Open science, open innovation? The role of open access in patenting activity

Abstract Scientific knowledge is a key driver of technological innovation, shaping industrial development and policy decisions worldwide. Understanding how patents incorporate scientific research is essential for assessing the role of academic discoveries in technological progress. Non-Patent References (NPRs) provide a useful indicator of this relationship by revealing the extent to which patents draw upon scientific literature. Using USPTO patent data on 497,098 patents and 3.2 million inventor-cited scientific references, matched to nearly one million distinct publications in the Marx–Fuegi (2020) database, we employ the Reliance on Science Index (RSI) and the Normalized Open Access Index (NOAI) to quantify both the dependence of patents on scientific research and the accessibility of the cited literature. We show that reliance on scientific research in patents varies significantly across regions and is strongly concentrated in science-based domains (especially biotechnology and pharmaceuticals). Oceania and Europe display stronger engagement with scientific knowledge, while the Americas exhibit lower reliance. Additionally, Open Access is overrepresented in NPRs, specifically inventor-cited scientific references, and more likely to be cited than average (38%), a trend which intensifies when Sci-Hub availability is considered. These results highlight the transformative impact of Open Science on global innovation dynamics. By facilitating broader access to research, Open Science strengthens the link between academia and industry, underscoring the need for policies that promote equitable and science-based innovation, particularly in developing regions.

Authors

Institutions

Publication Details

Journal
Scientometrics
Published
2026-07-18
DOI
https://doi.org/10.1007/s11192-026-05725-8
Primary Topic
Private Equity and Venture Capital
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Open science, open innovation? The role of open access in patenting activity

Abdelghani Maddi, Francesco De Pretis, Ahmad Yaman Abdin
Scientometrics
Private Equity and Venture Capital
article

Open science, open innovation? The role of open access in patenting activity

Abdelghani Maddi, Francesco De Pretis, Ahmad Yaman Abdin
article en

Abstract

Abstract Scientific knowledge is a key driver of technological innovation, shaping industrial development and policy decisions worldwide. Understanding how patents incorporate scientific research is essential for assessing the role of academic discoveries in technological progress. Non-Patent References (NPRs) provide a useful indicator of this relationship by revealing the extent to which patents draw upon scientific literature. Using USPTO patent data on 497,098 patents and 3.2 million inventor-cited scientific references, matched to nearly one million distinct publications in the Marx–Fuegi (2020) database, we employ the Reliance on Science Index (RSI) and the Normalized Open Access Index (NOAI) to quantify both the dependence of patents on scientific research and the accessibility of the cited literature. We show that reliance on scientific research in patents varies significantly across regions and is strongly concentrated in science-based domains (especially biotechnology and pharmaceuticals). Oceania and Europe display stronger engagement with scientific knowledge, while the Americas exhibit lower reliance. Additionally, Open Access is overrepresented in NPRs, specifically inventor-cited scientific references, and more likely to be cited than average (38%), a trend which intensifies when Sci-Hub availability is considered. These results highlight the transformative impact of Open Science on global innovation dynamics. By facilitating broader access to research, Open Science strengthens the link between academia and industry, underscoring the need for policies that promote equitable and science-based innovation, particularly in developing regions.

Scientometrics
University of Modena and Reggio Emilia (IT), Centre National de la Recherche Scientifique (FR), Sorbonne Université (FR), Groupe d'Étude des Méthodes de l'Analyse Sociologique de la Sorbonne (FR), Indiana University Bloomington (US), Bocconi University (IT), Saarland University (DE)
ReCor Medical, Agence Nationale de la Recherche
Openalex Percentile: Top 100%
Private Equity and Venture Capital
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.