The phase problem arises in fields like X-ray crystallography and electron microscopy, where only the magnitude of a wave's Fourier transform can be measured, but not its phase, leading to incomplete information about the structure being studied. Solving the phase problem is crucial for accurate structure determination, often requiring computational techniques or additional experimental data to reconstruct the missing phase information.