<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0120-3584</journal-id>
<journal-title><![CDATA[Desarrollo y Sociedad]]></journal-title>
<abbrev-journal-title><![CDATA[Desarro. soc.]]></abbrev-journal-title>
<issn>0120-3584</issn>
<publisher>
<publisher-name><![CDATA[Universidad de los Andes]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0120-35842024000300004</article-id>
<article-id pub-id-type="doi">10.13043/dys.98.3</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Identificación de la pobreza en Colombia: comparación entre el índice de pobreza multidimensional y el sistema de identificación de beneficiarios de programas sociales]]></article-title>
<article-title xml:lang="en"><![CDATA[Poverty identification in Colombia: Comparison between the Multidimensional Poverty Index and the Beneficiaries Identification Social System Programs]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Muñetón-Santa]]></surname>
<given-names><![CDATA[Guberney]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Pérez Aguirre]]></surname>
<given-names><![CDATA[Carlos Andrés]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Orozco-Arroyave]]></surname>
<given-names><![CDATA[Juan Rafael]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad de Antioquia  ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad de Antioquia  ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad de Antioquia  ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2024</year>
</pub-date>
<numero>98</numero>
<fpage>45</fpage>
<lpage>68</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0120-35842024000300004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0120-35842024000300004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0120-35842024000300004&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen El estudio examina la identificación de la pobreza en Colombia, comparando el índice de pobreza multidimensional y el sistema de identificación de beneficiarios de programas sociales. Se analiza los resultados para Colombia, en Medellín, por medio de indicadores de concordancia y una tabla de contingencia. Se utiliza un modelo de aprendizaje estadístico para estimar la clasificación del sistema de identificación de beneficiarios de programas sociales, con una exactitud balanceada de 78 %. Se realiza un análisis cualitativo que revela la pobreza multidimensional de cuatro familias no consideradas pobres por el sistema de identificación. Estos hallazgos resaltan una baja e insignificante concordancia entre ambas medidas. Los resultados contribuyen a mejorar la definición y la identificación de la pobreza en el país, beneficiando la política pública. Clasificación JEL: I38, I32, C55, I38, D63.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract This study examines the identification of poverty in Colombia by comparing the multidimensional poverty index and the social program beneficiary identification system. The results are analyzed in Colombia and the city of Medellín using measures of agreement and a contingency table. A statistical learning model is employed to estimate the classification of the social program beneficiary identification system, achieving a balanced accuracy of 78%. Qualitative analysis reveals the multidimensional poverty of four families not identified as poor by the beneficiary identification system. These findings highlight a low and insignificant agreement between the two measuring systems. The results contribute to improving the definition and identification of poverty in the country, supporting public policy design JEL Classification: I38, I32, C55, I38, D63]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[programas sociales]]></kwd>
<kwd lng="es"><![CDATA[indicadores de pobreza]]></kwd>
<kwd lng="es"><![CDATA[análisis de datos]]></kwd>
<kwd lng="es"><![CDATA[política pública]]></kwd>
<kwd lng="es"><![CDATA[Medellín (Colombia)]]></kwd>
<kwd lng="en"><![CDATA[Social programs]]></kwd>
<kwd lng="en"><![CDATA[poverty indicators]]></kwd>
<kwd lng="en"><![CDATA[data analysis]]></kwd>
<kwd lng="en"><![CDATA[public policy]]></kwd>
<kwd lng="en"><![CDATA[Medellín (Colombia)]]></kwd>
</kwd-group>
</article-meta>
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