248 Expanding Geology’s Horizons: Geoinformatics, Open Science, and Open Data
This session highlights the development of new methodologies for collecting, sharing, and analyzing geological datasets and the advancement of FAIR (findable, accessible, interoperable, and reusable) data practices.
Wednesday, 22 October 2025
8:00 AM - 12:00 PM
HBGCC, 301C
Mineral Informatics: Data-driven advances in mineralogical and planetary sciences
Paper number: 248-3
Program: Technical Sessions
Time: 8:50 AM – 9:05 AM
Authors
-
Anirudh PrabhuCarnegie Science, Washington, DC
-
Robert HazenCarnegie Institution for Science, Earth and Planets Laboratory, Washington, DC
-
Robert DownsUniversity of Arizona, Geosciences, Tucson, AZ
-
Kate HendricksonRutgers University, Piscataway, NJ
-
Jolyon Ralphmindat.org, Mitcham, Surrey
-
Xiaogang MaUniversity of Idaho, Moscow, ID
Abstract
The key to answering many compelling and complex questions in Earth, planetary, and life science lies in breaking down the barriers between scientific fields and harnessing the integrated, multi-disciplinary power of their respective data resources. We have a unique opportunity to integrate large and rapidly expanding data resources, to enlist powerful analytical and visualization methods, and to answer multi-disciplinary questions that cannot be addressed by one field alone.
Rapidly expanding mineral data resources have created an opportunity to characterize changes in near-surface mineralogy through deep time and to relate these findings to the geologic and biologic evolution of our planet over the past 4.5 billion years. Data-driven studies employing advanced analytical and visualization techniques such as mineral ecology, network analysis, and association analysis, allow us to begin tackling big questions in Earth, planetary, and biosciences, including those related to (1) the relationships of mineral formation and preservation with large-scale geologic processes, such supercontinent assembly, the oxidation of Earth’s atmosphere, and changes in ocean chemistry. (2) The abundance and likely species of as-yet undiscovered mineral, as well as the probability of finding a mineral or mineral assemblage at any locality on Earth or another planetary body. (3) Exploring the possibility that Earth’s mineral diversity and distribution is a biosignature. (4) Characterizing the origins of all mineral species through the development of the Evolutionary System of Mineralogy – a system that will provide a framework for predicting the formational conditions of mineral species of unknown origin. (5) Lastly, integrating across disciplines and exploring ideas that one field alone cannot fully characterize (e.g., how the geochemical makeup of our planet affected the emergence and evolution of life, and, likewise, how life influenced chemical composition and geological processes throughout Earth history).
Geological Society of America Abstracts with Programs. Vol. 57, No. 6
doi: 10.1130/abs/2025AM-414577
© Copyright 2025 The Geological Society of America (GSA), all rights reserved. Permission is hereby granted to the author(s) of this abstract to reproduce and distribute it freely, for noncommercial purposes. Permission is hereby granted to any individual scientist to download a single copy of this electronic file and reproduce up to 20 paper copies for noncommercial purposes advancing science and education, including classroom use, providing all reproductions include the complete content shown here, including the author information. All other forms of reproduction and/or transmittal are prohibited without written permission from GSA Copyright Permissions.