Preheat the oven to 400°F.
In a bowl, toss the carrots with the olive oil, fennel seeds, salt, and pepper.
Spread the carrots onto a parchment-lined sheet tray. Roast for 25 to 30 minutes until soft and golden. Remove from the oven, set aside to cool, then transfer to an airtight container and refrigerate until ready to use.