Leave root and 1 inch stem on beets; scrub with a brush. Place beets on a baking sheet. Bake at 425° for 1 hour or until tender. Cool slightly. Trim off beet roots; rub off skins. Cut each beet into 8 wedges.
Place bread cubes on a jelly roll pan; lightly coat bread cubes with cooking spray. Bake at 425° for 7 minutes or until golden. Combine croutons with chicory in a large bowl. Add dressing; toss to coat. Top with beets. Serve immediately.