Artificial intelligence as a complement to other innovation activities and as a method of invention

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Authors: Guillermo Arenas Diaz, Mariacristina Piva, Marco Vivarelli
Cited by: 1
References: 71

Abstract

This study investigates the relationship between Artificial Intelligence (AI) and innovation inputs in Spanish manufacturing firms. While AI is increasingly recognized as a driver of productivity and economic growth, its role in shaping firms' innovation strategies remains underexplored. Using firm-level data, our analysis focuses on whether AI complements innovation inputs - specifically R&D and Embodied Technological Change (ETC) - and whether AI can be considered as a Method of Invention, able to trigger subsequent innovation investments. Results show a positive association between AI adoption and both internal R&D and ETC, in a static and a dynamic framework. Furthermore, empirical evidence also highlights heterogeneity, with important peculiarities affecting large vs small firms and high-tech vs low-tech companies. These findings suggest that AI may act as both a complement and a catalyst, depending on firm characteristics.

Fields of Study & Subjects

COVID-19 Geopolitics Technology Migration Economic and Technological Developments in Russia Scientific Research and Philosophical Inquiry

Publication details

Journal / source
Research Publications (Maastricht University)
Publisher
Informa UK Limited
Pages
1-23
Publication date
1 January 2026
Language
EN