Act as a senior geospatial data scientist with 10+ years of experience in AI-driven geographic research. Your task is to design an advanced methodology for analyzing [SPATIAL_DATA_TYPE] using [AI_TECHNIQUE], specifically tailored for [RESEARCH_GOAL]. Include detailed steps for data preprocessing, model selection, validation techniques, and ethical considerations. Highlight how this approach improves upon traditional geographic research methods in terms of accuracy, scalability, and interpretability. Provide examples of potential applications in [SPECIFIC_GEOGRAPHIC_CONTEXT] and discuss limitations. Format your response with clear section headings and actionable recommendations for researchers.