Digital-Driven New Quality Productivity & Supply Chain Resilience | Complex Network & Hadamard Product Analysis

 









1. Introduction

Digital-driven new quality productivity represents a transformative shift in economic systems where digital technologies, data integration, and intelligent platforms redefine production efficiency and structural coordination. In the context of global supply chain disruptions, resilience has become a strategic priority. This study integrates complex network theory with the Hadamard Product to analyze how digital innovation strengthens interconnected production networks, enhances adaptive capacity, and improves systemic robustness. By examining multi-layer economic linkages, the research provides a novel methodological contribution to understanding digital transformation and supply chain sustainability.

2. Digital-Driven Productivity Transformation

Digital-driven productivity extends beyond traditional efficiency metrics by incorporating data analytics, artificial intelligence, cloud platforms, and interconnected systems into production ecosystems. This research examines how digital capital deepening enhances value-chain integration, reduces transaction costs, and improves coordination across supply networks. Through advanced modeling, the study measures productivity spillovers within interconnected industrial structures.

3. Complex Network Modeling in Supply Chains

Supply chains can be interpreted as multi-layer complex networks composed of nodes and weighted linkages. This topic explores how centrality, density, clustering coefficients, and network robustness indicators reveal vulnerability patterns. By applying network science principles, the research identifies critical nodes and systemic risks affecting supply chain resilience under digital transformation.

4. Hadamard Product Integration in Economic Networks

The Hadamard Product provides a mathematical framework to capture element-wise interactions between digital productivity matrices and supply chain network structures. This research demonstrates how integrating the Hadamard Product enhances precision in measuring interconnected resilience effects and multi-dimensional economic dependencies.

5. Supply Chain Resilience and Adaptive Capacity

Resilience in supply chains depends on redundancy, flexibility, and digital coordination mechanisms. This topic investigates how digital monitoring systems, smart logistics, and predictive analytics improve disruption response time and recovery efficiency. The econometric findings highlight the positive role of digital intensity in strengthening structural stability.

6. Policy and Strategic Implications for Sustainable Industrial Development

The integration of digital-driven productivity and complex network resilience provides policy insights for governments and industry leaders. This research suggests targeted digital investment strategies, innovation incentives, and network optimization policies to enhance sustainable economic growth. It offers a framework for aligning industrial upgrading with systemic resilience goals in the digital economy era.

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