This thesis presents a comprehensive experimental investigation to examine the evolution of pile shaft capacity over time. This phenomenon is observed in pile foundations that are driven into soft clays, and is referred to as pile set-up and/or freeze. This research consists of two phases which the first phase investigates the behavior of pile-soil interface over time using a modified direct shear test at two different loading rates of slow (0.05 mm/min.) and fast (2.5 mm/min.).These laboratory tests were used to understand the concept of pile-soil interface in relation with pile set-up. The second phase of this research involved a series of pile load testing which was performed on steel and concrete piles driven into Leda clay in a test site located in southeast of Ottawa region, called the Canadian Geotechnical Research Site No.1. The piles were tested immediately after driving to measure their initial bearing capacities, and were tested repeatedly over different elapsed time to study the change in pile shaft capacity over time. Meanwhile, the excess pore water pressure around the pile was also monitored by a pore water pressure sensor.The average pile capacity measurements for both steel and concrete piles indicated that there is approximately 4.5-5.5 times increase in the pile capacity after 30 days from the initial day depending on the type of the piles used. First and foremost, I would like to express my very great appreciation to my supervisor, Dr. Mohammad Rayhani, for his guidance, valuable suggestions and supports during the development of this research work. I gratefully thank my thesis committee and for their constructive clarifications on my thesis work. I would like to offer my special thanks to my colleagues for their invaluable support through my research program. I would also like to extend my thankfulness to the Civil and Environmental Engineering laboratory technicians for their help in providing information in proceeding the research program. Last but not the least, I would like to thank my family: mom and dad and to my brothers for supporting me spiritually throughout completing this thesis and encouraging me to continue my studies. Words may not express how thankful I am to my parents because their prayer for me was what supported me thus far.