In this work, we analyse the accelerated expansion of the universe within the framework of telerparallel \(f\left(T\right)\) gravity by adopting a logamediate form of the scale factor \(a\left(t\right)={e}^{\left[\beta {\left(\text{l}\text{n}t\right)}^{\alpha }\right]}\) in a spatially flat FRW geometry. Modified field equations corresponding to the power-law form \(f\left(T\right)={T}^{\eta }\) were derived and analyzed in detail. Using logarithm expansion, we examined the behavior of key cosmological quantities such as energy density, isotropic pressure, equation of state (EoS), stability factor, and energy conditions of the model. Our results show that the model successfully exhibits a transition from deceleration to acceleration and reproduces the radiation, quintessence, and phantom phases. The violation of the strong energy condition ensures late-time acceleration, whereas stability analysis reveals the dynamic nature of the model within the \(f\left(T\right)\) framework.