Too much and not enough data: Challenges and solutions for generating information in freshwater research and monitoring

IF 2.7 3区 环境科学与生态学 Q2 ECOLOGY
Ecosphere Pub Date : 2025-03-27 DOI:10.1002/ecs2.70205
Adrianne P. Smits, Ed K. Hall, Bridget R. Deemer, Facundo Scordo, Carolina C. Barbosa, Stephanie M. Carlson, Kaelin Cawley, Hans-Peter Grossart, Patrick Kelly, Stefano Mammola, Matthew R. Pintar, Caleb J. Robbins, Albert Ruhi, Mattia Saccò
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引用次数: 0

Abstract

Evaluating progress toward achieving freshwater conservation and sustainability goals requires transforming diverse types of data into useful information for scientists, managers, and other interest groups. Despite substantial increases in the volume of freshwater data collected worldwide, many regions and ecosystems still lack sufficient data collection and/or data access. We illustrate how these data challenges result from a diverse set of underlying mechanisms and propose solutions that can be applied by individuals or organizations. We discuss creative approaches to address data scarcity, including the use of community science, remote-sensing, environmental sensors, and legacy datasets. We highlight the importance of coordinated data collection efforts among groups and training programs to improve data access. At the institutional level, we emphasize the power of prioritizing data curation, incentivizing data publication, and promoting research that enhances data coverage and representativeness. Some of these strategies involve technological and analytical approaches, but many necessitate shifting the priorities and incentives of organizations such as academic and government research institutions, monitoring groups, journals, and funding agencies. Our overarching goal is to stimulate discussion to narrow the data disparities hindering the understanding of freshwater processes and their change across spatial scales.

Abstract Image

数据过多和不足:淡水研究和监测中产生信息的挑战和解决办法
评估实现淡水保护和可持续发展目标的进展需要将不同类型的数据转化为对科学家、管理人员和其他利益集团有用的信息。尽管全世界收集的淡水数据量大幅增加,但许多区域和生态系统仍然缺乏足够的数据收集和/或数据获取。我们说明了这些数据挑战是如何由一组不同的底层机制产生的,并提出了个人或组织可以应用的解决方案。我们讨论了解决数据短缺的创造性方法,包括使用社区科学、遥感、环境传感器和遗留数据集。我们强调各小组之间协调数据收集工作和培训项目以改善数据获取的重要性。在制度层面,我们强调优先处理数据管理、激励数据出版和促进提高数据覆盖面和代表性的研究的力量。其中一些战略涉及技术和分析方法,但许多战略需要改变诸如学术和政府研究机构、监测小组、期刊和资助机构等组织的优先事项和激励措施。我们的总体目标是激发讨论,以缩小阻碍理解淡水过程及其跨空间尺度变化的数据差异。
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来源期刊
Ecosphere
Ecosphere ECOLOGY-
CiteScore
4.70
自引率
3.70%
发文量
378
审稿时长
15 weeks
期刊介绍: The scope of Ecosphere is as broad as the science of ecology itself. The journal welcomes submissions from all sub-disciplines of ecological science, as well as interdisciplinary studies relating to ecology. The journal''s goal is to provide a rapid-publication, online-only, open-access alternative to ESA''s other journals, while maintaining the rigorous standards of peer review for which ESA publications are renowned.
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