Forthe first time, liquid chromatography-diode array detection (LC-DAD) andliquid-chromatography fluorescence detection (LC-FLD) second-order data,collected in a single chromatographic run, were fused and chemometricallyprocessed for the quantitation of coeluting analytes. Two different experimentalmixtures composed of fluorescent and non-fluorescent endocrine disruptors wereanalyzed. Adequate pretreatment of thematrices before their fusion was crucial to attain reliable results.Multivariate curve resolution-alternating least-squares (MCR-ALS) was appliedto LC-DAD, LC-FLD and fused LC-DAD-FLD data. Althoughdifferent degrees of improvement are observed when comparing the fused matrixresults in relation to those obtained using a single detector, clear benefitsof data fusion are demonstrated through: (1) the obtained limits of detectionin the ranges 2.1?24 ng mL?1 and 0.9?6.3 ng mL?1 for the two evaluated systems and (2) the low relative predictionerrors, below 7% in all cases, indicating goodrecoveries and precision. The feasibility of fusing data andits advantages in the analysis of real samples was successfully assessed through the study of spikedtap, underground and river water samples.Fil: Pellegrino Vidal, Rocío Belén. Universidad Nacional de Rosario. Facultad de Ciencias Bioquímicas y Farmacéuticas. Instituto de Química Rosario (IQUIR-CONICET); Argentina.Fil: Ibañez, Gabriela Alejandra. Universidad Nacional de Rosario. Facultad de Ciencias Bioquímicas y Farmacéuticas. Instituto de Química Rosario (IQUIR-CONICET); Argentina.Fil: Escandar, Graciela Mónica. Universidad Nacional de Rosario. Facultad de Ciencias Bioquímicas y Farmacéuticas. Instituto de Química Rosario (IQUIR-CONICET); Argentina.