Data quality control considerations in multivariate environmental monitoring: experience of the French coastal network SOMLIT

Introduction: While crucial to ensuring the production of accurate and high-quality data—and to avoid erroneous conclusions—data quality control (QC) in environmental monitoring datasets is still poorly documented. Methods: With a focus on annual inter-laboratory comparison (ILC) exercises performed...

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Main Authors: Agogué, H. (Author), Alliouane, S. (Author), Aubert, F. (Author), Aubin, S. (Author), Berthebaud, E. (Author), Blayac, H. (Author), Blondel, L. (Author), Boulart, C. (Author), Bozec, Y. (Author), Breton, E. (Author), Bureau, S. (Author), Caillo, A. (Author), Cariou, T. (Author), Cauvin, A. (Author), Cazes, J.-B (Author), Chasselin, L. (Author), Claquin, P. (Author), Conan, P. (Author), Cordier, M.-A (Author), Costes, L. (Author), Crec’hriou, R. (Author), Crispi, O. (Author), Crouvoisier, M. (Author), David, V. (Author), De Lary, H. (Author), Del Amo, Y. (Author), Delebecq, G. (Author), Devesa, J. (Author), Domeau, A. (Author), Durozier, M. (Author), Emery, C. (Author), Fauchot, J. (Author), Ferreira, S. (Author), Feunteun, E. (Author), Garcia, N. (Author), Gentilhomme, V. (Author), Geslin, S. (Author), Giraud, M. (Author), Goberville, E. (Author), Grangeré, K. (Author), Grégori, G. (Author), Grossteffan, E. (Author), Gueux, A. (Author), Guillaudeau, J. (Author), Guillou, G. (Author), Harrewyn, M. (Author), Jolly, O. (Author), Jude-Lemeilleur, F. (Author), L’Helguen, S. (Author), Labatut, P. (Author), Labourdette, N. (Author), Lachaussée, N. (Author), Lafont, M. (Author), Lagadec, V. (Author), Lambert, C. (Author), Lamoureux, J. (Author), Lanceleur, L. (Author), Lebreton, B. (Author), Lecuyer, E. (Author), Lemeille, D. (Author), Leredde, Y. (Author), Leroux, C. (Author), Leynaert, A. (Author), Lheureux, A. (Author), Liénart, C. (Author), Macé, E. (Author), Maria, E. (Author), Marie, B. (Author), Marie, D. (Author), Mas, S. (Author), Mendes, F. (Author), Mornet, L. (Author), Mostajir, B. (Author), Mousseau, L. (Author), Nowaczyk, A. (Author), Nunige, S. (Author), Parra, R. (Author), Paulin, T. (Author), Pecqueur, D. (Author), Petit, F. (Author), Pineau, P. (Author), Raimbault, P. (Author), Rigaut-Jalabert, F. (Author), Rimmelin-Maury, P. (Author), Salmeron, C. (Author), Salter, I. (Author), Sauriau, P.-G (Author), Sautour, B. (Author), Savoye, N. (Author), Seuront, L. (Author), Sultan, E. (Author), Valdès, R. (Author), Vantrepotte, V. (Author), Vidussi, F. (Author), Voron, F. (Author), Vuillemin, R. (Author), Zudaire, L. (Author)
Format: Article
Language:English
Published: Frontiers Media S.A. 2023
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LEADER 06561nam a2201357Ia 4500
001 10.3389-fmars.2023.1135446
008 230526s2023 CNT 000 0 und d
020 |a 22967745 (ISSN) 
245 1 0 |a Data quality control considerations in multivariate environmental monitoring: experience of the French coastal network SOMLIT 
260 0 |b Frontiers Media S.A.  |c 2023 
856 |z View Fulltext in Publisher  |u https://doi.org/10.3389/fmars.2023.1135446 
520 3 |a Introduction: While crucial to ensuring the production of accurate and high-quality data—and to avoid erroneous conclusions—data quality control (QC) in environmental monitoring datasets is still poorly documented. Methods: With a focus on annual inter-laboratory comparison (ILC) exercises performed in the context of the French coastal monitoring SOMLIT network, we share here a pragmatic approach to QC, which allows the calculation of systematic and random errors, measurement uncertainty, and individual performance. After an overview of the different QC actions applied to fulfill requirements for quality and competence, we report equipment, accommodation, design of the ILC exercises, and statistical methodology specially adapted to small environmental networks (<20 laboratories) and multivariate datasets. Finally, the expanded uncertainty of measurement for 20 environmental variables routinely measured by SOMLIT from discrete sampling—including Essential Ocean Variables—is provided. Results, Discussion, Conclusion: The examination of the temporal variations (2001–2021) in the repeatability, reproducibility, and trueness of the SOMLIT network over time confirms the essential role of ILC exercises as a tool for the continuous improvement of data quality in environmental monitoring datasets. Copyright © 2023 Breton, Savoye, Rimmelin-Maury, Sautour, Goberville, Lheureux, Cariou, Ferreira, Agogué, Alliouane, Aubert, Aubin, Berthebaud, Blayac, Blondel, Boulart, Bozec, Bureau, Caillo, Cauvin, Cazes, Chasselin, Claquin, Conan, Cordier, Costes, Crec’hriou, Crispi, Crouvoisier, David, Del Amo, De Lary, Delebecq, Devesa, Domeau, Durozier, Emery, Feunteun, Fauchot, Gentilhomme, Geslin, Giraud, Grangeré, Grégori, Grossteffan, Gueux, Guillaudeau, Guillou, Harrewyn, Jolly, Jude-Lemeilleur, Labatut, Labourdette, Lachaussée, Lafont, Lagadec, Lambert, Lamoureux, Lanceleur, Lebreton, Lecuyer, Lemeille, Leredde, Leroux, Leynaert, L’Helguen, Liénart, Macé, Maria, Marie, Marie, Mas, Mendes, Mornet, Mostajir, Mousseau, Nowaczyk, Nunige, Parra, Paulin, Pecqueur, Petit, Pineau, Raimbault, Rigaut-Jalabert, Salmeron, Salter, Sauriau, Seuront, Sultan, Valdès, Vantrepotte, Vidussi, Voron, Vuillemin, Zudaire and Garcia. 
650 0 4 |a analyst performance 
650 0 4 |a data quality control 
650 0 4 |a environmental monitoring network 
650 0 4 |a inter-laboratory comparison exercises 
650 0 4 |a measurement uncertainty 
650 0 4 |a multivariate dataset 
700 1 0 |a Agogué, H.  |e author 
700 1 0 |a Alliouane, S.  |e author 
700 1 0 |a Aubert, F.  |e author 
700 1 0 |a Aubin, S.  |e author 
700 1 0 |a Berthebaud, E.  |e author 
700 1 0 |a Blayac, H.  |e author 
700 1 0 |a Blondel, L.  |e author 
700 1 0 |a Boulart, C.  |e author 
700 1 0 |a Bozec, Y.  |e author 
700 1 0 |a Breton, E.  |e author 
700 1 0 |a Bureau, S.  |e author 
700 1 0 |a Caillo, A.  |e author 
700 1 0 |a Cariou, T.  |e author 
700 1 0 |a Cauvin, A.  |e author 
700 1 0 |a Cazes, J.-B.  |e author 
700 1 0 |a Chasselin, L.  |e author 
700 1 0 |a Claquin, P.  |e author 
700 1 0 |a Conan, P.  |e author 
700 1 0 |a Cordier, M.-A.  |e author 
700 1 0 |a Costes, L.  |e author 
700 1 0 |a Crec’hriou, R.  |e author 
700 1 0 |a Crispi, O.  |e author 
700 1 0 |a Crouvoisier, M.  |e author 
700 1 0 |a David, V.  |e author 
700 1 0 |a De Lary, H.  |e author 
700 1 0 |a Del Amo, Y.  |e author 
700 1 0 |a Delebecq, G.  |e author 
700 1 0 |a Devesa, J.  |e author 
700 1 0 |a Domeau, A.  |e author 
700 1 0 |a Durozier, M.  |e author 
700 1 0 |a Emery, C.  |e author 
700 1 0 |a Fauchot, J.  |e author 
700 1 0 |a Ferreira, S.  |e author 
700 1 0 |a Feunteun, E.  |e author 
700 1 0 |a Garcia, N.  |e author 
700 1 0 |a Gentilhomme, V.  |e author 
700 1 0 |a Geslin, S.  |e author 
700 1 0 |a Giraud, M.  |e author 
700 1 0 |a Goberville, E.  |e author 
700 1 0 |a Grangeré, K.  |e author 
700 1 0 |a Grégori, G.  |e author 
700 1 0 |a Grossteffan, E.  |e author 
700 1 0 |a Gueux, A.  |e author 
700 1 0 |a Guillaudeau, J.  |e author 
700 1 0 |a Guillou, G.  |e author 
700 1 0 |a Harrewyn, M.  |e author 
700 1 0 |a Jolly, O.  |e author 
700 1 0 |a Jude-Lemeilleur, F.  |e author 
700 1 0 |a L’Helguen, S.  |e author 
700 1 0 |a Labatut, P.  |e author 
700 1 0 |a Labourdette, N.  |e author 
700 1 0 |a Lachaussée, N.  |e author 
700 1 0 |a Lafont, M.  |e author 
700 1 0 |a Lagadec, V.  |e author 
700 1 0 |a Lambert, C.  |e author 
700 1 0 |a Lamoureux, J.  |e author 
700 1 0 |a Lanceleur, L.  |e author 
700 1 0 |a Lebreton, B.  |e author 
700 1 0 |a Lecuyer, E.  |e author 
700 1 0 |a Lemeille, D.  |e author 
700 1 0 |a Leredde, Y.  |e author 
700 1 0 |a Leroux, C.  |e author 
700 1 0 |a Leynaert, A.  |e author 
700 1 0 |a Lheureux, A.  |e author 
700 1 0 |a Liénart, C.  |e author 
700 1 0 |a Macé, E.  |e author 
700 1 0 |a Maria, E.  |e author 
700 1 0 |a Marie, B.  |e author 
700 1 0 |a Marie, D.  |e author 
700 1 0 |a Mas, S.  |e author 
700 1 0 |a Mendes, F.  |e author 
700 1 0 |a Mornet, L.  |e author 
700 1 0 |a Mostajir, B.  |e author 
700 1 0 |a Mousseau, L.  |e author 
700 1 0 |a Nowaczyk, A.  |e author 
700 1 0 |a Nunige, S.  |e author 
700 1 0 |a Parra, R.  |e author 
700 1 0 |a Paulin, T.  |e author 
700 1 0 |a Pecqueur, D.  |e author 
700 1 0 |a Petit, F.  |e author 
700 1 0 |a Pineau, P.  |e author 
700 1 0 |a Raimbault, P.  |e author 
700 1 0 |a Rigaut-Jalabert, F.  |e author 
700 1 0 |a Rimmelin-Maury, P.  |e author 
700 1 0 |a Salmeron, C.  |e author 
700 1 0 |a Salter, I.  |e author 
700 1 0 |a Sauriau, P.-G.  |e author 
700 1 0 |a Sautour, B.  |e author 
700 1 0 |a Savoye, N.  |e author 
700 1 0 |a Seuront, L.  |e author 
700 1 0 |a Sultan, E.  |e author 
700 1 0 |a Valdès, R.  |e author 
700 1 0 |a Vantrepotte, V.  |e author 
700 1 0 |a Vidussi, F.  |e author 
700 1 0 |a Voron, F.  |e author 
700 1 0 |a Vuillemin, R.  |e author 
700 1 0 |a Zudaire, L.  |e author 
773 |t Frontiers in Marine Science  |x 22967745 (ISSN)  |g 10