Gallium phosphide (GaP) is a technically mature material widely used for LEDs with excellent optoelectroinic properties. It is also a good photocathode candidate for H2 and CO2 reduction in photoelectrochemical (PEC) cell. A crucial challenge lies at the center of GaP development in the PEC cell is to improve its efficiency. For thick GaP material its PEC efficiency is generally limited by the low carrier collection, while for thin GaP it is limited by the insufficient light adsorption. An effective strategy to overcome this problem is to use high aspect ratio nanostructures, for which the long axial direction allows sufficient light absorption while the short axial direction improves the carrier collection. This dissertation details synt...