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  <journal-id journal-id-type="publisher-id">62</journal-id>
  <journal-id journal-id-type="short-title">gmsr</journal-id>
  <journal-id journal-id-type="doi">10.31703/gmsr</journal-id>
  <journal-title-group>
    <journal-title>Global Management Sciences Review</journal-title>
    <abbrev-journal-title abbrev-type="publisher">gmsr</abbrev-journal-title>
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  <issn publication-format="print">2708-2474</issn>
  <issn publication-format="electronic">2708-2482</issn>
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  <publisher>
    <publisher-name>Humanity Publications</publisher-name>
    <publisher-loc>Pakistan</publisher-loc>
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</journal-meta>
<article-meta>
  <article-id pub-id-type="publisher-id">393424</article-id>
  <article-id pub-id-type="doi">10.31703/gmsr.2021(VI-I).12</article-id>
  <article-id pub-id-type="other" specific-use="submission-id">3893</article-id>
  <article-version article-version-type="publisher">1.0</article-version>
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    <subj-group subj-group-type="heading">
      <subject>article</subject>
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  <title-group>
    <article-title xml:lang="en">Budget Deficit and Inflation: Empirical Evidence from Pakistan</article-title>
  </title-group>
<contrib-group>
  <contrib contrib-type="author" seq="1" corresp="yes">
    <name>
      <surname>Minhajuddin</surname>
      <given-names>Minhajuddin</given-names>
    </name>
    <role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
    <role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
    <xref ref-type="aff" rid="aff1"/>
    <xref ref-type="corresp" rid="cor1"/>
  </contrib>
  <contrib contrib-type="author" seq="2">
    <name>
      <surname>Ahmad</surname>
      <given-names>Masud</given-names>
    </name>
    <role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
    <xref ref-type="aff" rid="aff2"/>
  </contrib>
  <contrib contrib-type="author" seq="3">
    <name>
      <surname>Khan</surname>
      <given-names>Muhammad Sohail Alam</given-names>
    </name>
    <role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
    <xref ref-type="aff" rid="aff3"/>
  </contrib>
  <aff id="aff1">
    <label>1</label>
    <institution-wrap>
      <institution>Department of Economics, Faculty of Business % Economics, Abdul Wali Khan University Mardan</institution>
    </institution-wrap>
    <named-content content-type="author-role">Assistant Professor</named-content>
    <addr-line>KP</addr-line>
    <country>Pakistan</country>
  </aff>
  <aff id="aff2">
    <label>2</label>
    <institution-wrap>
      <institution>Department of Economics, Qurtuba University of Science % Information Technology, Peshawar Campus</institution>
    </institution-wrap>
    <named-content content-type="author-role">MPhil Scholar</named-content>
    <addr-line>KP</addr-line>
    <country>Pakistan</country>
  </aff>
  <aff id="aff3">
    <label>3</label>
    <institution-wrap>
      <institution>Department of Economics, Faculty of Business % Economics, Abdul Wali Khan University Mardan</institution>
    </institution-wrap>
    <named-content content-type="author-role">Lecturer</named-content>
    <addr-line>KP</addr-line>
    <country>Pakistan</country>
  </aff>
</contrib-group>
<author-notes>
  <corresp id="cor1">Corresponding Author: Minhajuddin, Assistant Professor, Department of Economics, Faculty of Business % Economics, Abdul Wali Khan University Mardan, KP, Pakistan.</corresp>
<fn fn-type="COI-statement" id="fn-coi">
  <p>The authors declare that they have no conflicts of interest.</p>
</fn>
<fn fn-type="ethics-statement" id="fn-ethics">
  <p>This study did not require formal ethics approval.</p>
</fn>
<fn fn-type="data-availability-statement" id="fn-data">
  <p>Data sharing is not applicable to this article.</p>
</fn>
</author-notes>
<pub-date pub-type="epub" date-type="pub" publication-format="electronic">
  <day>31</day>
  <month>03</month>
  <year>2021</year>
</pub-date>
<pub-date pub-type="collection">
  <month>03</month>
  <year>2021</year>
</pub-date>
<pub-date date-type="pub" publication-format="print">
  <day>03</day>
  <month>10</month>
  <year>2022</year>
</pub-date>
  <volume>6</volume>
  <issue>1</issue>
  <season>Winter</season>
  <fpage>130</fpage>
  <lpage>141</lpage>
  <history>
    <date date-type="accepted">
      <day>03</day>
      <month>10</month>
      <year>2022</year>
    </date>
  </history>
<funding-group>
  <funding-statement>
<p>The authors received no specific funding for this work.</p>
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</funding-group>
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  <copyright-year>2021</copyright-year>
  <copyright-holder>Humanity Publications</copyright-holder>
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  <abstract>
    <p>This paper is focused on investigating the deficit-inflation model for the purpose of analyzing the impact of fiscal deficit on inflation in Pakistan within the framework of ARDL bounds testing approach to co integration. Order of integration and the issue of unit root was diagnosed with the help of ADF and PP tests of stationary. Error Correction Model and Granger Causality test are used for investigating the speed of adjustment and pattern of causality among the targeted variables. Findings reveal that impact of fiscal deficit is inflationary as it helps in boosting the inflation rate in Pakistan. The pattern of causality was diagnosed to be of one-way, running from fiscal imbalances to inflation. Findings propose that government should concentrate on countering the budget deficit by promoting economic growth through utilization of fiscal policies like reduction in public spending and expanding the tax revenue.</p>
  </abstract>
<kwd-group kwd-group-type="author-keywords">
  <kwd>Budget Deficit</kwd>
  <kwd>Inflation</kwd>
  <kwd>ARDL</kwd>
  <kwd>Pakistan</kwd>
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<body>
<sec id="sec-1">
  <title>Introduction</title>
<p>Fiscal deficit and inflation are among the two fundamental pillars and indicators that determine the financial and macroeconomic stability of a country. The central aim of policymakers is always focused on maintaining a moderate level of inflation which is mandatory for attaining a higher level of economic growth. In literature, besides the blessings of inflation, we also find that the curses of inflation are marked inimical for growth and prosperity as it drags down the purchasing power, depreciates the local currency, appreciates the exchange rate and, consequently, causes a sluggish economic growth (Khan, Ahmed &amp; Hyder, 2007; Minhaj-ud-Din, Azam &amp; Tariq, 2020, Minhajuddin et al., 2020; Minhajuddin, Gul &amp; Khan, 2021). Keeping in view the significance of inflation, extensive work has been done by the researchers for the purpose of investigating the macroeconomic determinants of inflation. Researchers are of the view that determinants of inflation are like dual faces of a coin that should be flipped and observed from both sides. One side of this coin is the demand side, known by demand-pull inflation triggered by higher cumulative demand, while the other side of this coin is the cost-pushed inflation side triggered by lower cumulative supply (Chaudhry et al., 2011). Besides these two fundamental causes, we also find some other factors, like economic growth, political stability, foreign debt and even the budgetary composition of government expenditures and revenues, which play a crucial role in the determination of inflation (Tiwari &amp; Herstatt, 2012; Palumbo &amp; Pandolfini, 2020).</p><p>The budget deficit totally depends upon the anticipated value of budgetary compositions and the financial well-being of a country in a given year. Fiscal deficit is among the main causes of hipper inflation and downswing of the economies in the underdeveloped regions of the world. Pakistan is also suffering from a budget deficit persistently since independence. Depiction of both these variables is portrayed in the following three diagrams (Figure 1 &amp; Figure 2).</p>
</sec>
<sec id="sec-2">
  <title>Graph 1</title>
<p>Budget Deficit (1975-2020)</p><p>Source: World Development Indicators (2021)</p>
</sec>
<sec id="sec-3">
  <title>Graph 2</title>
<p>Inflation Rate (1975-2020)</p><p>Source: World Development Indicators (2021)</p><p><break/></p><p>So keeping in view the importance of budget deficit in shaping the economy, what comes instantly in our mind is the question about the nature of this deficit to be inflationary or anit-inflationary? This question is of serious concern as the deficit is normally covered through debt acquisition from the state bank of Pakistan or even from external sources, which leads to bring inflationary effect by increasing the availability of money in the market. Several researchers have tried their best to examine the correlation pattern of causality among these two; however, variation and contradiction in their research findings still leave space for new research on this topic. In a little literature, we find that budget deficit is positively associated with inflation (Darrat &amp; Zhong, 2000; Sarfraz &amp; Anwar, 2009; Durguti, 2020). However, few others negate this notion by claiming that this relationship is either negative (Awe &amp; Olalere, 2012) or there is no relationship between the two (Bulawayo, Chibwe &amp; Seshamani, 2018). We have not been able to find such a study on this subject that has incorporated all the relevant variables in the deficit-inflation model and have come up with solid results. This study subsidizes the existing compositions of research by examining whether, first, the fiscal deficit in Pakistan is inflationary or not, and second, the pattern of correlation between these two variables exists or not. This study also aims to extract results-oriented strategies and policy guidelines for effective policymaking related to minimizing the curb of inflation been imposed by the budget deficit.</p><p>Arrangement of the remaining paper is made in the following way. Theoretical and empirical literatures are listed in section 2. Section 3 narrates the procedures and approaches towards estimating the links between the two. Scrutiny of the results is recorded in section 4. Conclusions and policy recommendations are characterized in the last section.</p>
</sec>
<sec id="sec-4">
  <title>Literature Survey</title>
<p>In literature, we find a wide variety of theoretical and empirical debates on the pattern of correlation between these two crucial macroeconomic indicators. Section 2.1 and 2.2 presents a comprehensive summary of this debate.</p><p><break/></p><p>Theoretical Literature</p><p>The two famous schools of thought, Keynesian and Classical economists, consider the inflationary role of fiscal deficit; however there is disagreement in the mechanism through which the impact of change in the budget deficit is transmitted towards inflation over the period. The classical school of thoughts, supporters of the classical theory of inflation, postulates that inflation is the sole cause of fiscal deficit that affects the inflation as countries who permit to run with a constant level of fiscal deficit normally force the central bank to release more money into the economy that will feed to higher inflation in the future (Tiwari &amp; Herstatt, 2012). The monetarist economists were in favor of a proportionate effect for the fiscal deficit on inflation. In contrast, Keynesian economists, supporters of the production and employment theories, challenged their stance and argued in favor of the non-proportionate and indirect effect caused by fiscal deficit. They believe that when the economy is at a peak (i.e. full employment) then expansion in budget deficit will tend to raise the real interest rate that will, eventually, crowd out the private investment. Resultantly, the general price level in the economy will start rising accordingly (Adinevand et al., 2015). Ricardian economists suggest that growth in the fiscal deficit will fail to stimulate demand, as intended by Keynesian economists, in the future. They consider deficit spending as a tax on the future generation that will lead to offset all the macroeconomic effects associated with an increase in fiscal deficit (Queenan et al., 2000). We also find several other researchers who are denying these routes in favor of no connection for the fiscal deficit with the level of inflation (Bitzis, Paleologos &amp; Papazoglou, 2008).</p><p><break/></p><p>Empirical Literature</p><p>Lam et al. (2000), in their study for Turkey, found bi-direction causality between fiscal deficit and inflation. Nair, Parida and Nomura (2001) also found similar kinds of results and concluded that inflation is the outcome of fiscal deficit and money supply. For Bernard and Fischer (2002), New et al. (2002), and Samirkas and Samirkas (2014), this effect was found vigorous in the inflationary period and fragile during periods of low inflation. The results of Catao and Terrones (2003), panel study on 107 countries were also somehow similar to the findings of these two researches. Alavirad and Athawale (2005) used the ARDL model and concluded that liquidity and fiscal deficit are the two main causes that affect the inflation rate significantly. Kesavachandran et al. (2006) found that inflation has a positive association with the fiscal deficit. This finding was contradictory to the findings of Agha and Khan (2006) and Sahi and Khalid (2007) who negated the presence of any pattern of correlation between these two. Pai et al. (2008) and Rehman and Ahmed (2008) also ended with a substantial positive impact for the budget deficit on inflation. On the contrary, one-way causality from fiscal imbalances to inflation was found unclear by Oladipo and Akinbobola (2011).</p><p>Habibullah, Cheah &amp; Baharom (2011) and Samimi and Jamshidbaygi (2011), on the other hand, came up with solid arguments in favor of strong association hold by fiscal deficit with the level of inflation. Interestingly, Tiwari and Tiwari (2011) opposed this relationship and concluded that inflation is not the effect of the budget deficit. The public spending and quantity of money were found to be the reasons of growing fiscal imbalances. Awe and Olalere (2012), Moraa (2014), Jalil, Tariq &amp; Bib (2014), and Mohanty and John (2015) concluded that excessive monetization of the fiscal deficit is associated with substantial inflationary effects that harm the growth process unavoidably. Erkam and Cetinkaya (2014) and Saysombath (2014) also investigated this relationship; however, they failed to detect any symbol of a substantial link between the two. Ishaq and Mohsin (2015), Nguyen (2015), and Zafar et al. (2016) also investigated this route and ended with showing a considerable link and association between these two variables.</p><p>Win (2017) and Myovella and Kisava (2018) also found that the causality of fiscal imbalances with inflation in Myanmar is bi-directional. They also stressed on the use of appropriate monetary and fiscal policies towards controlling inflation. Bulawayo, Chibwe &amp; Seshamani (2018) used the ARDL bound testing approach towards estimating the impact of fiscal deficit on inflation in Zambia over the period of 1960-2007. However, they also failed to detect any such relationship between these two. Similarly, Kaur (2019) also triggered to investigate this link in India and concluded that money supply and</p><p>fiscal imbalances are the root causes of hipper inflation in India. Hamza, Bhatti &amp; Kiran (2019) also tried to investigate this link in Pakistan. They also supported the findings of earlier researchers that fiscal deficit always brings inflationary pressure to the economy. The findings of Durguti (2020) were also in line with this synthesis.</p><p>To sum up, differences in the findings of these researchers are mainly due to variation in the nature of economies the analytical framework and mainly due to duration of the analysis. Hence, the presence of controversies in the findings of these studies was a source of inspiration to reinvestigate this topic and come up with solid implications towards effective for policy interventions.</p>
</sec>
<sec id="sec-5">
  <title>Research Methodology</title>
<p>This study is a mixture of both quantitative and qualitative research. The data period is from 1975 to 2019, while the data source is World Development Indicators (2020).</p><p><break/></p><p>Model Specification</p><p>This study is using the model which has been used by Makochekanwa (2008), Oladipo and Akinbobola (2011), Awe and Olalere (2012), and Durguti et al. (2020) in different countries for the purpose of investigating the association of fiscal deficit with the inflation rate. The ARDL presentation of our model will be:</p><p>??INF?_t=?_0+?_(i=1)^n???_1 ??INF?_(t-1) ?+?_(i=0)^n???_2 ??GDPG?_(t-1) ?+?_(i=0)^n???_3 ??FDI?_(t-1) ?+?_(i=0)^n???_4 ??ER?_(t-1) ?+?_(i=0)^n???_5 ??ED?_(t-1) ?+?_(i=0)^n???_6 ??BD?_(t-1) ?+?_(i=0)^n???_7 ??MS?_(t-1) ?+?_(i=0)^n???_8 ??PG?_(t-1) ?+?_1 ?INF?_t+?_2 ?GDPG?_t+?_3 ?FDI?_t+?_4 ?ER?_t+?_5 ?ED?_t+?_6 ?BD?_t+?_7 ?MS?_t+?_8 ?PG?_t+ ?_t…………..(1)   Where:</p><p>INF  = Inflation as CPI (annual %)</p><p>GDPG= Growth in GDP (annual %)</p><p>FDI= FDI (net inflows as % of GDP)</p><p>ER	=	Exchange Rate (LC/US$)</p><p>ED	=	Stock of External Debt (ED/GNI in %)</p><p>BD	=	Budget Deficit (BD/GDP in %)</p><p>MS	=	Money Supply (broad money as % of GDP)</p><p>PG	=	Population Growth (annual %)</p><p>?_t	=	Error term (with zero mean &amp; constant variance)</p><p>?_1 to ?_8	= Short run coefficients</p><p>?_1 to ?_8	= Long run coefficients</p><p>Statistically, for equation 1, the null H0 hypothesis of no cointegration will be checked against the alternative hypothesis. Long-term estimates of the model will be analyzed with the help of the ARDL model (i.e., equation 2), whereas short-term estimates will be analyzed through ECM (i.e., equation 3). Mathematically:</p><p>??INF?_t=?_0+?_(i=1)^n???_1 ??INF?_(t-1) ?+?_(i=0)^n???_2 ??GDPG?_(t-1) ?+?_(i=0)^n???_3 ??FDI?_(t-1) ?+?_(i=0)^n???_4 ??ER?_(t-1) ?+?_(i=0)^n???_5 ??ED?_(t-1) ?+?_(i=0)^n???_6 ??BD?_(t-1) ?+?_(i=0)^n???_7 ??MS?_(t-1) ?+?_(i=0)^n???_8 ??PG?_(t-1) ?+ ?_j  ………….. (2)</p><p>??INF?_t=?_0+?_(i=1)^n???_1 ??INF?_(t-1) ?+?_(i=0)^n???_2 ??GDPG?_(t-1) ?+?_(i=0)^n???_3 ??FDI?_(t-1) ?+?_(i=0)^n???_4 ??ER?_(t-1) ?+?_(i=0)^n???_5 ??ED?_(t-1) ?+?_(i=0)^n???_6 ??BD?_(t-1) ?+?_(i=0)^n???_7 ??MS?_(t-1) ?+?_(i=0)^n???_8 ??PG?_(t-1) ?+ ??ECM_(t-1)+??_t ….. (3)</p><p><break/></p><p>Estimation Techniques</p><p>ADF and PP tests of stationarity are constructed for the purpose of detecting the order of integration and resolving the issue of a unit root. This study uses the ARDL bound test, which is preferred to other estimation techniques as it avoids the issue of endogeneity and homogeneity (Pesaran &amp; Shin, 1998). The issue of serial correlation and heteroscedasticity are also resolved through the incorporation of the BG-LM test and BPG test in the estimation process. CUSUM and CUSUM square tests are also deployed for the purpose of confirming the stability of our model.</p><p><break/></p><p>Regression Results</p><p>Results comprised on stationarity, followed by the estimates of the ARDL model and ECM model and also by the estimates of different diagnostic tests, are summarized in the subsections of this portion.</p><p><break/></p><p>Unit Roots Test</p><p>Table 1 Depicts that all Variables of the Model are Stationary Either at Level or at First Difference or at Both.</p><p><break/></p><table-wrap id="table1"><label>Table 1</label><caption><title>Results of the Unit Roots Tests</title></caption><table><thead><tr><th rowspan="2"> <p><bold>Variables</bold></p> </th><th colspan="2"> <p><bold>ADF Test</bold></p> </th><th colspan="2"> <p><bold>PP Test</bold></p> </th></tr><tr><th> <p><bold>t-Statistic</bold></p> </th><th> <p><bold>Decision</bold></p> </th><th> <p><bold>t-Statistic</bold></p> </th><th> <p><bold>Decision</bold></p> </th></tr></thead><tbody><tr><td> <p>INF</p> </td><td> <p>-4.6517*</p> </td><td> <p>At level</p> </td><td> <p>-4.7762*</p> </td><td> <p>At level</p> </td></tr><tr><td> <p>GDPG</p> </td><td> <p>-4.2612*</p> </td><td> <p>-do-</p> </td><td> <p>-4.2826*</p> </td><td> <p>-do-</p> </td></tr><tr><td> <p>FDI</p> </td><td> <p>-3.0311**</p> </td><td> <p>-do-</p> </td><td> <p>-3.9339*</p> </td><td> <p>-do-</p> </td></tr><tr><td> <p>ER</p> </td><td> <p>-5.3926*</p> </td><td> <p>At 1<sup>st</sup> Diff</p> </td><td> <p>-3.8579*</p> </td><td> <p>At 1<sup>st</sup> Diff</p> </td></tr><tr><td> <p>ED</p> </td><td> <p>-5.6501*</p> </td><td> <p>-do-</p> </td><td> <p>-5.5882*</p> </td><td> <p>-do-</p> </td></tr><tr><td> <p>BD</p> </td><td> <p>-2.9894**</p> </td><td> <p>-do-</p> </td><td> <p>-2.9028***</p> </td><td> <p>-do-</p> </td></tr><tr><td> <p>MS</p> </td><td> <p>-5.7301*</p> </td><td> <p>-do-</p> </td><td> <p>-7.0986*</p> </td><td> <p>-do-</p> </td></tr><tr><td> <p>PG</p> </td><td> <p>-13.6301*</p> </td><td> <p>-do-</p> </td><td> <p>-4.5031</p> </td><td> <p>At Level &amp; 1<sup>st</sup> Diff</p> </td></tr></tbody></table></table-wrap>
</sec>
<sec id="sec-6">
  <title>Graph 3</title>
<p>Normality of Residuals</p>
</sec>
<sec id="sec-7">
  <title>Graph 4</title>
<p>CUSUM Test</p>
</sec>
<sec id="sec-8">
  <title>Graph 5</title>
<p>CUSUM Square Test</p><p><bold>Table
6.</bold> Estimates
of the Granger Causality Test</p> <table-wrap id="table3"><label>Table 3</label><caption><title>Table 3</title></caption><table><thead><tr><th valign="top"> <p><bold>H<sub>0</sub></bold></p> </th><th> <p><bold>F-Statistic</bold></p> </th><th> <p><bold>Prob.</bold></p> </th></tr></thead><tbody><tr><td valign="top"> <p>Inf  ?&gt; BD</p> </td><td> <p>3.525592***</p> </td><td> <p>0.0676</p> </td></tr><tr><td valign="top"> <p>MS
  ?&gt; Inf</p> </td><td> <p>2.615431***</p> </td><td> <p>0.0863</p> </td></tr><tr><td valign="top"> <p>Inf  ?&gt; MS</p> </td><td> <p>4.141334**</p> </td><td> <p>0.0236</p> </td></tr></tbody></table></table-wrap>
</sec>
<sec id="sec-9">
  <title>Conclusion and Policy Recommendations</title>
<p>The basic purpose of this research was to analyze the impact of budget deficit on inflation and present results-oriented policy guidelines for effective policymaking in the country. For this purpose, deficit-inflation model was developed within the framework of the ARDL model. ADF and PP tests of stationarity were deployed for examining the issue of unit root. Along with ECM, appropriate diagnostic tests and stability tests were also deployed in this study. Granger causality test was used for investigating the pattern of correlation among the fiscal imbalances, money supply and inflation. Findings revealed that budget deficit helps in boosting the inflation in Pakistan significantly. Speed of adjustment was found to be 49.16 %, which indicates that the economy will take two years to converge back to the long-run equilibrium. It was also revealed that the pattern of correlation between fiscal deficit and inflation is uni-directional, going from fiscal deficit to inflation. The pattern of causality between money supply and inflation was found bi-directional. Based on the research findings, this study recommends that government should work for controlling/minimizing the budget deficit for maintaining a lower level of inflation, which is mandatory for growth and prosperity of our economy. Beside fiscal deficit, government should also focus on controlling the exchange rate, managing the supply of money, and controlling the population growth as all of them are the factors that affect the rate of inflation in Pakistan. This study also recommends that budget deficit should be countered by promoting the economic growth through utilization of fiscal policies like reduction in public spending and expanding the tax revenue.</p>
</sec>
</body>
<back>
<fn-group content-type="conflict-of-interest">
  <title>Conflict of Interest</title>
  <fn fn-type="conflict">
<p>The authors declare that they have no conflicts of interest.</p>
  </fn>
</fn-group>
<fn-group content-type="ethics-statement">
  <title>Ethics Statement</title>
  <fn fn-type="ethics">
<p>This study did not require formal ethics approval.</p>
  </fn>
</fn-group>
<fn-group content-type="data-availability">
  <title>Data Availability</title>
  <fn fn-type="data-availability-statement">
<p>Data sharing is not applicable to this article.</p>
  </fn>
</fn-group>
<app-group>
  <app id="app-suppl">
    <title>Supplementary Materials</title>
<supplementary-material id="suppl-pdf" content-type="pdf" xlink:href="https://gmsrjournal.com/pdf/gmsr/i0Fc1fVyDD.pdf">
  <label>PDF</label>
  <caption>
    <title>Full Text PDF</title>
  </caption>
</supplementary-material>
  </app>
</app-group>
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