Maximize Your Restaurant's ROI with Data-Driven Location AnalysisMaximize Your Restaurant's ROI with Data-Driven Location Analysis
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šŸ“ Problem: Opening a restaurant/business with no location profiling risks poor visibility, high competition, and low ROI.
šŸš€ Solution & Outcome: Used data-driven analysis (crime rates, venue types, proximity to downtown, competitors) and K-means clustering to reveal Winnipeg neighborhoods with the highest potential — helping clients choose optimal launch areas with confidence.:
šŸ›  Tools Used: Python; Geocoder (arcGIS), Pandas, Folium, Plotly, Sklearn, Foursquare API
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