2024 School of Engineering and Applied Sciences IDOSR JOURNAL OF COMPUTER AND APPLIED SCIENCES Transformative Potential of Quantum Simulation in Chemistry and Materials Science: Advances, Applications, and Future Directions Wanjiku Amani Njoki