Abstract: Embodiments for parallel production simulation of an oil field are disclosed. A plurality of production parameter data sets corresponding respectively to a plurality of scenarios are received and aligned in a memory of a vectorized computation hardware. In SIMT-based architecture, each well of each scenario is associated with a thread of a plurality of threads. In a SIMD-based architecture, each well of each scenario is associated with a respective lane of a multi-lane data pipeline.