“…As a result, researchers are keen in the variability associated with their products. The issue of constructing efficient population variance estimators with higher predictive ability has been discussed by various authors such as Liu [38], Das & Tripathi [39], Grover [40], Isaki [41], Upadhaya & Singh [42], Singh & Singh [43], Ahmed et al [44], Al-Jararha & Ahmed [45], Ahmed et al [46], Kadilar & Cingi [47], Bahl & Tuteja [48], Upadhyaya et al [49], Ahmed and Singh [50], Swain [51], Subramani & Kumarapandiyan [52], Shabbir & Gupta [53], Singh & Malik [54], Yadav et al [55], Yadav & Kadilar [66], Ahmed et al [12,18], Muili et al [57,[58][59][60]. The aforementioned authors had worked on variance estimation under different sampling procedures.…”