Numerical-based work in numerical and scientific computing involves using mathematical algorithms and computational techniques to solve complex problems across various scientific and engineering disciplines. This includes tasks such as numerical analysis, simulation, optimization, and data visualization, enabling researchers and engineers to model real-world phenomena, analyze data, and make informed decisions based on quantitative results.