Beginner friendly: Moderate

3 because while personal shopping can be started with minimal skills, it requires building a client base, understanding market trends, and managing logistics, which can be challenging for beginners. Online platforms like Instacart or TaskRabbit can help, but competition and customer service skills are crucial for success.