Many earlier studies have focused on using calcined clay rather than raw clay for conventional geopolymerization methods to manufacture coarse aggregate. This paper deals with utilizing overburden soil, having low silica and alumina content, which is available in large quantities from the mining industry, as coarse aggregate, through pelletization. This study adopted geopolymerization for the effect of sodium-silicate-hydroxide activators and geopolymer precursors such as fly ash and ground granulated blast furnace slag by varying the alkaline concentration. Unlike the conventional sintering-based hardening method, the present study used oven-curing and short-duration microwave sintering as hardening methods. We assessed the effect of mix and hardening methods on the relative performance of aggregates through density, strength, water absorption, and strength-to-density relationship of geopolymer aggregates. Increased alkaline concentration improved the pelletization efficiency and fineness modulus of aggregates. The aggregate's density and water absorption primarily depend on the alkaline activator concentration and the curing parameters for both oven and microwave curing methods. Short-duration microwave curing led to aggregates of similar density and strength compared to longer oven curing. Volumetric heating during microwave curing caused densification, development of additional fused surface coating, strength gain, and reduced water absorption of the aggregate.