$f(Q)$ gravitational theory and its structure via red-shift

We present a novel approach for reconstructing the $f(Q)$ gravitational theory using parameterizations of the deceleration parameter or alternative options. This method enables the development of modified gravity scenarios that align with cosmological observations. We analyze two deceleration parameter models and one effective equation of state model from the literature. By leveraging the matter density parameter's asymptotic behaviour, we further refine the viable parameter space for these models. One tested model demonstrates that even slight modifications can yield viable cosmic scenarios, where the dark energy (DE) sector becomes dynamic and is entirely described instead of using a cosmological constant, we use modified gravity. These scenarios are qualitatively distinct yet quantitatively consistent with $\Lambda$CDM.