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Many countries measure poverty based only on income or consumption. However, there is a growing awareness of measuring poverty through multiple dimensions that captures a more reasonable status of poverty. Estimating poverty measure(s) for…

统计方法学 · 统计学 2025-10-13 Soumojit Das , Dilshanie Deepawansa , Partha Lahiri

Poverty is a multifaceted phenomenon linked to the lack of capabilities of households to earn a sustainable livelihood, increasingly being assessed using multidimensional indicators. Its spatial pattern depends on social, economic,…

计算与语言 · 计算机科学 2023-04-28 Atharva Kulkarni , Raya Das , Ravi S. Srivastava , Tanmoy Chakraborty

The choice of appropriate measures of deprivation, identification and aggregation of poverty has been a challenge for many years. The works of Sen, Atkinson and others have been the cornerstone for most of the literature on poverty…

综合经济学 · 经济学 2019-08-22 Felipe Del Canto M

Poverty mapping is a powerful tool to study the geography of poverty. The choice of the spatial resolution is central as poverty measures defined at a coarser level may mask their heterogeneity at finer levels. We introduce a small area…

统计方法学 · 统计学 2026-01-23 Silvia De Nicolò , Enrico Fabrizi , Aldo Gardini

Major decisions from governments and other large organizations rely on measurements of the populace's well-being, but making such measurements at a broad scale is expensive and thus infrequent in much of the developing world. We propose an…

计算机视觉与模式识别 · 计算机科学 2021-03-02 Jihyeon Lee , Dylan Grosz , Burak Uzkent , Sicheng Zeng , Marshall Burke , David Lobell , Stefano Ermon

We describe a method to identify poor households in data-scarce countries by leveraging information contained in nationally representative household surveys. It employs standard statistical learning techniques---cross-validation and…

机器学习 · 统计学 2017-11-21 Varun Kshirsagar , Jerzy Wieczorek , Sharada Ramanathan , Rachel Wells

Poverty is a multidimensional concept often comprising a monetary outcome and other welfare dimensions such as education, subjective well-being or health, that are measured on an ordinal scale. In applied research, multidimensional poverty…

统计方法学 · 统计学 2020-09-09 Maike Hohberg , Francesco Donat , Giampiero Marra , Thomas Kneib

The objective of this study is applying a utility based analysis to a comparatively efficient design experiment which can capture people's perception towards the various components of a commodity. Here we studied the multi-dimensional…

应用统计 · 统计学 2024-10-16 Anushka De , Diganta Mukherjee

Poverty maps are essential tools for governments and NGOs to track socioeconomic changes and adequately allocate infrastructure and services in places in need. Sensor and online crowd-sourced data combined with machine learning methods have…

机器学习 · 计算机科学 2023-04-07 Lisette Espín-Noboa , János Kertész , Márton Karsai

The rigorous evaluation of anti-poverty programs is key to the fight against global poverty. Traditional evaluation approaches rely heavily on repeated in-person field surveys to measure changes in economic well-being and thus program…

综合经济学 · 经济学 2021-04-27 Luna Yue Huang , Solomon Hsiang , Marco Gonzalez-Navarro

Multidimensional poverty measurement has captured the attention of policy-makers and researchers during recent years. Mexico is one of the most advanced countries in the measurement of poverty beyond income indicators. However, both in…

物理与社会 · 物理学 2017-02-17 V. Pérez-Cirera , O. López-Corona , G. Teruel F. Carrera , M. Reyes , A. García-Teruel

Poverty maps are used to aid important political decisions such as allocation of development funds by governments and international organizations. Those decisions should be based on the most accurate poverty figures. However, often reliable…

应用统计 · 统计学 2014-08-01 Isabel Molina , Balgobin Nandram , J. N. K. Rao

The persistence of poverty is not well explained by who is poor. We argue the relevant object of measurement is trappedness--expected escape time from deprivation--which varies systematically across institutional environments and is…

综合经济学 · 经济学 2026-03-20 Isaak Mengesha , Debraj Roy

Recent advances in deep learning have enabled the inference of urban socioeconomic characteristics from satellite imagery. However, models relying solely on urbanization traits often show weak correlations with poverty indicators, as…

计算机与社会 · 计算机科学 2025-09-08 Sungwon Park , Sumin Lee , Jihee Kim , Jae-Gil Lee , Meeyoung Cha , Jeasurk Yang , Donghyun Ahn

With a new deprivation (or poverty) function, in this paper, we theoretically study the changes in poverty with respect to the `global' mean and variance of the income distribution using Indian survey data. We show that when the income…

物理与社会 · 物理学 2015-06-26 Amit K Chattopadhyay , Sushanta K Mallick

In this article we redefine various poverty measures in literature in terms of quantile functions instead of distribution functions in the prevailing approach. This enables provision for alternative methodology for poverty measurement and…

统计理论 · 数学 2025-04-09 N. Unnikrishnan Nair , S. M. Sunoj

This paper proposes a positional poverty gap measure of multidimensional poverty within the Alkire-Foster counting framework. The measure captures the depth of deprivations even when indicators are ordinal, unlike the standard poverty gap,…

统计方法学 · 统计学 2026-03-17 Fernando Flores Tavares

In many developing nations, a lack of poverty data prevents critical humanitarian organizations from responding to large-scale crises. Currently, socioeconomic surveys are the only method implemented on a large scale for organizations and…

机器学习 · 计算机科学 2023-03-01 Om Shah , Krti Tallam

Poverty status identification is the first obstacle to eradicating poverty. Village-level poverty identification is very challenging due to the arduous field investigation and insufficient information. The development of the Web…

计算机与社会 · 计算机科学 2023-02-15 Jing Ma , Liangwei Yang , Qiong Feng , Weizhi Zhang , Philip S. Yu

Financial inclusion and inclusive growth are the buzzwords today. Inclusive growth empowers people belonging to vulnerable sections. This in turn depends upon a variety of factors, the most important being financial inclusion, which plays a…

综合经济学 · 经济学 2021-05-26 Manohar Serrao , Aloysius Sequeira , K. V. M. Varambally
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