Zahrieh, David. "Bayesian point process modeling to quantify excess risk in spatial epidemiology: an analysis of stillbirths with a maternal contextual effect." PhD (Doctor of Philosophy) thesis, University of Iowa, 2017.To my wife and daughter ii ACKNOWLEDGMENTS Foremost, I would like to gratefully thank my advisor, Professor Jacob Oleson, for his continuous support of my Ph.D study and research, motivation, and mentorship. I would like to thank the rest of my thesis committee: Professors Grant Brown, Margaret Carrel, Paul Romitti, and Brian Smith, for their encouragement and insightful comments. In particular, Dr. Brown wholeheartedly assisted me in navigating the myriad computational challenges; Dr. Carrel challenged me to think thoughtfully and creatively regarding data analysis strategies; Dr. Romitti for his willingness to teach and patiently mentor me on technical writing;Dr. Smith for exposing me to Bayesian thinking and his outstanding presentation and teaching of Bayesian analysis.I am bound to the talented and highly regarded faculty within the Department of Biostatistics, College of Public Health, at the University of Iowa. Their excellence in teaching, motivation, and integrity underpinned the high quality education that I received. I also sincerely thank the department for their generosity, teaching opportunities, and recognition of my efforts. In addition, I would like to thank the Ballard Seashore Fellowship Program for generously granting me funding during my last semester; the funding came at a crucial point while jointly writing my dissertation and interviewing for professional opportunities.I would like to thank Dr. Benjamin Deonovic for his friendship, immense knowledge, and for correcting me when I was wrong. I thoroughly enjoyed our collaborations and our exchange of ideas; my graduate experience was considerably richer as a consequence. I am forever grateful to my statistical and scientific colleagues at the Dana-Farber Cancer Institute, the invigorating place where the seeds to pursue my Ph.D were sowed. In particular, I would like to thank my mentor and good friend, Dr. Donna Neuberg, for mentoring me, inspiring me, and believing in my potential;she is a wonderful role model that I will continue to emulate in my professional career. I am also grateful to iii Professor Richard Gelber for his teaching and the rich collaborative experiences he introduced me to. Last, but certainly not least, I thank Professor Marco Bonetti for exposing me to independent statistical research and for his invaluable professional advice.I am eternally grateful for my wife, Jessica Karlsson. She encouraged me to fulfill my dreams, and not without considerable sacrifice on her part. It is impossible to understate how much I appreciate her constant companionship and love. I would also like to sincerely thank my mother for her loving support and encouragement.And, thank you Beatrice Henrietta Karlsson, for reminding me to play. I am so much better for that! iv ABSTRACT Motivated by the paucity of high quality still...