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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">raep</journal-id>
      <journal-title-group>
        <journal-title>Review of Applied Economics and Policy</journal-title>
        <abbrev-journal-title abbrev-type="publisher">Rev. Appl. Econ. Policy</abbrev-journal-title>
      </journal-title-group>
      <issn publication-format="print">2658-204X</issn>
      <publisher>
        <publisher-name>Lowlands Economic Association</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.58306/zpcsd864</article-id>
      <title-group>
        <article-title>The mechanisms behind smallholder productivity A difference-in-differences analysis</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Watanabe</surname>
            <given-names>Hye-jin</given-names>
          </name>
          <role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</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>
          <role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
          <role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid" authenticated="false">https://orcid.org/0015-0002-9482-4376</contrib-id>
          <name>
            <surname>Osei</surname>
            <given-names>Chidi</given-names>
          </name>
          <xref ref-type="aff" rid="aff2"/>
        </contrib>
        <aff id="aff1">Faculty of Education, Universidad de los Andes del Sur, Chile</aff>
        <aff id="aff2">Department of History, Université du Lac Léman, Switzerland</aff>
      </contrib-group>
      <author-notes>
        <fn fn-type="coi-statement">
          <p>The authors declare no competing interests.</p>
        </fn>
      </author-notes>
      <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2024-09-06">
        <day>06</day>
        <month>09</month>
        <year>2024</year>
      </pub-date>
      <volume>21</volume>
      <issue>2</issue>
      <pub-history>
        <event>
          <date date-type="received" iso-8601-date="2024-05-12">
            <day>12</day>
            <month>05</month>
            <year>2024</year>
          </date>
        </event>
        <event>
          <date date-type="rev-recd" iso-8601-date="2024-07-13">
            <day>13</day>
            <month>07</month>
            <year>2024</year>
          </date>
        </event>
        <event>
          <date date-type="accepted" iso-8601-date="2024-07-27">
            <day>27</day>
            <month>07</month>
            <year>2024</year>
          </date>
        </event>
      </pub-history>
      <permissions>
        <copyright-statement>© 2024 Lowlands Economic Association</copyright-statement>
        <copyright-year>2024</copyright-year>
        <copyright-holder>Lowlands Economic Association</copyright-holder>
        <ali:free_to_read/>
        <license>
          <ali:license_ref>https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
        </license>
      </permissions>
      <abstract>
        <p>Microfinance access have attracted growing attention because of their relevance to both theory and practice. In contrast to earlier studies, our approach accounts for heterogeneity and avoids the usual simplifying assumptions. Using panel data we find no significant impact on aggregate employment. Using panel data we find that the effect is concentrated among lower-income households, and we show that the result is stable under a range of perturbations of the assumptions. Together, these results contribute to a more complete picture and open the way to further applications.</p>
      </abstract>
      <kwd-group kwd-group-type="author">
        <kwd>educational human capital</kwd>
        <kwd>inequality</kwd>
        <kwd>development economics</kwd>
        <kwd>panel data</kwd>
        <kwd>labor markets</kwd>
      </kwd-group>
      <funding-group>
        <funding-statement>This work was supported by the National Science Foundation under grant number 2301234 and by institutional research funds.</funding-statement>
      </funding-group>
    </article-meta>
  </front>
</article>
