Strategic Alignment Between Business Strategy and Digital Infrastructure: Understanding How Technology Architecture Shapes Organizational Competitiveness
Strategic alignment between business strategy and digital infrastructure has emerged as a pivotal factor in determining organizational competitiveness in the digital era. This conceptual paper synthesizes recent literature on business-IT alignment, enterprise architecture, and infrastructure-enabled capabilities to propose the Strategic Infrastructure Alignment Model (SIAM). This multi-layer framework elucidates how technology architecture mediates the relationship between strategic intent and competitive outcomes. Drawing on dynamic capabilities theory and resource-based views, SIAM incorporates five core components: (1) business strategy layer, (2) digital infrastructure layer, (3) enterprise architecture alignment mechanisms, (4) capability orchestration systems, and (5) performance and adaptation feedback loop. The model highlights bidirectional influences: aligned infrastructure enables agile execution of strategy, while strategic feedback refines architecture for sustained advantage. By addressing gaps in prior alignment models that overlook recursive dynamics in digital contexts, SIAM offers a novel lens for understanding how modular, scalable technology architectures foster innovation, operational resilience, and market positioning. Implications extend to managerial practice, emphasizing proactive governance of architecture to harness digital infrastructure for competitiveness amid rapid technological change. This framework advances theoretical discourse in digital business and management studies by integrating enterprise architecture as a strategic mediator rather than a mere technical enabler.
Journal of Digital Business and Management Studies
Original Research | Open access | 18 March 2024 | Article: 33