Purpose The cost-efficient methods of analysis, such as rapid short-wave infrared (SWIR) spectral 15 analysis have been applied for the efficient exploration of critical raw materials (CRM), including mineral 16 components and rare earth elements (REE) from the deep-ocean sediments. 17 Methods Gravity cored sediment samples were collected during an oceanographic mission to the Trans-18 Atlantic Geotraverse (TAG) hydrothermal field of the Mid-Atlantic Ridge (MAR, 26°N). SWIR reflectance 19 spectra (dependent variable) of samples were mathematically tested against referent geochemical data 20 (independent variable), obtained by conventional analysis (ICP/OES, ICP/MS), after applied full cross-21 validation multivariate partial least square regression (CVPLSR). Value of parameter -residual predictive 22 deviation (RPD) was used for evaluation of CVPLSR modeling: RPD > 2.5 (satisfactory calibration model 23 for the screening purposes), and RPD > 5.0 (model adequate for the quality control of the studied elements). 24 Results The CVPLSR modeling provided significant results for the determination of several mineral 25 components: major elements (Fe, and Si) had the values of RPD equal to 3.65 and 2.84, respectively 26 indicated a viable potential for their routine analysis, whereas RPD for Ca was equal to 5.51, thus assured 27 its quality control by SWIR analysis, in sediment samples of studied location. Among the REE, Ce (RPD 28 = 2.55) and Er (RPD = 2.59) yielded the most satisfactory results. 29 Conclusions The findings highlight the benefit of rapidly obtained empirical SWIR-reflectance data, 30 which can be used for near-real-time exploration of geochemical deposits hosted in deep-ocean sediments. 31 32 Keywords TAG hydrothermal field • Deep-ocean sediments • Rare earth elements (REE) geochemistry • 33 Short-wave infrared (SWIR) spectra • Cross-validation partial least square regression (CVPLSR) • Residual 34 predictive deviation (RPD) 35 36 1 Introduction 37 38 Current technological demands are rapidly increasing the global needs for critical raw materials (CRM), 39 including mineral components and rare earth elements (REE), that are generally in short supply, particularly 40 in Europe (Coulomb et al. 2015; Blengini et al. 2017). According to the most recent data of the European 41 Commission (EC), in 2017 the CRM including both light (La-Sm), and heavy rare earth elements (Eu-Lu) 42 together with Y, were listed with a maximum supply risk (EC 2017). The parameter 'substitution index' 43 defined in the EC report as a measure of difficulty in substituting the material, was scored (for both 44 economic importance and supply risk) with the highest values (0.9 -1.0) for all REE. At the same time, 45 China as a monopoly producer of the REE is the major consumer of these materials resulting in a danger to 46 the secure supply to the European industry. This fact together with the critical role of rare earths application 47 in the industry, technology, and medicine, created an urgent need for rapid exploration of natural ...