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

Guillermo Arenas Díaz, Mariacristina Piva, Marco Vivarelli

Research output: Working paper / PreprintWorking paper

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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.
Original languageEnglish
PublisherUNU-MERIT
DOIs
Publication statusPublished - 3 Oct 2025

Publication series

SeriesUNU-MERIT Working Papers
Number022
ISSN1871-9872

JEL classifications

  • o31 - Innovation and Invention: Processes and Incentives
  • o32 - Management of Technological Innovation and R&D

Keywords

  • Artificial Intelligence
  • Method of Invention
  • R&D
  • Innovation Inputs
  • Innovative Complementarities
  • AI

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