Title: Hotel Booking Predictive Analysis INTRODUCTION Hospitality Haven's humble beginnings with a single hotel in Accra, Ghana have blossom into a global hotel chain across continent. Hospitality Haven pride itself on an unwavering commitment in luxury, impeccable service and guest satisfaction. Their properties includes luxury hotels, boutique gems, stunning resort. They are strategically located business hotels, each designed to provide unique and exceptional experience. Business Challenge The prevailing challenge: Hospitality Haven faces the challenge of efficiently managing the hotel bookings, pricing and occupancy rates. The challenge is further exacerbated by the competitive nature of the travel and tourism, industry which is influenced seasonality, market demand fluctuations, and evolving customer preference. The specific obstacles the company encounter includes: Seasonal variation. Pricing Dilemma. Customer Behavior Understanding. Demand Forecasting. Competitive Int...