Beginner friendly: Moderate

Starting a white-labeled marketing agency can be moderately easy for beginners. With no special skills or background, one can still launch this business with time, effort, and learning. Online resources like YouTube tutorials and industry forums can provide guidance. The setup costs range from $500 to $2000, mainly for tools and initial marketing. It may take around 2 to 6 months to start seeing profits, depending on client acquisition and service quality. I'd rate it a 3 because while it requires dedication and learning, it is feasible for most people to start and earn money within a reasonable timeframe.