A1 Journal article (refereed)
The value of perfect and imperfect information in lake monitoring and management (2020)
Koski, V., Kotamäki, N., Hämäläinen, H., Meissner, K., Karvanen, J., & Kärkkäinen, S. (2020). The value of perfect and imperfect information in lake monitoring and management. Science of the Total Environment, 726, Article 138396. https://doi.org/10.1016/j.scitotenv.2020.138396
JYU authors or editors
Publication details
All authors or editors: Koski, Vilja; Kotamäki, Niina; Hämäläinen, Heikki; Meissner, Kristian; Karvanen, Juha; Kärkkäinen, Salme
Journal or series: Science of the Total Environment
ISSN: 0048-9697
eISSN: 1879-1026
Publication year: 2020
Volume: 726
Article number: 138396
Publisher: Elsevier
Publication country: Netherlands
Publication language: English
DOI: https://doi.org/10.1016/j.scitotenv.2020.138396
Publication open access: Openly available
Publication channel open access: Partially open access channel
Publication is parallel published (JYX): https://jyx.jyu.fi/handle/123456789/68827
Abstract
Uncertainty in the information obtained through monitoring complicates decision making about aquatic ecosystems management actions. We suggest the value of information (VOI) to assess the profitability of paying for additional monitoring information, when taking into account the costs and benefits of monitoring and management actions, as well as associated uncertainty. Estimating the monetary value of the ecosystem needed for deriving VOI is challenging. Therefore, instead of considering a single value, we evaluate the sensitivity of VOI to varying monetary value. We also extend the VOI analysis to the more realistic context where additional information does not result in perfect, but rather in imperfect information on the true state of the environment. Therefore, we analytically derive the value of perfect information in the case of two alternative decisions and two states of uncertainty. Second, we describe a Monte Carlo type of approach to evaluate the value of imperfect information about a continuous classification variable. Third, we determine confidence intervals for the VOI with a percentile bootstrap method. Results for our case study on 144 Finnish lakes suggest that generally, the value of monitoring exceeds the cost. It is particularly profitable to monitor lakes that meet the quality standards a priori, to ascertain that expensive and unnecessary management can be avoided. The VOI analysis provides a novel tool for lake and other environmental managers to estimate the value of additional monitoring data for a particular, single case, e.g. a lake, when an additional benefit is attainable through remedial management actions.
Keywords: environmental control; environmental management; lakes; state of waters; monitoring; decision making; information (data); statistical models
Free keywords: decision making; environmental management; imperfect information; lakes; perfect information; value of information
Contributing organizations
Related projects
- Advanced Computational and Statistical Techniques for Biomonitoring and Aquatic Ecosystem Service Management
- Kärkkäinen, Salme
- Academy of Finland
- Competitive funding to strengthen universities’ research profiles. Profiling actions at the JYU, round 3
- Hämäläinen, Keijo
- Academy of Finland
Ministry reporting: Yes
Reporting Year: 2020
JUFO rating: 2