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Addendum: Sea level much higher than assumed in most coastal hazard assessments

Addendum to: Nature https://doi.org/10.1038/s41586-026-10196-1 Published online 4 March 2026 Main This Addendum provides the configuration details for the geoid models used in the methodology underlying the coastal exposure meta-analysis in the original article1. It expands upon the description in the original publication to ensure full reproducibility of our results. The specific configuration details are outlined below and in Extended Data Tables 1–5. Geoid model information was obtained from the openly accessible calculation service of the International Centre for Global Earth Models from GFZ Helmholtz Centre for Geosciences (ICGEM)2. Point data on geoid height anomaly to the WGS84 ellipsoid (in m) was obtained for the entire globe at a resolution of 0.085° for the EGM96 (ref. 3), EGM2008 (ref. 4) and GOCO06s (ref. 5) geoid models, respectively6 (data downloaded on 22/08/2023 for EGM96 and EGM2008 and on 10/01/2024 for GOCO06s) (Extended Data Tables 1–3). Specifically, the output grid from ICGEM documents the maximum latitudes of 90.000 °N and 89.945 °S (2118 latitude parallels), and the maximum longitudes of 180 °W and 179.975 °E (4236 longitude parallels). In total, 8,971,848 points were downloaded for each geoid model. We included the zero-degree term as given by ICGEM into the geoid model configuration7 and for each geoid model refer to a tide-free system configuration6. The reference ellipsoid WGS84 underlying these geoid models is defined by the geocentric gravitational constant GM = 3.98600441800 × 1014 m3/s2, a radius of a = 6378137.00 m, a flattening of f = 1/298.25722356300, an angular velocity of ω = 7.292115 × 10–5 s–1 and a normal potential of U0 = 6.263685171456948 × 107 m2/s2. We did not apply any filters in the configuration6. Consequently, the geoid model data we obtained from the ICGEM calculation service include the EGM96 (with a maximum used degree of 360) characterized by a weighted mean of –7.1416531 × 10–3 m, a maximum of 8.5891824 × 101 m, a minimum of –1.0651816 × 102 m and a weighted root mean square of 3.0566520 × 101 m (Extended Data Table 1); EGM2008 (with a maximum used degree of 2190) characterized by a weighted mean of –8.2435599 × 10–3 m, a maximum of 8.6064395 × 101 m, a minimum of –1.0648962 × 102 m and a weighted root mean square of 3.0570532 × 101 m (Extended Data Table 2); and GOCO06s (with a maximum used degree of 300) characterized by a weighted mean of –7.1516965 × 10–3 m, a maximum of 8.5419839 × 101 m, a minimum of –1.0651832 × 102 m and a weighted root mean square of 3.0569639 × 101 m (Extended Data Table 3). For each geoid model, the height anomaly points were interpolated into a global raster by using multiquadric radial basis functions, which gave the most accurate interpolation results and is also used by gravitational field modelling studies8,9. The interpolations were conducted using the geostatistical wizard in ArcGIS Pro (version 3.1.3). For each interpolation, the kernel parameter was optimized. The standard neighbourhood type was automatically set with a minimum of 10 and a maximum of 15 neighbours. A sector type of one sector was used. The processing was similar for our additional computations, involving the GOCO2025s (ref. 10) and EGM-DIR R4 (refs. 11,12) investigations, which were added in the later process of our article (Extended Data Tables 4 and 5). For both the GOCO2025s and the DIR R4 geoid models, we downloaded height anomaly data to the WGS84 ellipsoid as specified above6 (date of download for both geoid models: 03/10/2025). We used a grid step of 1.000° and a global coverage, extending from 90.000 °N to 90.000 °S and from 180.000 °W to 180.000 °E, thus obtaining 65,341 grid points. As for the previously described geoid models, we included the zero-degree term as given by ICGEM into the geoid model configuration7 and for each geoid model refer to a tide-free system configuration6. Consequently, the output configurated by ICGEM include the GOCO2025s (with a maximum used degree of 300) characterized by a weighted mean of 1.6370365 × 10–2 m, a maximum of 8.4607608 × 101 m, a minimum of –1.0634983 × 102 m and a weighted root mean square of 3.0565538 × 101 m (Extended Data Table 4); and the DIR R4 (with a maximum used degree of 260) characterized by a weighted mean of 1.6487188 × 10–2 m, a maximum of 8.4596036 × 101 m, a minimum of –1.0649776 × 102 m and a weighted root mean square of 3.0565126 × 101 m (Extended Data Table 5). The respective geoid model point data were interpolated into a global raster using multiquadric radial basis functions with kernel parameter optimization, standard neighbourhood type with minimum 10 and maximum 15 neighbours, and a sector type of one sector. Subsequently, coastal offsets to EGM96 and GOCO06s geoid models and mean dynamic topography (Extended Data Fig. 9 of ref. 1; Supplementary Fig. 9 of ref. 1) were determined by subtraction and as detailed in Extended Data Fig. 2 of ref. 1, followed by the extraction of point values at a 90 m interval along the coastline using bilinear interpolation of values at point locations and excluding no data values and water bodies before rasterization. For visualization purposes, the spatial scale of the data shown in Extended Data Fig. 9 of ref. 1 and Supplementary Fig. 9 of ref. 1 was resampled to 1° using bilinear resampling, whereas statistics are given at 1,000 m spatial resolution (Supplementary Data 2 of ref. 1). References Seeger, K. & Minderhoud, P. S. J. Sea level much higher than assumed in most coastal hazard assessments. Nature 652, 667–674 https://doi.org/10.1038/s41586-026-10196-1 (2026). Ince, E. S. et al. ICGEM – 15 years of successful collection and distribution of global gravitational models, associated services, and future plans. Earth Syst. Sci. Data 11, 647–674 https://doi.org/10.5194/essd-11-647-2019 (2019). Lemoine, F. G. et al. The Development of the Joint NASA GSFC and the National Imagery and Mapping Agency (NIMA) Geopotential Model EGM96. Goddard Space Flight Center https://ntrs.nasa.gov/api/citations/19980218814/downloads/19980218814.pdf (1998; accessed 20 February 2026). Pavlis, N. K. et al. The development and evaluation of the Earth Gravitational Model 2008 (EGM2008). J. Geophys. Res. 117, B04406 https://doi.org/10.1029/2011JB008916 (2012). Kvas, A. et al. GOCO06s – a satellite-only global gravity field model. Earth Syst. Sci. Data 13, 99–118 https://doi.org/10.5194/essd-13-99-2021 (2021). ICGEM. Calculation of Gravity Field Functionals on Ellipsoidal Grids (ICGEM, n.d.). https://icgem.gfz.de/calcgrid (accessed 17 July 2026). ICGEM. Question 18: What is the origin of the disagreement between ICGEM geoid estimations using EGM2008 against NGA EGM2008 calculator? (ICGEM, n.d.). https://icgem.gfz.de/faq (n.d.) (accessed 17 July 2026). Doganalp, S. & Selvi, H. Z. Local geoid determination in strip area projects by using polynomials, least-squares collocation and radial basis functions. Measurement 73, 429–438 https://doi.org/10.1016/J.MEASUREMENT.2015.05.030 (2015). Li, X. Using radial basis functions in airborne gravimetry for local geoid improvement. J. Geod. 92, 471–485 https://doi.org/10.1007/s00190-017-1074-2 (2018). Oehlinger, F. et al. The satellite-only gravity field model GOCO2025s. Graz University of Technology https://doi.org/10.3217/f48p8-8h651 (2025). Bruinsma, S. L. et al. The new ESA satellite-only gravity field model via the direct approach. Geophys. Res. Lett. 40, 3607–3612 https://doi.org/10.1002/grl.50716 (2013). Bruinsma, S. L. et al. ESA’s satellite-only gravity field model via the direct approach based on all GOCE data. Geophys. Res. Lett. 41, 7508–7514 https://doi.org/10.1002/2014GL062045 (2014). Author information Authors and Affiliations Corresponding authors Extended data figures and tables Extended data figures and tables Rights and permissions Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. About this article Cite this article Seeger, K., Minderhoud, P.S.J. Addendum: Sea level much higher than assumed in most coastal hazard assessments. Nature (2026). https://doi.org/10.1038/s41586-026-11017-1 Published: Version of record: DOI: https://doi.org/10.1038/s41586-026-11017-1

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