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THE                      JOURNAL OF ECONOMIC SCIENCES: THEORY AND PRACTICE, V.81, # 1, 2024, pp. 51-64

                    RESULTS AND DISCUSSION
                    This section presents the results for wavelet coherence analysis. Figure 2 reports the
                    relationships  between  different  pairs  of  producer  and  consumer  prices  over  time-
                    frequency domain.

                    Figure 2a displays the wavelet coherence between annual change of producer prices
                    and annual consumer inflation. There is some relationship over the medium frequency
                    (about 8-12 months) from 2005 to 2010. The co-movement in that period is intiutive,
                    because the period coincides with the high oil price cycle and a dramatic increase in
                    government expenditures which ultimately accelerated inflation rates during the years
                    from 2006 to 2008. Another noteworthy point here is that producer prices lead the
                    consumer inflation. Since 2010 no significant relationship is recorded between the
                    variables. The weak relationship can be explained by the significant share of mining
                    and quarrying sector in aggregate PPI. Similar results were also reached by Islam and
                    Kulkayeva (2022). To deal the issue, I use annual change in manufacturing producer
                    prices and check its co-movement with the annual consumer inflation (Figure 2b).
                    This  analysis  also  shows  that  the  two  series  move  together  during  2007-2010.
                    However,  there  was  no  sign  of  lead-lag  relationship  over  that  period.  It  can  be
                    attributed to the fact that manufacturing non-food sector has lower share in aggregate
                    consumer price, as the share of imported non-food products are high in consumer
                    basket.

                    I further check the possibility of the relationship between other sectoral levels of the
                    price indices. Figure 2c illustrates the relationship between manufacturing producer
                    prices and non-food consumer prices. The figure suggests that in early periods of the
                    study  period,  there  was  leading  positive  relationship  in  long-term  horizons.  This
                    relationship is observed in medium term horizons during 2008-2010. In later periods,
                    no significant relationship is recorded. Later in 2015-2016, the non-food consumer
                    inflation leads the manufacturing producer prices.

                    Figure  2d  indicates  a  strong  association  between  food  producer  prices  and  food
                    consumer inflation where the wavelet coherency is close to one. As it is visible, the
                    series are in phase over the whole study period. Particularly, the series move together
                    at the 16-32 months period over the years from 2007 to 2009. In terms of lead-lag
                    relationship, food PPI leads the CPI. After 2011, the leading patterns of food producer
                    prices  disappears  and  again  starting  from  2017,  the  food  producer  prices  lead
                    consumer prices at lower frequencies. This effect is attributable to relatively higher
                    share  of  locally  produced  food  products  in  the  consumption  basket.  It  is  also
                    confirmed by Figure 2e where the co-movement between food producer prices and
                    food consumer inflation demonstrates similar pattern.



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