{"header":{"name":"uneclac cepalstat api","version":"2.0.0","success":true,"machine":"p2","context":"public","code":200,"message":"","timestamp":1792932535},"body":{"metadata":{"indicator_id":3291,"indicator_name":"Distribución del ingreso, por deciles y área","theme":"Estadísticas e Indicadores Sociales","area":"Distribución del ingreso","note":"","unit":"Porcentaje","data_features":"Cálculo proveniente de encuestas de hogares","definition":"Estimación de la proporción del ingreso nacional total recibido por cada 10% (decil) de las personas, ordenadas desde las más pobres hasta las más ricas sobre la base de los ingresos per cápita medios de los hogares de pertenencia.","calculation_methodology":"<p> 1.- Cálculo del indicador:</p>\r\n<p> En primer lugar, se calcula el ingreso per cápita que corresponde a cada hogar dividiendo el ingreso total del hogar por el número de personas que lo componen:</p>\r\n\r\n<div style=\"text-align: center; font-size: 18px;\">\r\n<div style=\"display: inline-block; vertical-align: middle;\">\r\n<span style=\"font-weight: normal; vertical-align: middle;\">yPC = </span>\r\n<div style=\"display: inline-block; text-align: center; vertical-align: middle;\">\r\n<div style=\"border-bottom: 1px solid; padding-bottom: 2px;\">YTOT</div>\r\n<div style=\"padding-top: 2px;\">T</div>\r\n</div>\r\n</div>\r\n</div>\r\n\r\n<p> Donde:</p>\r\n<ul>\r\n<li>  T= número de miembros del hogar;</li>\r\n<li> YTOT= ingreso total del hogar. </li>\r\n</ul>\r\n</p>\r\n<p> En segundo lugar, se ordenan las \"n\" personas en forma creciente respecto al valor de los ingresos per cápita de los hogares a los cuales pertenecen yPC: y1&#8804; y2&#8804;...,&#8804; yn (todas las personas que pertenecen al mismo hogar tienen el mismo ingreso). Luego, se forman 10 grupos de igual tamaño, llamados \"deciles\".</p> \r\n\r\n<p>Finalmente, por cada decil se calcula la proporción correspondiente a la suma de los ingresos per cápita de las personas que lo componen sobre el total de los ingresos percibidos por la población encuestada.</p>\r\n\r\n<p>Para calcular el indicador, se construye la distribución de frecuencias relativas -simple y acumulada- de los ingresos y de las personas. La formación de deciles de las personas implica que cada decil concentrará el 10% de las observaciones.</p> \r\n\r\n<p>2.-Aspectos metodológicos generales: </p>\r\n\r\n<p>Concepto y medición del ingreso de los hogares utilizados por la CEPAL</p>\r\n\r\n<p>El ingreso se define como el conjunto de partidas monetarias y en especie percibidas en forma regular por los hogares como unidad o por sus integrantes a título personal, a intervalos anuales o más frecuentes, excluyendo ganancias inesperadas, irregulares o percibidas típicamente por una sola vez (OIT, 2003; UNECE, 2011). El ingreso puede ser usado para financiar el consumo habitual siempre que no se disminuya el patrimonio neto del hogar por la caída del stock de dinero en efectivo en su poder, la venta de un activo o el aumento de un pasivo (Sistema de Cuentas Nacionales 2008).</p>\r\n\r\n<p>Según el SCN 2008, el ingreso percibido por el hogar es fruto de dos procesos, el de distribución primaria entre los factores de producción (trabajo y activos) y el de distribución secundaria, correspondiente a las transferencias y subsidios. </p>\r\n\r\n<p>El ingreso primario comprende dos grandes corrientes: </p>\r\n<ul>\r\n<li> Ingresos derivados del proceso de producción, que incluyen la retribución del trabajo asalariado y por cuenta propia (ingresos del empleo de la fuerza de trabajo) y los ingresos imputados por la producción de servicios para consumo propio;</li>\r\n<li> Ingresos por la propiedad de activos, que comprenden la retribución a los activos, ya sean aplicados al proceso de producción o arrendados para su uso por otros agentes o ya sea que se trate de activos financieros.</p>\r\n</ul>\r\n</p>\r\n<p>El proceso de distribución secundaria tiene como fuente principal de ingreso la percepción de las transferencias corrientes, entendidas como el conjunto de partidas monetarias y de bienes que el hogar percibe sin contraprestación alguna al agente que las emite2. Corresponden, por tanto, a las transferencias y subsidios que otorga el Gobierno a los hogares y a las transferencias que se reciben desde otros hogares e instituciones sin fines de lucro. </p>\r\n\r\n<p>El ingreso total del hogar se define entonces como la suma del ingreso primario y las transferencias corrientes. Este ingreso y sus componentes se contabilizan en términos brutos, es decir, antes de la deducción de los impuestos directos y tasas, el pago de contribuciones a los sistemas de seguridad social y las transferencias emitidas desde el hogar hacia otros agentes (por ejemplo, el pago de pensiones de alimentos o por divorcio).</p>\r\n\r\n<p>Por su parte, el ingreso disponible se obtiene al restar del ingreso total los pagos por impuestos directos, las contribuciones a la seguridad social y las transferencias corrientes a otros hogares (pago de pensiones por divorcio, de alimentos o judiciales, entre otras). Esta noción de ingreso neto se aproxima en forma más fidedigna al conjunto de recursos del que disponen los hogares para financiar su consumo en forma permanente.</p>\r\n\r\n<p>En la práctica, la información sobre ingresos que recogen las encuestas de hogares de los países de la región permite construir agregados asimilables a la noción de ingreso total. En varios países se levantan además datos que permiten aproximarse a la noción de ingreso disponible, aunque generalmente de manera incompleta, ya que la información sobre impuestos y contribuciones pagados suele corresponder únicamente a los asalariados y no se registran los pagos hacia otros hogares.</p>\r\n\r\n<p>En consecuencia, el agregado de ingresos del hogar utilizado por la Comisión Económica para América Latina y el Caribe (CEPAL) en sus estimaciones de pobreza y desigualdad corresponde principalmente al ingreso total, complementado con el uso de la información sobre sueldos y salarios netos de impuestos en los casos en que está disponible. Dicho agregado permite la mayor comparabilidad posible entre los países de la región, al menos hasta que las encuestas de hogares avancen hacia la medición completa del ingreso disponible.</p>\r\n\r\n<p>Es de interés corregir la no declaración relacionada con las principales corrientes de ingreso, por cuanto esta afecta el nivel y la distribución del ingreso total de los hogares y, por lo tanto, las estimaciones de la magnitud de la pobreza. Cuando las bases de datos de las encuestas de hogares no incorporan un proceso de corrección de los ingresos faltantes, la CEPAL aplica un proceso de imputación por no respuesta. </p>\r\n\r\n<p>Para ello, se aplica el método “hotdeck”, que consiste en conformar distintas particiones de la muestra en base a variables correlacionadas con la variable de ingreso e imputar los datos de la observación omitida (receptor) con base en una observación aleatoria (donante) de la misma partición. Para la aplicación de esta metodología, se imputa el ingreso faltante en las observaciones omitidas pertenecientes a dos tipos de categorías:\r\n<ul>\r\n<li> Ocupados remunerados que no reportan el ingreso proveniente de su ocupación principal, y,</li>\r\n<li> Jubilados o pensionados que no declaran el monto de su jubilación o pensión. En el caso de los ocupados la imputación de valores faltantes se realiza por separado para los ingresos de los asalariados, los cuentapropistas y los empleadores.</li>\r\n</ul>\r\n </p>\r\n<p>Referencias:</p>\r\n<ul>\r\n    <li>Comisión Económica para América Latina y el Caribe (CEPAL) \r\n        <a href=\"https://repositorio.cepal.org/server/api/core/bitstreams/60b5f962-5ec5-4b6c-b36a-e0545ce6c2f4/content\">\r\n            Medición de la pobreza por ingresos: actualización metodológica y resultados\r\n        </a>, Metodologías de la CEPAL, N° 2 (LC/PUB.2018/22-P), Santiago, 2018.\r\n    </li>\r\n    <li>Comisión Económica de las Naciones Unidas para Europa (CEPE) \r\n        <a href=\"http://www.unece.org/fileadmin/DAM/stats/groups/cgh/Canbera_Handbook_2011_WEB.pdf\">\r\n            Canbera Handbook 2011\r\n        </a>, Canberra Group Handbook on Household Income Statistics, Geneva, 2011.\r\n    </li>\r\n    <li>Organización Internacional del Trabajo (OIT) \r\n        <a href=\"https://www.ilo.org/public/spanish/bureau/stat/download/17thicls/r2hies.pdf\">\r\n            Informe II: Estadísticas de Ingresos y Gastos de los Hogares\r\n        </a>, Estadísticas de Ingresos y Gastos de los Hogares, 17ª CIET, Ginebra, 2003.\r\n    </li>\r\n    <li>Organización de las Naciones Unidas, et al \r\n        <a href=\"http://unstats.un.org/unsd/nationalaccount/docs/SNA2008Spanish.pdf\">\r\n            Manual del Sistema de Cuentas Nacionales\r\n        </a>, Manual del Sistema de Cuentas Nacionales (SCN, 2008).\r\n    </li>\r\n</ul>\r\n</p>\r\n","comments":"<p>Estas cifras corresponden a una serie actualizada de estimaciones, presentada en el documento CEPAL (2018), Medición de la pobreza por ingresos: Actualización metodológica y resultados.  No son comparables con las cifras difundidas en las publicaciones de la CEPAL antes de 2017.</p>\r\n\r\n<p>Las cifras de pobreza estimadas por la CEPAL se calculan con el propósito de alcanzar el mayor grado de comparabilidad posible para diversos fines analíticos. Sus objetivos y usos son diferentes de los de las cifras nacionales, y en ningún caso buscan sustituirlas para describir los niveles y las tendencias de la pobreza en cada país.</p>\r\n\r\n\r\n<p> Banco de Datos de Encuestas de Hogares (BADEHOG): </p>\r\n\r\n<p>El Banco de Datos de Encuestas de Hogares (BADEHOG) es un repositorio de la CEPAL, conformado por un conjunto de encuestas de hogares levantadas por los países de América Latina y el Caribe desde la década de 1990. Estas encuestas son levantadas por las Oficinas Nacionales de Estadística u otros organismos públicos de los respectivos países, y comparten la característica de ser la fuente de información utilizada oficialmente para la medición de la pobreza, la desigualdad y diversos indicadores sociales. Dichas encuestas son compartidas con la CEPAL para su utilización en las actividades de desarrollo estadístico de la región, así como para la producción de documentos institucionales y de investigación. Con las bases de datos disponibles se construye un conjunto de variables armonizadas, utilizadas para el cálculo de indicadores socioeconómicos con la mayor comparabilidad posible.</p>\r\n","decimals":1,"last_update":"Oct 30 2025  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