Description
Liquid biofuels are widely promoted as renewable, lower-emission alternatives to fossil fuels. Yet despite their promise, this sector faces a critical constraint: a long-term decline in the productivity of innovation. This decline—measured by a decreasing number of patents per inventor—suggests that generating technological breakthroughs is becoming more difficult, expensive, and uncertain. As innovation becomes more resource-intensive, the feasibility of replacing petroleum with liquid biofuels grows more tenuous. This is especially problematic given the pre-existing technical disadvantages of biofuels, including their relatively low energy return on energy investment (EROEI) and energy density compared to fossil fuels. Our findings show that the innovation system supporting biofuel development is not scaling efficiently. Instead, it is approaching or may have already passed a point of diminishing returns.
Author ORCID Identifier
0009-0004-4146-7894
Document Type
Dataset
DCMI Type
Dataset
File Format
.xlsx
Viewing Instructions
Special software required to use data: The Researcher used SPSS, but in this format, any statistical analysis program would work.
Publication Date
11-5-2025
Publisher
Utah State University
Methodology
To obtain the information necessary for this database, source data were extracted using a similar method employed in Lobo and Stumsky (2008) from the USPTO. The information gathered included title, authorship, patent number, technology codes, date patent was requested, and date patent was granted. The data were gathered using a keyword search of terms and patent codes, as described below. This search returned over 33,000 patents from 1976 to 2020. For the 5,806 retained patents, we collected data on several key attributes: the number of listed inventors, the number of days of pendency, whether the patent description mentioned algae, whether the invention related to diesel, ethanol, or jet fuel production, and whether it was associated with vehicle innovations for alternative fuel use.
Referenced by
Arnold, Michelle M. & Christopher L. Lant (In preparation) “Increasing Complexity Leads to Declining Productivity of Innovation in the Algal Biofuel Industry”
Language
eng
Code Lists
APPDATE = The date the patent application was filed
GDATE = Date patent was granted
Days = Days between APPDATE and GDATE
Disciplines
Natural Resources and Conservation | Oil, Gas, and Energy
License

This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Arnold, Michelle, "Increasing Complexity Leads to Declining Productivity of Innovation in the Algal Biofuel Industry (Supplemental Information)" (2025). Browse all Datasets. Paper 253.
https://digitalcommons.usu.edu/all_datasets/253