I think you need some stable authoritative backlinks, I have had somehing similar going on bu once I got some homepage links, rankings have settled down ever since.
Since you are targeting a low competition keyword, build some manual backlinks but focus more upon generic/bare url anchor texts. Build a few links and see what impact it has on your serps. If you see positive movements, carry on with what you are doing.
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