In the competitive ride-hailing industry, accurate fare estimation is critical for user trust and operational success. This project addresses significant discrepancies between upfront price estimates and actual metered fares in taxi applications. Through comprehensive data analysis of over 4,900 ride records, I identified key factors causing pricing inaccuracies and provided actionable solutions to enhance estimation…

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