RARE employs the same modeling and data assimilation framework as the coarser-resolution Simple Ocean Data Assimilation 3.15.2 (SODA3), developed under the simple ocean data assimilation project (
Carton et al., 2018;
Grodsky et al., 2024). The sequential data assimilation was conducted in RARE product to constrain temperature and salinity fields, based on the observational data from World Ocean Database,
in situ and satellite-derived sea surface temperature, and sea ice thickness estimates from Pan-Arctic Ice-Ocean Modeling and Assimilation System (PIOMAS) (
Carton and Chepurin, 2023). The improved spatial resolution of RARE has demonstrated enhanced agreement with observations, yielding stronger and more compact current structures and improved along-isopycnal heat and salt transport (
Carton and Chepurin, 2023), which is substantial for the OIHF variation in the upper ocean. This higher resolution has also shown improved simulation accuracy in sea ice fields, aligning well with atmospheric forcing fields (
Ge et al., 2023). RARE1.15.2 is compared to a coarser-resolution SODA3.15.2, which uses the same modeling and data assimilation system (
Carton and Chepurin, 2023). The RARE dataset produces stronger more compact currents, enhances eddy kinetic energy, and strengthens along-isopycnal heat and salt transports, but reduces vertical exchanges and thus strengthens upper ocean haline stratification. Comparative analyses between RARE, SODA3, and the Hadley Centre EN4.2.2 objective analysis demonstrate that, in regions with extensive data coverage, such as the Nordic seas, the three products produce similar time-mean distributions of temperature and salinity (
Carton and Chepurin, 2023). However, in areas with sparse or temporally variable data coverage, EN4.2.2 exhibits greater sensitivity to data inhomogeneities, which may affect its accuracy in long-term climate analyses (
Carton et al., 2019). Furthermore, RARE and SODA3 products enable examination of interannual temperature variability impacts from subpolar gyres on the Arctic Ocean (
Carton and Chepurin, 2023). This high-resolution RARE product aims to improve documentation and deepen understanding of oceanic and sea ice dynamics within the Arctic climate system, providing valuable insights into mesoscale processes, climate feedback mechanisms, and variability (
Carton and Chepurin, 2023). The SODA product has been widely used to study the global and regional ocean dynamics (
e.g., Carton et al., 2005;
Carton and Giese, 2008;
Shenoi et al., 2005;
Liu et al., 2011;
Duan et al., 2013). Considering the RARE and SODA dataset use the same modeling and data assimilation system, these also lend some credibility to the RARE data and results in this work. The RARE dataset is publicly accessible at https://www2.atmos.umd.edu/~ocean/index_files/rare1.15.2_download.htm.