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END POVERTY
IN ALL ITS FORMS
EVERYWHERE
22
Poverty can be understood as a phenomenon that goes beyond monetary insu!ciency. A multidimensional
conception of poverty takes into consideration minimum consumption of essential basic goods and
services “as part of the set of opportunities that any society should o"er its members”. This set includes
access to basic levels of education, health, housing and other services (Gasparini, 2012).
In addition, the services that transform cities into opportunities and innovation hubs -such as sustainable
mobility, formalization of employment and access to digital services, among others- require a
comprehensive approach to ensure the sustainable development of the most vulnerable communities.
The pandemic caused by COVID-19 exposed the inequality gaps that still persist in our cities, and the need
to continue the processes of social and urban integration of low-income neighborhoods. In Buenos Aires
City, 97.29% of households have access to basic services (INDEC, 2010), including waste collection and
public transportation services, phone service, the presence of storm drains or sewers, pavement, public
lighting, electricity supply, access to clean fuel for cooking and water supply.
Nevertheless, as mentioned above, a sustainable approach to these issues requires going beyond
infrastructural solutions and including a holistic perspective that cuts across the 2030 Sustainable
Development Agenda and involves the active participation of residents of low-income neighborhoods.
There are 57 low-income neighborhoods in the city, home to 73,673 families.
PRIORITIZED TARGETS
1.4 By 2030, ensure that all men and women, in particular the poor and the vulnerable,
have equal rights to economic resources, as well as access to basic services, ownership
and control over land and other forms of property, inheritance, natural resources,
appropriate new technology and financial services, including microfinance
23
The integration of the Barrio 31 neighborhood and the promotion of equal opportunities
Integration within Buenos Aires City implies: the improvement and construction of housing and
infrastructure, the economic development of the neighborhoods, the promotion of employment, the
relocation and construction of educational and health centers, the enhancement and construction of
public spaces, and the development of infrastructure for mobility and connection with the rest of the city.
In the last five years, the Buenos Aires City Government has transformed Barrio 31 through the construction
and improvement of housing, the creation of parks and squares, the provision of public transportation
(with three bus lines), the construction and operation of three new health centers and two educational
centers, and the construction of the new Ministry of Education in the neighborhood.
Thus, more than 1,000 families were relocated to new homes and the City Government began the
process of regularization of their property titles deeds as well as the connection to basic services: water,
gas and electricit
LINKING CITIES 2021
In May 2021, UNESCO awarded Buenos Aires City for its urbanization and integration process in the
Barrio 31 neighborhood, with the Linking Cities 2021 recognition.
The results of the project include more than 1,000 new homes and the improvement of existing
homes, the construction of more than 17,000 linear meters of infrastructure and new public spaces,
schools and health centers. In addition, 970 families living under the Illia Highway were relocated to
new housing, and, once the resettlement process has finished, this area under the highway will be
transformed into a new public space that will connect all sectors of the neighborhood.
The project also includes the promotion of the neighborhood economy and support for entrepreneurs.
24
• 12.000 families with new or improved housing (2023)
Integration policies in the face of COVID-19
One of the great challenges at the beginning of the pandemic to combat the virus in low-income
neighborhoods was to immediately deploy new strategies to deal with the emergency. To this end, the
Buenos Aires City Government acted jointly with the social organizations of each neighborhood and the
National Ministry of Health.
Part of this work was possible thanks to the progress made by the local government in infrastructure in
previous years, for instance: the opening of streets in low-income neighborhoods to allow emergency
services to have access to them, and the construction of health centers.
• 180.000 people with urban infrastructure and public services (2023)
The first Operation DetectAr in the country was launched in the Barrio 31 neighborhood for the screening,
testing and isolation of positive cases. In less than a month, the infection curve was reversed. Then, the
operation was extended to other 28 points of the City, including the neighborhoods 1.11.14, 21.24, 15, 20,
Rodrigo Bueno and Carrillo.
In the same way, an operation was launched to accompany the homeless population: Buenos Aires
Presente (“Buenos Aires is present”), a program that seeks to assist people and families in a condition
of social risk. This involves people with violated rights and, in general, the homeless population in need
of guidance, information and advice on social services. Within this framework, the City opened Social
Inclusion Centers, where people in vulnerable situations could spend the isolation period.
Educational and economic development promotion policies
The fundamental tool to achieve inclusion throughout Buenos Aires City is education. According to the
United Nations, the closure of schools due to the health crisis a"ected 1.6 billion students, of which
24 million could drop out of school (UN, 2020). In this regard, Buenos Aires is strongly committed to
continuing face-to-face classes in the 2021 school year and to leave no student behind.
Regarding class attendance and policies to reverse the increase in dropouts, the City identified 6,500
primary school children who dropped out of school and 9,000 secondary school children who did not
achieve the expected learning. In this sense, the education strategy has a double objective: on the one
hand, to ensure students’ access and attendance to school and, on the other hand, to guarantee quality
learning that will provide them with long-term tools.
ESCUELA ABIERTA (OPEN SCHOOL)
It is a meeting place for children, families and the school community that seeks to strengthen
school trajectories in order to contribute to the development of learning and cultivate citizenship
values through cultural, artistic, sports and recreational activities.
It is aimed at children from kindergarten, primary and secondary school, taking into account the
curricular designs in force for each level.
25
Finally, another essential component for achieving sustainable social and urban integration is economic
development. The head of government pledged to promote labor formalization and to support
entrepreneurs as a key strategy for integrating the economy and the growth of low-income neighborhoods
with the rest of the city.
• 75.000 workers in the people-based economy
with access to financing, training and formalization (2023)
In 2020, the Buenos Aires legislature passed the Law for the Promotion of the Social and Peoplebased Economy, which allows strengthening and encouraging the productive value of workers in lowincome neighborhoods. The regulation implies a progress towards the expansion of the network of formal
businesses and the creation of formal production spaces, with the necessary qualifications for the safety
of workers, and towards the economic development of all citizens, regardless of their neighborhood of
residence.
The law includes a system for access to credit, participation in public procurement and certain tax benefits,
impacting 500,000 people who used to work in the informal sector.
FOOD COURTYARD IN THE RODRIGO BUENO NEIGHBORHOOD
The social and urban integration of neighborhoods implies the analysis of their economic potential
and productive identity.
The Food Courtyard in the Rodrigo Bueno Neighborhood, which is part of the tourism strategy “BA
Capital Gastronómica” (“BA Gastronomic Capital”), seeks to welcome citizens and visitors to the
City and promote the main activity of the neighborhood’s residents. The containers, transformed into
food and beverage stalls, are served by both neighborhood residents and private stakeholders who
decided to invest in the new space.
26
Another initiative under the umbrella of promoting entrepreneurship and vocational training is the Center
for Entrepreneurial and Labor Development of Barrio 31 (CeDEL, for its initials in Spanish): a space that
centralizes economic integration policies and has classrooms, o!ces and a help desk, so that neighbors
can approach and receive advice, learn about formal job o"ers, take employment guidance workshops
and entrepreneurship training. In this way, the aim is to help them strengthen their business model. CeDEL
is a versatile social and economic integration initiative that can be replicated in other neighborhoods and
contexts, and aims to be a link between the community, job o"ers and the private sector.
27
CITY INDICATORS FOR MONITORING THE SDG TARGETS
The following is a selection of the indicators defined for monitoring SDG 1. The complete list can be found
in the Annex to this document.
TARGET 1.4 By 2030, ensure that all men and women, in particular the poor and the vulnerable, have
equal rights to economic resources, as well as access to basic services, ownership and control over land
and other forms of property, inheritance, natural resources, appropriate new technology and financial
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PONER FIN A LA POBREZA
EN TODAS SUS FORMAS
EN TODO EL MUNDO
22
La pobreza puede ser entendida como un fenómeno que va más allá de la insuficiencia monetaria. Una
concepción multidimensional de la pobreza toma en consideración consumos mínimos de bienes y servicios básicos esenciales “como parte del conjunto de oportunidades que toda sociedad debe ofrecer
a sus integrantes”. Este conjunto incluye acceso a niveles básicos de educación, salud, vivienda y otros
servicios (Gasparini, 2012).
Además, los servicios que transforman a las ciudades en centros de innovación y de oportunidades -como
la movilidad sostenible, la formalización del empleo y el acceso a servicios digitales, entre otros- demandan
un abordaje integral para asegurar el desarrollo sostenible de las comunidades más vulnerables.
La pandemia originada por el COVID-19 expuso las brechas de desigualdad que aún persisten en nuestras
ciudades, y la necesidad de continuar los procesos de integración social y urbana de los barrios populares. En la Ciudad de Buenos Aires, el 97.29% de los hogares tiene acceso a servicios básicos (INDEC,
2010), entre los que se incluyen los servicios de recolección de residuos y de transporte público, telefonía, la presencia de bocas de tormenta o alcantarillas, de pavimento, alumbrado público, la tenencia de
electricidad por red, el acceso a combustibles limpios para cocción y la provisión y procedencia del agua.
Sin embargo, y como se mencionó, el abordaje sostenible a estas cuestiones requiere ir más allá de las
soluciones infraestructurales e incluir una perspectiva holística que transversaliza la Agenda 2030 para el
Desarrollo Sostenible, y que implica la participación activa de vecinos y vecinas de los barrios populares.
En la Ciudad los barrios populares albergan a 73.673 familias.
METAS PRIORIZADAS
1.4 Para 2030, garantizar que todos los hombres y mujeres, en particular los pobres y
los más vulnerables, tengan los mismos derechos a los recursos económicos, así como
acceso a los servicios básicos, la propiedad y el control de las tierras y otros bienes, la
herencia, los recursos naturales, las nuevas tecnologías y los servicios económicos, incluida la microfinanciación.
23
La integración del Barrio 31 y promoción de igualdad de oportunidades
Integrar en la Ciudad de Buenos Aires implica: la mejora y construcción de viviendas e infraestructura, el
desarrollo económico de los barrios, la promoción del empleo, la reubicación y construcción de centros
educativos y de salud, la puesta en valor y construcción de espacios públicos, y el desarrollo de infraestructura para la movilidad y conexión con el resto de la ciudad.
En los últimos cinco años, el Gobierno de la Ciudad de Buenos Aires transformó el Barrio 31 a partir de la
construcción y mejora de viviendas; creación de parques y plazas; habilitación para el ingreso del transporte público -con tres líneas de colectivos-; construcción, puesta en funcionamiento de tres nuevos
centros de salud y dos polos educativos; por último, la construcción del nuevo Ministerio de Educación
en el barrio.
Así, más de 1.000 familias se reubicaron en nuevas viviendas e iniciaron los procesos de regularización
dominial para contar con su título de propiedad y conexión a servicios básicos: agua, gas y electricidad.
LINKING CITIES 2021
En mayo de 2021, la UNESCO premió a la Ciudad de Buenos Aires por su proceso de urbanización e
integración del Barrio 31, con el reconocimiento Linking Cities 2021.
Los resultados del proyecto incluyen más de 1.000 viviendas nuevas y el mejoramiento de viviendas
existentes, la construcción de más de 17.000 metros lineales de infraestructura y de nuevos espacios
públicos, nuevas escuelas y centros de salud. Además, 970 familias que vivían debajo de la Autopista
Illia se reubicaron en nuevas viviendas, que al finalizar el proceso de reasentamiento será un nuevo
espacio público que conectará a todos los sectores del barrio.
El proyecto, a su vez, contempla la promoción de la economía barrial y el acompañamiento a emprendedores y emprendedoras.
24
• 12.000 familias con vivienda nueva o mejorada (2023)
Políticas de integración frente al COVID-19
Uno de los grandes desafíos al inicio de la pandemia para combatir el virus en los barrios populares, fue
desplegar de manera inmediata nuevas estrategias abocadas a la emergencia. Para ello, el Gobierno de la
Ciudad de Buenos Aires actuó en conjunto con las organizaciones sociales de cada barrio y el Ministerio
de Salud de la Nación.
Parte de este trabajo fue posible gracias a los avances que el gobierno local había realizado en infraestructura años anteriores, por ejemplo: la apertura de calles en barrios populares para permitir el paso de
servicios de emergencia y la construcción de centros de salud.
• 180.000 personas con infraestructura urbana y servicios públicos (2023)
En el Barrio 31 se puso en marcha el primer Operativo DetectAr del país para el rastreo, testeo y aislamiento de casos positivos. En menos de un mes se logró revertir la curva de contagios. Luego, se extendió el operativo a otros 28 puntos de la Ciudad, incluyendo los barrios 1.11.14, 21.24, 15, 20, Rodrigo Bueno
y Carrillo.
De la misma manera, se puso en marcha un operativo para acompañar a personas en situación de calle:
Buenos Aires Presente, un programa que busca atender a personas y familias en condición de riesgo
social. Esto implica personas con derechos vulnerados y, en general, a población en situación de calle con
necesidad de orientación, información y asesoramiento sobre servicios sociales. En este marco, la Ciudad
puso a disposición Centros de Inclusión Social para que las personas en situación de vulnerabilidad pudieran pasar el período de aislamiento.
Políticas educativas y de promoción del desarrollo económico
La herramienta fundamental para lograr la inclusión en toda la Ciudad de Buenos Aires es la educación.
Según las Naciones Unidas, el cierre de escuelas por la crisis sanitaria afectó a 1.600 millones de estudiantes, de los cuales 24 millones podrían abandonar las aulas (ONU, 2020). En este sentido, Buenos Aires
está fuertemente comprometida en continuar con las clases presenciales en el ciclo lectivo 2021 y en no
dejar a ningún estudiante atrás.
Con respecto a la asistencia a clases y a las políticas para revertir el aumento del abandono de estas, la
Ciudad identificó a 6.500 chicos de primaria que dejaron sus estudios y a 9.000 del nivel secundario
que no alcanzaron los aprendizajes esperados. En este sentido, la estrategia frente a la educación tiene
un doble objetivo: asegurar el acceso y asistencia de los estudiantes a la escuela por un lado y, por el otro,
garantizar un aprendizaje de calidad que le brinde herramientas a largo plazo.
ESCUELA ABIERTA
Es un espacio de encuentro entre chicos/as, familias y la comunidad de la escuela que busca fortalecer las trayectorias escolares para contribuir al desarrollo del aprendizaje y cultivar valores ciudadanos por medio de actividades culturales, artísticas, deportivas y recreativas.
Está destinado a niños y niñas de nivel inicial, primario y jóvenes del nivel secundario, teniendo en
cuenta los diseños curriculares vigentes para cada nivel.
25
Por último, otro de los componentes esenciales para lograr una integración social y urbana sostenible,
es el desarrollo económico. El jefe de gobierno se comprometió a impulsar la formalización laboral y a
acompañar a emprendedores y emprendedoras, como estrategia clave para integrar la economía y el
crecimiento de los barrios populares al resto de la ciudad.
• 75.000 trabajadores de la economía popular con acceso a
financiamiento, capacitación y formalización (2023)
En 2020, la legislatura porteña sancionó la Ley de Impulso a la Economía Social y Popular que permite
potenciar e incentivar el valor productivo de las trabajadoras y trabajadores de los barrios populares. La
normativa es un avance hacia la ampliación de la red de comercios formales y la creación de espacios
de producción formales, con las habilitaciones necesarias para la seguridad de los trabajadores y trabajadoras, y hacia el desarrollo económico de todos los vecinos y vecinas, independientemente del barrio
de residencia.
La ley supone un sistema de acceso a créditos, la participación en compras públicas y ciertos beneficios
impositivos, impactando en 500.000 personas que trabajaban en la informalidad.
PATIO GASTRONÓMICO EN EL BARRIO RODRIGO BUENO
La integración social y urbana de los barrios implica el análisis de su potencial económico e identidad productiva.
El Patio Gastronómico del Barrio Rodrigo Bueno, que se enmarca en la estrategia turística de BA
Capital Gastronómica, busca recibir vecinos, vecinas y visitantes de la Ciudad y promover la principal actividad de los residentes del barrio. Los contenedores, transformados en puestos de comida y
bebida, son atendidos tanto por habitantes del barrio, como por inversores privados que decidieron
apostar por el nuevo espacio.
26
Otra de las iniciativas bajo el paraguas del fomento del emprendedurismo y la formación profesional, es el
Centro de Desarrollo Emprendedor y Laboral del Barrio 31 (CeDEL): un espacio que centraliza las políticas de integración económica y que cuenta con aulas, oficinas y un espacio de atención al público, para
que vecinos y vecinas puedan acercarse, recibir asesoramiento, conocer las ofertas de empleo formal,
tomar talleres de orientación laboral y capacitaciones de emprendedurismo. De esta manera, se pretende
colaborar para que fortalezcan su modelo de negocios. El CeDEL es una iniciativa de integración social
y económica versátil, que puede ser replicada en otros barrios y contextos, y que apunta a ser un nexo
entre la comunidad, las ofertas de empleo y el sector privado.
27
INDICADORES DE LA CIUDAD PARA EL MONITOREO DE LAS METAS ODS
A continuación, se presenta una selección de los indicadores definidos para el monitoreo del ODS 1. El
listado completo se encuentra en el Anexo del presente documento.
META 1.4 Para 2030, garantizar que todos los hombres y mujeres, en particular los pobres y los más
vulnerables, tengan los mismos derechos a los recursos económicos, así como acceso a los servicios
básicos, la propiedad y el control de las tierras y otros bienes, la herencia, los recursos naturales, las
nuevas tecnologías y los servicios económicos, incluida la microfinanciación. | [
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1
] | {
"country": "arg",
"file_id": "sdg-01/vlr-report-arg-buenos_aires-2021-es-1.pdf",
"language": "es",
"locality": "buenos_aires",
"size": "l",
"type": "vlr",
"year": 2021
} |
End poverty in all its
forms everywhere
SDG 1
22
SDG 1 NO POVERTY
PRIORITIZED TARGET
1.4 Access to basic services
Access to basic services is understood as part of people’s right to satisfy
their vital needs. In Buenos Aires City, 97.29% of households have access
to basic services (INDEC, 2010), including waste collection and public
transportation services, telephony, the presence of rainwater drains or
sewers, pavement, public lighting, access to the electrical grid, to clean
fuel for cooking and water supply.
For more than a decade, Buenos Aires City Government has been working
to achieve the social and urban integration of low-income neighborhoods
based on a comprehensive perspective.
23
In this sense, the work approach was divided into three central areas:
1. Housing,
2. Urban and
3. Socioeconomic Integration.
Housing Solutions and Improvements
The frst area implies that each family lives in decent housing with access
to all basic services. To this end, infrastructure and service works were
carried out for all housing units.
Within this framework, the City proposed to strengthen and deepen the
integration process of the low-income districts. In the neighborhoods
Barrio Mugica, Barrio 20, Rodrigo Bueno, Camino de Sirga, Ricciardelli, 21-
24 and Barrio 15, new houses were built, and existing ones were refurbished
to provide families with a safe place to live. Thus, the commitment to
bring urban infrastructure and public services to 80,000 inhabitants in
low-income districts was fulflled. Subsequently, this commitment was
extended to 180,000 residents, of whom we have already reached more
than 131,400.
To achieve this goal, we used a holistic approach of social, urban, and
economic integration from within the neighborhood to the rest of the city.
Thus, we sought to equalize rights and responsibilities with the inhabitants
of the neighborhood and continued working to reach the goal of 180,000
integrated people. The process was participatory in nature, as it included
meetings with the residents in which the design was agreed upon according
to their needs.
In line with the Housing Improvement Program, the sub-program Manos a la
Obra (Let’s do it) was created to ensure that all dwellings are safe, accessible,
SDG 1 NO POVERTY
24
and adequate. In these cases, residents carry out the improvement works
with their own hands, while the government is responsible for monitoring
the work and for the progressive material provision.
Thanks to this urbanization and integration initiative that connects the joint
work between the City and its inhabitants, Barrio Mugica was granted an
award in Poland at the World Urban Forum for its innovative, inclusive and
sustainable approach.
All these works are essential for Barrio Mugica to have access to utilities so
that its residents can have the same standard of service as any other citizen
of Buenos Aires City, with the corresponding payment responsibilities that
this entails.
For its part, intervention for socio-urban integration in Barrio Rodrigo
Bueno also achieved excellent results and improved the quality of life of
the City’s residents. In this way, quality, comprehensive, affordable, and
sustainable housing solutions were promoted, enhancing the productive
activity of the neighborhood.
Finally, in Barrio Fraga an urbanization process was carried out, with the
construction of 678 new housing units distributed in 4 building blocks
that are divided into condominiums. In addition, another 230 families in
the neighborhood had their homes refurbished with new electricity, gas,
and water supply connections. Other works included: 11 new streets, docks,
public spaces refurbishment, LED lighting, construction of rainwater drains,
sewers, ramps, signage, and 17,350 meters of laid infrastructure pipes.
Today, 100% of the neighborhood has a formal address.
Urban Transformation
The second area involves connecting the neighborhoods to the rest of
the City. In Barrio Mugica we reached 17 km of infrastructure, revamped 19
pre-existing public spaces, and created 15 new ones; public transportation
started running again in the area and we installed many of the frst formal
home connections for electricity and water supply.
In addition, in the process of government decentralization, the Ministry of
Education was relocated to Barrio Mugica, where the María Elena Walsh
Education Center was built. Along the same line, the Ministry of Human
Development and Habitat was established in Barrio 15, in the building
known as “Elefante Blanco” (White Elephant), which was refurbished and
revamped, since it had been abandoned in the 1920s.
Likewise, a new waste collection and urban sanitation system is being
implemented, while paving, sewage, rainwater, lighting, and electrical
works are being carried out.
SDG 1 NO POVERTY
25
SDG 1 NO POVERTY
Social and Economic Development
In accordance with the idea of bringing neighborhoods closer to the
City, the third area consists of strengthening the productive activity in
each neighborhood, respecting its identity, training its residents, and
promoting work.
Considering this context, the City promoted the Law for the Promotion
of Social Economy and the Law for Productive Integration. Therefore, it
seeks to promote local development, the creation and sustainability of
self-managed jobs, and access to new markets for productive units. It also
facilitates tools aimed at improving the production and commercialization
of goods and services, with the purpose of reducing the economic and
social gaps among citizens.
In addition, to promote the economic inclusion of its inhabitants, in Barrio
Rodrigo Bueno new ventures such as the “Patio Gastronómico” (Food
Courtyard) and 57 new premises for local stores were opened, and the
“Vivera Orgánica” (Organic Vegetable Garden) was encouraged. Finally,
an Environmental Health Board was made based on the interest of the
residents in order to promote, discuss and propose environmental initiatives.
On the other hand, we promoted the Fair for Entrepreneurs in Barrio
Fraga (Chacarita Fair) and created the Single Registry of Productive
Units of the Popular and Social Economy (RUPEPyS, for its acronym in
Spanish).
Finally, in line with the educational and economic development promotion
policies, courses and entrepreneurship training were delivered. In addition,
educational practices were offered, in which at least 450 students undergo
pedagogical experiences in areas related to their educational orientation
or training path.
In addition, with the Youth Employment Plan, 10,000 residents between
WORK IS THE BEST SOCIAL POLICY
At Buenos Aires City Government, we are convinced that work is the
best social policy.
This is why we are working to facilitate access to funding, training,
and the formalization of 75,000 workers of the popular economy in
the City.
We also pledged that, by 2023 40 new companies will be established
in Barrio Mugica to create new jobs and enhance the productive value
and economic development of the neighborhood.
We encourage this policy by granting several benefts and providing
support from the City. Each new company that settles in the area
implies that more people are working, consuming, and invigorating the
economy of Barrio Mugica.
26
SDG 1 NO POVERTY
18 and 24 years of age will be inserted into the labor market, since this age
group experiences the greatest diffculties in accessing a job. The aim is to
provide more and better opportunities and reduce the unemployment rate.
CENTER FOR ENTREPRENEURIAL AND LABOR
DEVELOPMENT FOR BARRIO MUGICA (CEDEL, FOR ITS
ACRONYM IN SPANISH)
CeDEL is a public building in Barrio Mugica aimed at promoting
the economic development of its residents. It offers trades training,
personalized advice to entrepreneurs and a Job Bank that provides
more opportunities for accessing a formally registered job, by means
of a Labor Integration Program.
• 3,588 people registered in the Job Bank
• 296 residents obtained job interviews with companies
• 1,712 hired people
• 5,721 residents graduated from courses and 311 are
undergoing training
• 659 residents were assisted in their entrepreneurial path | [
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1
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"country": "arg",
"file_id": "sdg-01/vlr-report-arg-buenos_aires-2023-en-1.pdf",
"language": "en",
"locality": "buenos_aires",
"size": "m",
"type": "vlr",
"year": 2023
} |
Poner fin a la pobreza
en todas sus formas
en todo el mundo
ODS 1
22
ODS 1: FIN DE LA POBREZA
METAS PRIORIZADAS
1.4 Acceso a servicios básicos
El acceso a los servicios básicos es entendido como parte del derecho de
las personas de satisfacer sus necesidades vitales. En la Ciudad de Buenos
Aires, el 97.29% de los hogares tiene acceso a servicios básicos (INDEC,
2010), entre los que se incluyen los servicios de recolección de residuos
y de transporte público, telefonía, la presencia de bocas de tormenta o
alcantarillas, de pavimento, alumbrado público, la tenencia de electricidad
por red, el acceso a combustibles limpios para cocción y la provisión y
procedencia del agua.
Desde hace más de una década, en el Gobierno de la Ciudad de Buenos
Aires trabajamos para lograr la integración social y urbana de barrios
populares desde una perspectiva integral.
23
En este sentido, el enfoque de trabajo hacia la integración urbana,
económica y social se dividió en tres ejes centrales:
1. Habitacional,
2. Urbano y
3. Socioeconómico.
Soluciones y mejoras habitacionales
El primer eje implica que cada familia viva en una vivienda digna con
acceso a todos los servicios básicos. Para ello se realizaron obras de
infraestructura y de servicios para todas las viviendas.
Dentro de este marco, la Ciudad se propuso fortalecer y ahondar en el
proceso de integración de los barrios populares. En el Barrio Mugica, en el
Barrio 20, en Rodrigo Bueno, en el Camino de Sirga, en el Barrio Ricciardelli,
21-24 y en el Barrio 15 se construyeron casas nuevas y se reacondicionaron
las existentes para que las familias tengan un lugar seguro para vivir. Así,
se cumplió con el compromiso de llevar infraestructura urbana y servicios
públicos a 80.000 personas de barrios populares. Luego, se extendió este
compromiso a 180.000 vecinos y vecinas, de los cuales ya alcanzamos a
más de 131.400.
Para alcanzar este logro utilizamos un enfoque holístico, de integración
social, urbana y económica desde el barrio hacia el resto de la Ciudad.
Así, se buscó igualar derechos y responsabilidades con los habitantes
del barrio, y se continuó trabajando para alcanzar el objetivo de 180.000
personas integradas. El proceso fue de carácter participativo, ya que
incluyó reuniones con los vecinos en las que se logró consensuar el diseño
de acuerdo a sus necesidades.
En línea con el Programa de Mejoramiento de Vivienda, para que todas
ODS 1: FIN DE LA POBREZA
24
las viviendas sean seguras, accesibles y adecuadas, se creó el subplan
Manos a la Obra. En estos casos, los vecinos y vecinas realizan las obras
de mejoramiento con sus propias manos, mientras que el seguimiento de
la obra y la provisión progresiva de materiales queda a cargo del gobierno.
Gracias a esta iniciativa de urbanización e integración que vincula el
trabajo en conjunto entre la Ciudad y sus habitantes, el Barrio Mugica fue
premiado en Polonia durante el World Urban Forum por tomar un enfoque
innovador, inclusivo y sustentable.
Todas estas obras resultan fundamentales para que el Barrio Mugica tenga
acceso a los servicios públicos y, así, sus vecinos y vecinas puedan contar
con el mismo estándar de servicio que cualquier otro porteño, con las
responsabilidades de pago que eso conlleva.
Por su parte, la intervención para la integración socio-urbana en el Barrio
Rodrigo Bueno, también alcanzó excelentes resultados y mejora en la
calidad de vida los vecinos y vecinas de la Ciudad. De esta manera, se
promovieron soluciones habitacionales de calidad, integrales, asequibles y
sostenibles, potenciando la actividad productiva del barrio.
Finalmente, en el Barrio Fraga, se llevó a cabo un proceso de urbanización,
con la construcción de 678 viviendas nuevas distribuidas en 4 bloques de
edifcios divididos en consorcios. Además, a otras 230 familias del barrio
se les remodeló sus hogares con instalaciones nuevas de luz, gas y agua.
Entre otras obras, en el barrio se realizaron 11 aperturas de calles, dársenas,
renovación del espacio público, alumbrado LED, construcción de pluviales
y bocas de tormenta, cloacas, rampas, señalética y se han tendido 17.350
metros de caños de infraestructura.
Hoy, el 100% del barrio posee dirección formal.
Transformación urbana
El segundo eje involucra la conexión de los barrios con el resto de la
Ciudad. En el Barrio Mugica alcanzamos los 17 km de infraestructura en
todo el barrio, pusimos en valor 19 espacios públicos preexistentes y 15
fueron creados, volvió a circular el transporte público e instalamos muchas
de las primeras conexiones domiciliarias formales de agua y de electricidad.
Además, en el proceso de descentralización del gobierno, se trasladó el
edifcio del Ministerio de Educación al Barrio Mugica, como también se
construyó el Polo Educativo María Elena Walsh. En esta línea es que se
instaló el Ministerio de Desarrollo Humano y Hábitat en el Barrio 15, en
el edifcio conocido como “Elefante Blanco”, el cual fue reacondicionado
y puesto en valor, debido a que el mismo se encontraba en situación de
abandono desde los años 20´.
Asimismo, se está implementando un nuevo sistema de recolección de
ODS 1: FIN DE LA POBREZA
25
ODS 1: FIN DE LA POBREZA
basura e higiene urbana, y realizando obras de pavimentación, cloacas,
pluviales, iluminación e instalación eléctrica.
Desarrollo social y económico
Por último, y en concordancia con el acercamiento del barrio a la Ciudad,
el tercer eje consiste en potenciar la actividad productiva de cada barrio,
respetando su identidad, mediante la capacitación de vecinos y vecinas o
la promoción del trabajo.
Considerando este contexto, es que la Ciudad impulsó la Ley de Promoción
a la Economía Social y la de Integración Productiva. De esta manera,
se busca promover el desarrollo local, la generación y sostenibilidad de
puestos de trabajo autogestivos y el acceso a nuevos mercados de las
unidades productivas. Como también facilitar herramientas destinadas
a mejorar la producción y comercialización de los bienes y servicios,
con vistas a disminuir las brechas económicas y sociales entre las y los
ciudadanos.
Además, a fn de propiciar la inclusión económica de sus pobladores, en
el Barrio Rodrigo Bueno, se iniciaron también nuevos emprendimientos
como el Patio Gastronómico y 57 nuevos locales para comercios barriales,
y se potenció la huerta “Vivera Orgánica”. Finalmente, fue conformada
una Mesa de Salud Ambiental a partir del interés de los propios habitantes,
para promover, discutir y proponer iniciativas ambientales.
EL TRABAJO ES LA MEJOR POLÍTICA SOCIAL
En el Gobierno de la Ciudad de Buenos Aires, estamos convencidos de
que el trabajo es la mejor política social.
Por eso, trabajamos para facilitar el acceso a fnanciamiento,
capacitación y formalización para 75.000 trabajadores y trabajadoras
de la economía popular en la Ciudad.
Y, nos comprometimos a que, para 2023, 40 nuevas empresas se
radiquen en el Barrio Mugica, con el objetivo de generar nuevas fuentes
de empleo y potenciar el valor productivo y el desarrollo económico
del barrio.
Incentivamos esta política mediante el otorgamiento de diversos
benefcios y el acompañamiento de la Ciudad. Cada nueva empresa que
se radica en la zona signifca más personas trabajando, consumiendo y
dinamizando la economía del Barrio Mugica.
Por otro lado, impulsamos la Feria de Emprendedores en el Barrio Fraga
(Feria Chacarita) y se creó el Registro Único de Unidades Productivas de
la Economía Popular y Social (RUPEPyS).
Finalmente, en línea con las políticas educativas y de promoción del
desarrollo económico, se dictaron cursos y brindaron capacitaciones de
emprendedurismo. Como también se ofrecieron prácticas educativas en
26
ODS 1: FIN DE LA POBREZA
las que al menos 450 estudiantes desarrollan experiencias pedagógicas en
ámbitos vinculados con la orientación o trayecto formativo que transitan.
Además, con el Plan Empleo Jóven, 10.000 vecinos y vecinas de entre 18
y 24 años se insertarán en el mundo laboral a través de la contratación
de este grupo que enfrenta las mayores difcultades para acceder a un
trabajo. De esta manera, se busca brindar más y mejores oportunidades y
disminuir la tasa de desempleo.
CENTRO DE DESARROLLO EMPRENDEDOR Y LABORAL
DEL BARRIO MUGICA (CEDEL)
El CeDEL es un edifcio público dentro del Barrio Mugica destinado
a potenciar el desarrollo económico de los vecinos. Allí se ofrecen
capacitaciones en ofcios, asesoramiento personalizado a los
emprendedores y hay una bolsa de empleo que, a través de un
Programa de Integración Laboral, acerca más oportunidades de
acceder a un trabajo en blanco.
• 3588 personas se inscribieron en la Bolsa de Empleo,
• 296 vecinos consiguieron entrevistas con empresas
• 1712 fueron contratados.
• 5721 vecinos se graduaron de cursos, y 311 se están capacitando
• Acompañamos a 659 vecinos en su camino emprendedor. | [
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"language": "es",
"locality": "buenos_aires",
"size": "l",
"type": "vlr",
"year": 2023
} |
15
With regard to this SDG in particular, it is understood within a framework of
profound integrality with the rest of the Sustainable Development Goals
oriented towards people. In this sense, the actions and strategies identified for
the subsequent SDGs, i.e., SDGs 2, 3, 4, 5 and 10, are also understood as actions
that directly contribute to the reduction of multidimensional poverty,
understood not only in terms of the income that people receive, but also as the
accumulation of various deprivations, which together or individually, prevent
them from leading a full life. Thus, the actions listed under SDG 1 must
necessarily be read as fundamental to address them, but they are
complemented by the actions of SDGs 2, 3, 4, 5 and 10.
Actions aimed at providing housing solutions
With regard to the provincial programs developed to address multidimensional poverty, the housing
dimension stands out, which involves increasing access to housing and promoting good housing for the
citizens of the Province. Within this framework, the Ministry for the Promotion of Employment and Family
Economy is the main governmental actor in charge of these objectives.
In this sense, the housing strategy of the Province seeks to respond to the provisions of Article 58 of the
Provincial Constitution of Córdoba, in reference to "Housing", which states that "all inhabitants have the
right to enjoy decent housing, which, together with the related services and the land necessary for its
setlement, has a fundamental social value". In this way, the single dwelling is immune to seizure, under the
conditions established by law.
To this end, the Government of the Province of Córdoba promotes the necessary conditions to make this
right efective. To this end, it plans and implements the current housing policy, acts to coordinate with
other jurisdictional levels and relevant social institutions specific actions to achieve this objective.
It is important to note that the housing policy of the Province of Córdoba is governed by the following
principles:
1. To use land rationally and preserve the quality of life, in accordance with the general interest
and the cultural and regional paterns of the community.
2. To prevent speculation.
3. To assist families without resources in order to facilitate their access to home ownership.
At the same time, the provincial housing policy seeks to provide a solution to what was detected in the
statistical studies carried out by the Government of the Province with the 2008 Population Census, which
shows that many families with structural housing problems, such as overcrowding, lack of access to
housing, lack of urbanization, etc., are unable to reverse this situation by their own means.
Among the main programs that respond to the housing policy of the Province of Córdoba are the
following:
Voluntary Local Review CÓRDOBA 2022 | Province of Córdoba | ARG.
Transport benefits to provide equality of opportunities
The Department of Transport of the Province of Córdoba seeks to develop transport policies that seek to
respond to this multidimensional view of poverty. In this sense, two main strategies are developed: on the
one hand, one oriented to the demand of transport, and on the other hand, one oriented to the supply of
transport.
With respect to the strategy focused on the demand that citizens make for transport services, the first
step is to clearly identify the target population, i.e., which sectors require greater accessibility to public
transport. Thus, one of the axes of this demand is aimed at strengthening access to transport for students
in the Province of Córdoba. To this end, the Free Educational Ticket program is being implemented, seeking
to ensure that the school population has the tools to participate in schools, and that transport is not a
16
DIGNIFIED LIFE PROGRAM
This program provides families
in Córdoba with a financial
contribution to enable them to
refurbish their homes and thus
improve their quality of life. This
initiative is from the Ministry of
Employment Promotion and
Family Economy and has 14,000
beneficiaries for the year 2021.
OWNER PROGRAM
Allocation of plots with
infrastructure (water, energy,
lighting and curbs and guters)
to families residing in the
province with demonstrable
income and without title to
plots or homes. This program is
an initiative of the Ministry of
Public Works in coordination
with the Ministry of
Employment Promotion and
Family Economy, which implied
the delivery of 1,400 lots by
2021.
SEED HOUSING PROGRAM
This program seeks to reduce
the housing deficit in the
vulnerable population and
consists of the delivery of
materials for the construction of
housing modules. Each one has
36.2 square meters of covered
surface area organized into a
kitchen-dining room, bedroom,
bathroom and a design that can
be extended in the future. It is
an initiative of the Ministry of
Employment Promotion and
Family Economy. In 2021, 1,056
kits of construction materials
were delivered. It should be
noted that at the beginning of
2022, the Province launched the
10,000 Homes program, an
initiative that will provide
housing solutions to families in
Córdoba, through two zero-rate
mortgage loans. The first line
belongs to Seed Housing
scheme (6,500 beneficiaries)
and is intended for the
construction of a single,
permanent home. The second
line (3,500 beneficiaries) is
aimed at the purchase or
construction of housing,
financed by Córdoba Bank.
YOUR HOUSE, YOUR TITLE DEED
PROGRAM
This initiative seeks to provide
legal security of ownership of
real estate to vulnerable groups
who do not own another home
and do not have the resources
to pay for the process. In total,
6,076 deeds were processed
through this initiative.
BENEFITS ON UTILITY BILLS
Reductions in electricity and
water services and in the
provincial property tax for the
most vulnerable families in the
province of Córdoba. The benefit
is extended to pensioners'
centers, neighborhood centers
and non-profit organizations
that work with socially
vulnerable members of the
community. It is an action of the
Ministry of Social Development
that will reach 260,000
beneficiaries by 2021.
limitation for people to be able to study at any level: preschool, primary, secondary and university. In
addition, other plans are implemented to respond to the demand of certain population groups that need
this support, such as the Social Bus Tickets for Factory Workers, for people who - although they are
employed - earn less than two minimum wages, in order to achieve a higher income for these workers
through this transport benefit. Similarly, there is also Córdoba Social Ticket for people in precarious
situations.
In relation to the strategy focused on the supply of transport, where the approach is more global, fare
compensations are carried out within the public transport of passengers that include both urban
transport, which covers the city limits of a city, and interurban transport, which connects the
municipalities of the Province. The objective of this second strategy seeks to atenuate the cost that the
user has to confront of the total fare, reason why part of this cost is aforded by the governments in its
three levels, national, provincial and municipal, who work in an articulated manner. In this way, by
mitigating this cost, transport accessibility is extended to all citizens and productive mobility is also
promoted.
Finally, it is important to highlight the way in which these strategies are implemented. In the case of the
demand-oriented strategy, the aim is to correctly identify the citizens who need these programs. For
example, in relation to the Free Educational Ticket, we work together with the educational management
systems of state-run and private schools, as well as with university systems. In addition, web-based
student registration is implemented, which facilitates access and minimizes processing time. In relation to
the implementation of the supply-side strategy, regulatory cost analyses are carried out, and the
proportions of fees to be provided by the state are identified.
The main programs that respond to the transport policy of the Province of Córdoba include the following:
Voluntary Local Review CÓRDOBA 2022 | Province of Córdoba | ARG.
Transport benefits to provide equality of opportunities
The Department of Transport of the Province of Córdoba seeks to develop transport policies that seek to
respond to this multidimensional view of poverty. In this sense, two main strategies are developed: on the
one hand, one oriented to the demand of transport, and on the other hand, one oriented to the supply of
transport.
With respect to the strategy focused on the demand that citizens make for transport services, the first
step is to clearly identify the target population, i.e., which sectors require greater accessibility to public
transport. Thus, one of the axes of this demand is aimed at strengthening access to transport for students
in the Province of Córdoba. To this end, the Free Educational Ticket program is being implemented, seeking
to ensure that the school population has the tools to participate in schools, and that transport is not a
limitation for people to be able to study at any level: preschool, primary, secondary and university. In
addition, other plans are implemented to respond to the demand of certain population groups that need
this support, such as the Social Bus Tickets for Factory Workers, for people who - although they are
employed - earn less than two minimum wages, in order to achieve a higher income for these workers
through this transport benefit. Similarly, there is also Córdoba Social Ticket for people in precarious
situations.
In relation to the strategy focused on the supply of transport, where the approach is more global, fare
compensations are carried out within the public transport of passengers that include both urban
transport, which covers the city limits of a city, and interurban transport, which connects the
municipalities of the Province. The objective of this second strategy seeks to atenuate the cost that the
user has to confront of the total fare, reason why part of this cost is aforded by the governments in its
three levels, national, provincial and municipal, who work in an articulated manner. In this way, by
mitigating this cost, transport accessibility is extended to all citizens and productive mobility is also
promoted.
Finally, it is important to highlight the way in which these strategies are implemented. In the case of the
demand-oriented strategy, the aim is to correctly identify the citizens who need these programs. For
example, in relation to the Free Educational Ticket, we work together with the educational management
systems of state-run and private schools, as well as with university systems. In addition, web-based
student registration is implemented, which facilitates access and minimizes processing time. In relation to
the implementation of the supply-side strategy, regulatory cost analyses are carried out, and the
proportions of fees to be provided by the state are identified.
The main programs that respond to the transport policy of the Province of Córdoba include the following:
17
FREE EDUCATIONAL TICKETS
Benefit intended for regular
students, teachers and
non-teaching staf of state-run
educational institutions and
private educational institutions
with state contribution, from
the initial level to higher
education, including regular
students of public universities
located in the province. In total,
this program will reach 125,505
beneficiaries by 2021.
BUS TICKETS FOR THE ELDERLY
A benefit designed for older
adults, with which they have
free access to urban and
interurban public transport
services. It covers men over 65
years of age and women over
60 years of age who are
registered residents in the
province. This initiative had
89,007 beneficiaries during the
year 2021.
SOCIAL BUS TICKETS
Aimed at heads of household
who are beneficiaries of the
Social Card. It enables free urban
trips per month, with free
availability at any time and in
any urban transport service
company. The program
benefited 16,371 heads of
household in 2021.
SOCIAL BUS TICKETS FOR
FACTORY WORKERS
Benefits workers in public or
private employment who live in
the province of Córdoba. This
initiative reached 17,129
beneficiaries in 2021.
Voluntary Local Review CÓRDOBA 2022 | Province of Córdoba | ARG. | [
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"locality": "cordoba",
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"type": "vlr",
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"Informe Voluntario Local CÓRDOBA 2022 | Provincia de Córdoba | ARG.\r\n15\r\nRespecto a este ODS (...TRUNCATED) | [-0.0177864786,-0.0321719944,0.0175944883,-0.0271116942,-0.0133158602,0.010216596500000001,-0.010991(...TRUNCATED) | [
1
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"9\r\n4. PROGRESO DE LOS OBJETIVOS\r\n \r\n1. FIN DE LA POBREZA\r\nImplementación del ODS. \r\n \r\(...TRUNCATED) | [-0.014082906800000001,-0.0218088981,0.012693191900000001,-0.015341905900000001,-0.0059475685,0.0171(...TRUNCATED) | [
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"ODS 1. Poner fin a la pobreza en todas sus formas en todo el mundo.\r\nĀ.ā Para āÿĂÿ, reducir(...TRUNCATED) | [-0.0198593847,-0.014584235800000001,-0.0031957827,0.003646059,-0.0004506981,0.017093641700000002,-0(...TRUNCATED) | [
1
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"ࠀ߿ |Fin de la pobreza\r\nࠀ.ࠃ De aquí a ߿ࠂ߿ࠁ, garantizar que todos los hombres y mujer(...TRUNCATED) | [-0.0218512956,-0.0250046607,-0.0008152561,-0.0232126601,-0.007612530100000001,0.0058726226,0.007237(...TRUNCATED) | [
1
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"22 melbourne.vic.gov.au\r\nContext\r\nPoverty is a complex issue everywhere. The likelihood \r\nof (...TRUNCATED) | [0.0011064174,-0.0195970125,0.0097718257,-0.0302026104,-0.018116230100000002,0.0051860712000000005,-(...TRUNCATED) | [
1
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End of preview. Expand
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Dataset Card for SDGi Corpus
SDGi Corpus is a curated dataset for text classification by the United Nations Sustainable Development Goals (SDGs).
Dataset Details
Dataset Description
SDG Integration Corpus (SDGi Corpus) is the most comprehensive multilingual collection of texts labelled by Sustainable Development Goals (SDGs) to date. Designed for multi-label multilingual classification, SDGi Corpus contains over 7,000 examples in English, French and Spanish. Leveraging years of international SDG reporting on the national and subnational levels, we hand-picked texts from Voluntary National Reviews (VNRs) and Voluntary Local Reviews (VLRs) from more than 180 countries to create an inclusive dataset that provides both focused and broad perspectives on the SDGs. The dataset comes with a predefined train/test split.
- Curated by: United Nations Development Programme
- Language(s): English, French and Spanish
- License: CC BY-NC-SA 4.0
Dataset Sources [optional]
- Repository: https://github.com/UNDP-Data/dsc-sdgi-corpus (benchmarks)
- Paper: https://ceur-ws.org/Vol-3764/paper3.pdf
- Demo: TBA.
Uses
The dataset is designed primarily for text classification tasks – including binary, multiclass and multi-label classification – in one or more of the three supported languages. The dataset includes rich metadata with provenance information and can be used for other text mining tasks like topic modelling or quantitative text analysis with a focus on the 2030 Agenda for Sustainable Development.
Direct Use
The dataset can be directly used for training machine learning models for text classification tasks. It can also be used for topic modelling to identify the main themes that occur in the corpus or a specific subset of it. The rich metadata provided makes it possible to conduct both a trageted or comparative analyses along linguistic, geographic (country and/or locality) and temporal dimensions.
Out-of-Scope Use
The dataset is not suitable for tasks that require information not included in the dataset, such as image analysis or audio processing. It cannot be used for predicting future trends or patterns in the SDGs and is not linked to SDG indicator data directly.
Dataset Structure
The dataset consists of 7350 examples, with 5880 in the training set and 1470 in the test set. Each example includes the following fields:
text:str– the text of the example in the original language.embedding:list[float]– 1536-dimensional embedding from OpenAI'stext-embedding-ada-002model.labels:list[int]– one or more integer labels corresponding to SDGs. About 89% of the examples have just one label.metadata:dict– a dictionary containing metadata information, including:country:str– ISO 3166-1 alpha-3 code.file_id:str– internal ID of the original file. Used for provenance and troubleshooting only.language:str– one of the three supported languages, i.e.,en(English),fr(French),es(Spanish).locality:str– name of the locality withincountryfor examples from VLRs, e.g., city, province or region name.size:str– the size group of the example in terms of tokens, i.e.,s(small, approx. < 512 tokens),m(medium, approx. 512-2048 tokens),l(large, approx. > 2048 tokens).type:str– one of the two document types, i.e.,vnr(Voluntary National Review) orvlr(Voluntary Local Review).year:int– year of the publication.
re.sub(r'(\b\d+[\.\,]?\d*\b)', 'NUM', text)
The dataset comes with a predefined train/test split. The examples for the test set were not sampled at random. Instead, they were sampled in a stratified fashion using weights proportional to the cross-entropy loss of a simple classifier fitted on the full dataset. For details on the sampling process, refer to the paper.
Dataset Creation
Curation Rationale
The dataset was created to facilitate automated analysis of large corpora with respect to the 2030 Agenda for Sustainable Development. The dataset comprises texts from Voluntary National Reviews (VNRs) and Voluntary Local Reviews (VLRs) which are arguably the most authoritative sources of SDG-related texts. The dataset is a collection of texts labelled by the source data producets, the curators have not labelled any data themselves.
Source Data
All examples were collected from one of the two sources:
Only Reviews in English, French and Spanish published between January 2016 and December 2023 were included.
Data Collection and Processing
To create SDGi Corpus, we manually analysed each document, searching and extracting specific parts clearly linked to SDGs. Our curation process can be summarised in 4 steps as follows:
- Manually examine a given document to identify SDG-labelled content.
- Extract pages containing relevant content to SDG-specific folders.
- Edit extracted pages to redact (mask) irrelevant content before and after the relevant content.
- For content linked to multiple SDGs, fill out a metadata sheet.
For details on the curation process, refer to the paper.
Who are the source data producers?
Voluntary National Reviews (VNRs) and Voluntary Local Reviews (VLRs) are typically produced by government agencies, national statistical offices, and other relevant national and subnational institutions within each country. These entities are responsible for collecting, analysing, and reporting on the progress of their respective countries towards the SDGs. In addition, international organisations, civil society organisations, academia, and other stakeholders may also contribute to the data collection and reporting process for VNRs and VLRs.
Annotations
The labels in the dataset come directly from the source documents. No label annotation has been performed to produce SDGi Corpus.
Annotation process
Not applicable.
Who are the annotators?
Not applicable.
Personal and Sensitive Information
While VNR and VLR texts are unlikely to contain any sensitive Personally Identifiable Information (PII) due to their public nature and intented use, users should adhere to ethical standards and best practices when handling the dataset. Should sensitive PII information be found in the dataset, you are strongly encouraged to notify the curators.
Bias, Risks, and Limitations
Language Bias: The dataset includes texts in three languages, with English (71.9%) examples dominating the dataset, followed by examples in Spanish (15.9%) and French (12.2%). The performance of models trained on this dataset may be biased towards these languages and may not generalise well to texts in other languages. Multilingual classifiers should ensure consistent performance across the languages of interest.
Geographical Bias: The dataset includes data from various countries. However, because VNRs and VLRs are self-reported documents, some countries have produced more reports than others and are therfore overrepresented while some others are underrepresented in the dataset. This could lead to geographical bias in the models trained on this dataset.
Temporal Limitations: The dataset includes data from reports published between 2016 and 2023. Some earlier reports did not have the right structure to derive SDG labels and were not included in the dataset. As a text corpus, the dataset does not lend itself for predictive modelling to determine future trends or patterns in the SDGs.
Labelling Bias: While the labels in the dataset come from the source documents directly, they may not be entirely bias-free. The biases of the authors of the source documents might be reflected in the content of the section or the labels they assigned to it.
Domain Bias: VNRs and VLRs are formal public documents. Models trained on the data form these sources may not generalise well to other types of documents or contexts.
Sociotechnical Risks: The use of this dataset for decision-making in policy or other areas related to the SDGs should be done with caution, considering all the potential biases and limitations of the dataset. Misinterpretation or misuse of the data could lead to unfair or ineffective decisions.
Corrupted texts: A small fraction of texts in the dataset were not properly extracted from source PDFs and is corrupted. Affected examples will be removed from the dataset in the next version.
Recommendations
Users should be made aware of the risks, biases and limitations of the dataset.
Concerning the existence of corrupted texts, users are advised to remove them early on in the processing/training pipeline. To identify such examples, one can look for a large share of non-alphanumeric or special characters as well as the number of single character tokens.
Citation
BibTeX:
@inproceedings{skrynnyk2024sdgi,
author = {Mykola Skrynnyk and Gedion Disassa and Andrey Krachkov and Janine DeVera},
title = {SDGi Corpus: A Comprehensive Multilingual Dataset for Text Classification by Sustainable Development Goals},
booktitle = {Proceedings of the 2nd Symposium on NLP for Social Good},
year = {2024},
editor = {Procheta Sen and Tulika Saha and Danushka Bollegala},
volume = {3764},
series = {CEUR Workshop Proceedings},
pages = {32--42},
publisher = {CEUR-WS.org},
series = {CEUR Workshop Proceedings},
address = {Aachen},
venue = {Liverpool, United Kingdom},
issn = {1613-0073},
url = {https://ceur-ws.org/Vol-3764/paper3.pdf},
eventdate = {2024-04-25},
}
APA:
Skrynnyk, M., Disassa, G., Krachkov, A., & DeVera, J. (2024). SDGi Corpus: A Comprehensive Multilingual Dataset for Text Classification by Sustainable Development Goals. In P. Sen, T. Saha, & D. Bollegala (Eds.), Proceedings of the 2nd Symposium on NLP for Social Good (Vol. 3764, pp. 32–42). CEUR-WS.org. https://ceur-ws.org/Vol-3764/paper3.pdf
Glossary
- SDGs (Sustainable Development Goals) : A collection of 17 global goals set by the United Nations General Assembly in 2015 for the year 2030. They cover social and economic development issues including poverty, hunger, health, education, climate change, gender equality, water, sanitation, energy, urbanization, environment and social justice.
- VLR (Voluntary Local Review): A process undertaken by local and regional governments to evaluate their progress towards the 2030 Agenda. Note that unlike VNRs, VLRs were not originally envisioned in the 2030 Agenda but emerged as a popular means of communication about SDG localisation.
- VNR (Voluntary National Review): A process undertaken by national governments to evaluate their progress towards the 2030 Agenda.
More Information
The dataset is a product of the DFx. Data Futures Platform (DFx) is an open-source, central hub for data innovation for development impact. Guided by UNDP’s thematic focus areas, we use a systems approach and advanced analytics to identify actions to accelerate sustainable development around the world.
Dataset Card Contact
For inquiries regarding data sources, technical assistance, or general information, please feel free to reach out to us at [email protected].
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