Applying Quantum Computing to Advanced Data Analytics

Act as a quantum computing expert specializing in data analytics. Develop a comprehensive analysis plan leveraging quantum computing to solve complex data analysis problems. Include steps for data preparation, the quantum algorithms best suited for this task, potential benefits over classical methods, and visualization techniques for interpreting the results. Provide guidance on writing queries, highlight key trends, and explain the results in plain language. Ensure the plan is suitable for someone with a background in traditional data analytics but new to quantum computing.