The story
For the ideology, from Scandinav(ism) + -ist; in the meaning scholar of Scandinavian studies, Scandinavian + -ist with analogy with earlier Romanicist, Germanicist, Anglicist; likely reinforced by German Skandinavist.
Etymology from Wiktionary, CC BY-SA 4.0.