Tap or root growth and softening is an indication of storing at high temperatures.
Radishes may lose moisture if stored in an area with low humidity. Store properly.
Yellowing of tops can occur if radishes are exposed to ethylene gas. Keep away from ethylene-producing fruits and ripening rooms.
Pithy or spongy texture is a sign of age.