Reduced, reused and recycled: The life of a dataset in machine learning research

B Koch, E Denton, A Hanna, JG Foster - arXiv preprint arXiv:2112.01716, 2021 - arxiv.org
Benchmark datasets play a central role in the organization of machine learning research.
They coordinate researchers around shared research problems and serve as a measure of …

Using the GB2 income distribution

D Chotikapanich, WE Griffiths, G Hajargasht… - Econometrics, 2018 - mdpi.com
To use the generalized beta distribution of the second kind (GB2) for the analysis of income
and other positively skewed distributions, knowledge of estimation methods and the ability to …

Wealth inequality: A survey

FA Cowell, P Kerm - A Collection of Reviews on Savings and …, 2016 - Wiley Online Library
The distribution of wealth lies at the heart of the broad research field of economic inequality.
It is a topic that has recently gained considerable attention in view of the widespread …

The Theil indices in parametric families of income distributions—A short review

J María Sarabia, V Jordá… - Review of Income and …, 2017 - Wiley Online Library
The Theil indices (Theil,) are widely used measures for studying the degree of concentration
and inequality in size income distributions. Their property of decomposability makes these …

Robust estimation of inequality from binned incomes

PT Von Hippel, SV Scarpino… - Sociological …, 2016 - journals.sagepub.com
Researchers often estimate income inequality by using data that give only the number of
cases (eg, families or households) whose incomes fall in “bins” such as 0to 9,999, 10,000to …

[PDF][PDF] Better estimates from binned income data: interpolated CDFs and mean-matching

PT Von Hippel, DJ Hunter… - Sociological Science, 2017 - sociologicalscience.com
Researchers often estimate income statistics from summaries that report the number of
incomes in bins such as $0 to 10,000, $10,001 to 20,000,..., $200,000+. Some analysts …

The plateauing of cognitive ability among top earners

M Keuschnigg, A van de Rijt, T Bol - European Sociological …, 2023 - academic.oup.com
Are the best-paying jobs with the highest prestige done by individuals of great intelligence?
Past studies find job success to increase with cognitive ability, but do not examine how …

[HTML][HTML] Moderate opulence: the evolution of wealth inequality in Mexico in its first century of independence

DC Garza - Explorations in Economic History, 2024 - Elsevier
This article presents the first complete 19 th-century reconstruction of the Mexican wealth
distribution, from independence to the Mexican Revolution. It uses an often underutilized …

Inference for income distributions using grouped data

G Hajargasht, WE Griffiths, J Brice… - Journal of Business & …, 2012 - Taylor & Francis
We develop a general approach to estimation and inference for income distributions using
grouped or aggregate data that are typically available in the form of population shares and …

Pareto–lognormal distributions: Inequality, poverty, and estimation from grouped income data

G Hajargasht, WE Griffiths - Economic Modelling, 2013 - Elsevier
The (double) Pareto–lognormal is an emerging parametric distribution for income that has a
sound underlying generating process, good theoretical properties, and some limited …