Phosphine@Pd@Fe3O4 nanomagnetic particles were synthesized through in situ or direct immobilization of the phosphine ligand on metal-coated Fe3O4. These Separable heterogeneous nanoparticles were employed as highly efficient catalysts for the arylation of aldehydes using boron reagents, yielding up to 90% within 30 minutes. The synthesized catalysts were easily recovered through simple magnetic decantation and exhibited no significant decrease in activity upon reuse. The structure and morphology of the nanomagnetic particles were characterized using various techniques, including energy-dispersive X-ray spectroscopy (EDAX), scanning electron microscopy (SEM), transmission electron microscopy (TEM), thermogravimetric analysis (TGA), differential thermal analysis (DTA), X-ray diffraction (XRD), vibrating-sample magnetometer (VSM) analysis and Fourier-transform infrared (FT-IR) spectroscopy.