This document provides a critical review of geo-mining based reliability assessment of continuous surface miners. It discusses reliability evaluation of surface miners through Weibull analysis. Failure data over three years from surface miners at Gevra OCP mine in India is analyzed. The reliability of different sub-parts is estimated using Weibull distributions. Correlation is observed between reliability and geo-mining parameters like compressive strength, tensile strength, shear strength and density of coal. Reliability is found to decrease with increase in these strength parameters of coal material handled by the surface miners. The study aims to help predict failures for proactive maintenance and improve utilization of surface miners for high coal production targets.