Zoe Roth is a Research Associate in the Internet of Things practice at 451 Research, a part of S&P Global Market Intelligence. She covers IoT technology, focusing on smart cities, smart buildings, and smart spaces. Prior to joining 451 Research, she served as a research associate at Horizon Advisory, an independent strategic consulting firm. In her previous role, she wrote and compiled briefings on Chinese market trends, and emerging technologies