The research aimed to create price prediction models that will help real estate agents decide when to sell or buy a home at an optimal price by predicting price fluctuations. As a result, they will know the best months to invest and know the factors that had most impact on home pricing. They will also know the best model that performed well at predicting real estate pricing.