Algorithmic Dynamic Capabilities: Orchestrating Ecosystem Strategy and Competitive Advantage in the Age of Artificial Intelligence
Keywords:
Dynamic Capabilities, Artificial Intelligence, Business Ecosystems, Strategic Management, Competitive Advantage, Digital Transformation, Algorithmic StrategyAbstract
Purpose: As artificial intelligence (AI) fundamentally reshapes the competitive landscape, traditional strategic frameworks—specifically the Resource-Based View (RBV) and standard Dynamic Capabilities—require recalibration. This paper investigates the emergence of "Algorithmic Dynamic Capabilities," defined as the firm's capacity to utilize machine learning algorithms to autonomously sense environmental changes, seize market opportunities, and reconfigure resources.
Design/Methodology/Approach: Through an integrative theoretical review of strategic management literature (spanning 1984–2021), this study synthesizes concepts from ecosystem strategy, dynamic managerial capabilities, and AI governance. We analyze the intersection of human managerial cognition and algorithmic processing to propose a new microfoundational framework.
Findings: The analysis suggests that sustainable competitive advantage in the digital age is no longer solely dependent on possessing rare, valuable resources (VRIN), but on the architecture of the firm's data ecosystems. We identify a shift from "deliberate strategy" to "emergent algorithmic strategy," where AI enables real-time adaptation that exceeds human cognitive limits. However, we also find that the "Automation-Augmentation Paradox" necessitates a continued, elevated role for human strategic oversight in handling ambiguity and ethical governance.
Originality/Value: This research contributes to the strategic management field by extending the Dynamic Capabilities framework into the domain of AI. It provides a novel typology for understanding how firms can orchestrate complex ecosystems without centralized hierarchical control, offering a roadmap for leaders navigating the post-pandemic digital economy.
References
Adner, R. (2017). Ecosystem as structure: An actionable construct for strategy. Journal of Management, 43(1), 39–58.
Barney, J. B. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99–120.
Eisenhardt, K. M., & Martin, J. A. (2000). Dynamic capabilities: What are they? Strategic Management Journal, 21(10‐11), 1105–1121.
Foss, N. J., & Saebi, T. (2017). Fifteen years of research on business model innovation: How far have we come, and where should we go? Journal of Management, 43(1), 200–227.
George, G., Howard-Grenville, J., Joshi, A., & Tihanyi, L. (2016). Understanding and tackling grand challenges: A research agenda for management scholarship. Academy of Management Journal, 59(6), 1880–1895.
Helfat, C. E., & Martin, J. A. (2015). Dynamic managerial capabilities: Review and assessment of managerial impact on strategic change. Journal of Management, 41(5), 1281–1312.
Hitt, M. A., Arregle, J. L., & Holmes Jr, R. M. (2021). Strategic management theory in a post‐pandemic world. Journal of Management Studies, 58(1), 259–264.
Iansiti, M., & Lakhani, K. R. (2020). Competing in the age of AI: Strategy and leadership when algorithms and networks run the world. Harvard Business Review Press.
Mintzberg, H., & Waters, J. A. (1985). Of strategies, deliberate and emergent. Strategic Management Journal, 6(3), 257–272.
Petricevic, O., & Teece, D. J. (2019). The structural reshaping of globalization: Implications for strategic sectors, profiting from innovation, and the multinational enterprise. Journal of International Business Studies, 50(9), 1487–1512.
Porter, M. E. (1996). What is strategy? Harvard Business Review, 74(6), 61–78.
Raisch, S., & Krakowski, S. (2021). Artificial intelligence and management: The automation–augmentation paradox. Academy of Management Review, 46(1), 192–210.
Teece, D. J. (2007). Explicating dynamic capabilities: The nature and microfoundations of (sustainable) enterprise performance. Strategic Management Journal, 28(13), 1319–1350.
Teece, D. J. (2018). Business models and dynamic capabilities. Long Range Planning, 51(1), 40–49.
Wernerfelt, B. (1984). A resource-based view of the firm. Strategic Management Journal, 5(2), 171–180.
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