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CPS863 Abubakar S. A. et al.
                  while CVs of the modified bootstrap 1st stage and design-based ranged from
                  5.4% to 24.2% (Refer to Figures 1-4). Although, modified bootstrap 2nd stage
                  is the most precise method, it
















                  is, however, the least accurate method, registering the highest MAPEs in all
                  quarters (See Figures 5-8). Design-based and modified bootstrap 1st stage are
                  the most accurate methods in all quarters with trimmed MAPEs ranging from
                  3.4% to 31.0%, while MAPEs of modified bootstrap 2nd stage ranged from
                  5.5% to 35.8%.

                  3.4 Determination of the Best Model
                     Results for the fourth phase showed that Model 1 has lower dispersion
                  compared to Models 2 and 3 for both quarters 2 and 3. However, for quarters
                  1  and  4,  dispersion  of  CVs  were  lower  for  Models  2  and  3  (Figures  9-12).
                  Clearly, the performance of the three models were varied per quarter. The
                  accuracy  of  estimates  for  the  three  models  revealed  that  Model  1
                  outperformed the other two models as it consistently yielded estimates with
                  generally lower MAPE per quarter (Figures 13-16).




















                  4.  Discussion and Conclusion
                     Stratified-LH is the best stratification in terms of precision and accuracy
                  with PPSSYS and SRSWOR as the best selection method for sample barangays
                  and sample households, respectively. Twenty (20) sample households seem to

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