As wounds heal, embryos develop, cancer spreads, or asthma progresses, the cellular monolayer undergoes a glass transition from a solid-like jammed to a fluid-like flowing state. Two primary characteristics of these systems, confluency, and self-propulsion, make them distinct from particulate systems. Are the glassy dynamics in these biological systems and equilibrium particulate systems different? Despite the biological significance of glassiness in these systems, no analytical framework, which is indispensable for deeper insights, exists. Here, we extend one of the most popular theories of equilibrium glasses, the random first-order transition (RFOT) theory, for confluent systems with self-propulsion. One crucial result of this work is that, unlike in particulate systems, the confluency affects the effective persistence time-scale of the active force, described by its rotational diffusion. Unlike in particulate systems, this value differs from the bare rotational diffusion of the active propulsion force due to cell shape dynamics which acts to rectify the force dynamics:is equal toDrwhenDris small, and saturates whenDris large. We present simulation results for the glassy dynamics in active confluent models and find that the results are consistent with existing experimental data, and conform remarkably well with our theory. In addition, we show that the theoretical predictions agree nicely with and explain previously published simulation results. Our analytical theory provides a foundation for rationalizing and a quantitative understanding of various glassy characteristics of these biological systems.