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How Certain is Good Enough? Managing Data Quality and Uncertainty in Ordinal Citizen Science Data Sets for Evidence-Based Policies on Fresh Water Cover

How Certain is Good Enough? Managing Data Quality and Uncertainty in Ordinal Citizen Science Data Sets for Evidence-Based Policies on Fresh Water

Open Access
|Jun 2023

Figures & Tables

Table 1

Selected Administration de La Gestion de l’Eau (AGE) data collection parameters (Pickar 2021; AGE 2015).

PHYSICAL AND CHEMICALBIOLOGICALHYDRO-MORPHOLOGICALNATURALLY OCCURRING SUBSTANCES ASSOCIATED WITH POLLUTIONOTHER POLLUTANTS
DescriptionTemperature, parameters concerning oxygen, turbidity, pHIndicators concerning aquatic plants, other organisms.Indicators concerning water flow, depth, width of riverbed and river bankSalinity, nutrients*, chlorophyll, metalsPesticides, pharmaceuticals, other chemicals
Sampling frequency in major riversMonthlyMonthly/bimonthlyContinuouslyMonthlyMonthly/after screening
Sampling frequency in other water bodiesMonthly/quarterlyEvery 3 yearsN/AMonthly/quarterlyIrregularly

[i] * Total phosphorus, ortho-phosphate, ammonia, nitrate, nitrite.

Table 2

Parameters required at each data point. While other parameters were optional (e.g., turbidity, water flow), for dataset completeness only the parameters listed here were used in this study.

PARAMETERDESCRIPTION
DateWhen sample was taken
LocationCoordinates and/or site description
Nitrate concentrationMatch sample to one of 7 colorimetric ranges
Phosphate concentrationMatch sample to one of 7 colorimetric ranges
Water body TypeChoose from: stream, river, pond, lake, wetland, source
Land useChoose from: agriculture, forest, grassland/shrub, urban residential, urban park, industrial, other (specify)
VegetationChoose from (more than one possible): trees/shrubs, grass, other (specify)
Pollution4 binary answers concerning presence of: foam, litter, algae, oily sheen
ColourChoose from: colourless, yellow, green, brown, other (specify)
cstp-8-1-592-g1.png
Figure 1

Location of sampling sites from the 2019 and 2021 Water Blitz events in Luxembourg.

cstp-8-1-592-g2.png
Figure 2

Distribution of observed nutrient concentrations.

cstp-8-1-592-g3.png
Figure 3

Geographical distribution of observed nutrient concentrations combined for the 2019 and 2021 events.

Table 3

Scale of nitrate and phosphate concentrations in relation to surface water quality.

INDICATORVERY GOODGOODMODERATEUNSATISFACTORYBAD
Nitrate-nitrogen (NO3–-N) [mg/l]≤2.3≤5.7≤11.3≤22.6>22.6
Phosphate-phosphorus (PO43–-P) [mg/l]≤0.033≤0.163≤0.326≤0.653>0.653
Table 4

Pedigree matrix for nutrient data in fresh water.

SCOREPROXYEMPIRICALMETHODVALIDATION
4Exact measureLarge sample setBest available practiceCompared with independent measurements of same variable
3Good fitSmall sample setReliable methodCompared with independent measurements of related variable
2Well correlatedModelled dataAcceptable methodCompared with measurements not independent
1Poorly correlatedEducated guessUnknown methodIndirect validation
0No clear relationSpeculationNo rigorNo validation
Table 5

Nutrient concentration summary for the combined data according to land use.

LAND USE#SAMPLESMEDIAN NITRATE# SAMPLES NITRATE ≥ 5 MG/L% SAMPLES NITRATE ≥5 MG/LMEDIAN PHOSPHATE
Urban residential842–523270.05–0.1
Urban park561–213230.05–0.1
Grassland/shrub842–530360.02–0.05
Agriculture772–531400.02–0.05
Forest1162–549420.02–0.05
Table 6

Nutrient concentration summary for the combined data for different water body types.

TYPESAMPLESMEDIAN NITRATEMEDIAN PHOSPHATE
Stream2152–50.02–0.05
River1272–50.1–0.2
Pond52<0.20.02–0.05
Lake120.5–10.02–0.05
Wetland13<0.20.02–0.05
Source92–50.02–0.05
cstp-8-1-592-g4.png
Figure 4

Results for the Sauer.

Table 7

List of nutrient concentrations measured at AGE stations on the Sauer in 2019 and 2021.

STATION LOCATIONDIST. [KM]MEASUREMENT DATE 2019NITRATE [MG/L]PHOSPHATE [MG/L]MEASUREMENT DATE 2021NITRATE [MG/L]PHOSPHATE [MG/L]
Martelange025.91.10.0111.53.00.01
Bigonville1625.91.10.0311.52.70.01
Miserbreck2026.91.10.0112.52.50.01
Esch/Sauer3826.93.60.0112.55.00.01
Erpeldange7316.93.00.0525.54.30.02
Reisdorf885.93.60.1318.53.40.13
Dillingen955.93.20.0818.53.40.13
Wasserbillig1335.93.60.1318.53.90.11
cstp-8-1-592-g5.png
Figure 5

Results for the Alzette.

Table 8

List of nutrient concentrations measured at AGE stations on the Alzette in 2019.

STATION LOCATIONDISTANCE [KM]MEASUREMENT DATENITRATE [MG/L]PHOSPHATE [MG/L]
Esch/Alzette016.101.90.17
Schifflange516.101.60.17
Huncherange916.102.30.26
Hesperange2017.103.20.31
Eich3423.104.30.14
Walferdange3923.103.90.19
Mersch5017.94.10.27
Colmar Berg6223.104.80.15
Ettelbruck6616.94.30.19
DOI: https://doi.org/10.5334/cstp.592 | Journal eISSN: 2057-4991
Language: English
Submitted on: Oct 3, 2022
Accepted on: Apr 24, 2023
Published on: Jun 27, 2023
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2023 Jacek Stankiewicz, Ariane König, Karl Pickar, Stefan Weiss, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.