Toward a Clearer Definition of Development A Coverage-Adjusted IHDI Threshold

This paper proposes a single, replicable rule for classifying a country as developed: a coverage-adjusted Inequality-adjusted Human Development Index (IHDI) of at least 0.78. Countries at or above the threshold are classified as developed. Countries below it are not, whatever their income level. The rule revises an earlier version that paired an IHDI of 0.78 with a nominal GDP per capita of USD 25,000. Re-examining that rule against UNDP's 2025 data shows that the IHDI threshold still holds: the largest break in the top 60 countries remains between Portugal (0.795) and Serbia (0.772). The fixed dollar threshold, however, decays with inflation and nominal growth. It is also redundant, because income is already one of the IHDI's three dimensions. The earlier rule's main anomaly, the United Arab Emirates, is traced to a measurement problem rather than a weighting problem. Large populations of low-wage workers on employer-tied permits are only partly reflected in national health, education and inequality data. The paper corrects for this with a coverage adjustment applied identically to every country. The adjusted score is a population-weighted average of the reported IHDI and an estimated score for the uncovered group. By construction, the adjustment gives an upper limit on the true score. Applied to 61 countries, the adjustment leaves the threshold in place and changes almost nothing outside a small group of countries. The UAE falls from 16th to 53rd. Singapore falls into the gap but remains above the line. The other Gulf states, for which UNDP publishes no IHDI, are estimated and fall below it.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-08
DOI
https://doi.org/10.5281/zenodo.23248727
Primary Topic
Income, Poverty, and Inequality
Type
preprint
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preprint

Toward a Clearer Definition of Development A Coverage-Adjusted IHDI Threshold

Lokesh Bhaskar
Zenodo (CERN European Organization for Nuclear Research)
Income, Poverty, and Inequality
preprint

Toward a Clearer Definition of Development A Coverage-Adjusted IHDI Threshold

Lokesh Bhaskar
preprint en

Abstract

This paper proposes a single, replicable rule for classifying a country as developed: a coverage-adjusted Inequality-adjusted Human Development Index (IHDI) of at least 0.78. Countries at or above the threshold are classified as developed. Countries below it are not, whatever their income level. The rule revises an earlier version that paired an IHDI of 0.78 with a nominal GDP per capita of USD 25,000. Re-examining that rule against UNDP's 2025 data shows that the IHDI threshold still holds: the largest break in the top 60 countries remains between Portugal (0.795) and Serbia (0.772). The fixed dollar threshold, however, decays with inflation and nominal growth. It is also redundant, because income is already one of the IHDI's three dimensions. The earlier rule's main anomaly, the United Arab Emirates, is traced to a measurement problem rather than a weighting problem. Large populations of low-wage workers on employer-tied permits are only partly reflected in national health, education and inequality data. The paper corrects for this with a coverage adjustment applied identically to every country. The adjusted score is a population-weighted average of the reported IHDI and an estimated score for the uncovered group. By construction, the adjustment gives an upper limit on the true score. Applied to 61 countries, the adjustment leaves the threshold in place and changes almost nothing outside a small group of countries. The UAE falls from 16th to 53rd. Singapore falls into the gap but remains above the line. The other Gulf states, for which UNDP publishes no IHDI, are estimated and fall below it.

Zenodo (CERN European Organization for Nuclear Research)
Income, Poverty, and Inequality
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