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  <doi_batch_id>aspg-1-4128-1792176648</doi_batch_id>
  <timestamp>20261016185048</timestamp>
  <depositor>
   <depositor_name>American Scientific Publishing Group</depositor_name>
   <email_address>admin@americaspg.com</email_address>
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  <journal>
   <journal_metadata language="en">
    <full_title>American Journal of Business and Operations Research</full_title>
    <abbrev_title>AJBOR</abbrev_title>
    <issn media_type="print">2770-0216</issn>
    <issn media_type="electronic">2692-2967</issn>
   </journal_metadata>
   <journal_issue>
    <publication_date media_type="online">
     <year>2025</year>
    </publication_date>
    <journal_volume>
     <volume>13</volume>
    </journal_volume>
    <issue>1</issue>
   </journal_issue>
   <journal_article publication_type="full_text">
    <titles>
     <title>Predictability of Stock Price Fluctuations with an Application of Agricultural Companies Data</title>
    </titles>
    <contributors>
     <person_name sequence="first" contributor_role="author">
      <given_name>Ahmad Hussein</given_name>
      <surname>Battal</surname>
      <affiliations>
       <institution>
        <institution_name>Department of Economics, College of Administration and Economics, University of Anbar, Iraq</institution_name>
       </institution>
      </affiliations>
     </person_name>
     <person_name sequence="additional" contributor_role="author">
      <given_name>Abdulrazaq</given_name>
      <surname>Shabeeb</surname>
      <affiliations>
       <institution>
        <institution_name>Department of Economics, College of Administration and Economics, University of Anbar, Iraq</institution_name>
       </institution>
      </affiliations>
     </person_name>
     <person_name sequence="additional" contributor_role="author">
      <given_name>Bha Aldan Abdulsattar</given_name>
      <surname>Faraj</surname>
      <affiliations>
       <institution>
        <institution_name>Department of Finance and Banking Sciences, College of Financial and Administrative Sciences, University of Al Maarif, Iraq</institution_name>
       </institution>
      </affiliations>
     </person_name>
     <person_name sequence="additional" contributor_role="author">
      <given_name>Wisam</given_name>
      <surname>Al-Anezi</surname>
      <affiliations>
       <institution>
        <institution_name>Department of Economics, College of Administration and Economics, University of Anbar, Iraq</institution_name>
       </institution>
      </affiliations>
     </person_name>
     <person_name sequence="additional" contributor_role="author">
      <given_name>Faisal Ghazi</given_name>
      <surname>Faisal</surname>
      <affiliations>
       <institution>
        <institution_name>Department of Finance and Banking, Al-Idrisi University College, Iraq</institution_name>
       </institution>
      </affiliations>
     </person_name>
    </contributors>
    <jats:abstract>
     <jats:p>The research aimed to predict the fluctuations in closing Stock Price of four agricultural companies listed on the Iraq Stock Exchange using daily closing Stock Price data from 11/3/2015 to 15/3/2025. The symmetric and asymmetric ARCH model was applied to the research data. The results of the GARCH models showed that the closing price behavior of the companies (Al-Ahliyah for Agricultural Production, Middle East for Fish, Iraqi for Meat Production and Marketing) achieved a GARCH (1,1) rank, indicating that the effect of past error variance (ARCH) was of rank 1, in addition to the conditional variance element GARCH also being of rank 1. Meanwhile, the results showed that the closing prices for the Iraqi Seed Production Company were of rank GARCH (1,2). The results indicated that the first-order variance parameter was greater than one for all agricultural companies, suggesting that the fluctuations in stock closing prices exhibit a slight upward trend, which aligns with the logic of financial behavior in financial markets.</jats:p>
    </jats:abstract>
    <publication_date media_type="online">
     <year>2025</year>
    </publication_date>
    <pages>
     <first_page>37</first_page>
     <last_page>44</last_page>
    </pages>
    <publisher_item>
     <item_number item_number_type="article-number">4128</item_number>
    </publisher_item>
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     <doi>10.54216/AJBOR.130104</doi>
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