A semiconductor device structure is provided. The semiconductor device structure includes a substrate and a magnetic element over the substrate. The magnetic element has multiple sub-layers, and each sub-layer is wider than another sub-layer above it. The semiconductor device structure also includes an isolation layer extending exceeding edges the magnetic element, and the isolation layer contains a polymer material. The semiconductor device structure further includes a conductive line over the isolation layer and extending exceeding the edges of the magnetic element.