Evidence map›Paper›PMID 36591598›Full record

ArticleJournal of macroeconomics2023

Loss-of-learning and the post-Covid recovery in low-income countries.

Edward F Buffie, Christopher Adam, Luis-Felipe Zanna, Kangni Kpodar

Abstract read
In one paragraph

Article in Journal of macroeconomics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. COVID-19 school closures, learning losses and intergenerational mobility.Humanities & social sciences communications · 2026
    Article
  2. Article
  3. Review
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Edward F BuffieDepartment of Economics, Indiana University, United States of America.
Christopher AdamDepartment of International Development, University of Oxford, United Kingdom.
Luis-Felipe ZannaInstitute for Capacity Development, International Monetary Fund, United States of America.
Kangni KpodarStrategy, Policy, and Review Department, International Monetary Fund, United States of America; FERDI, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We analyze the medium-term macroeconomic impact of the Covid-19 pandemic and associated lock-down measures on low-income countries. We focus on the impact of the degradation of health and human capital caused by the pandemic and its aftermath, exploring the trade-offs between rebuilding human capital and the recovery of livelihoods and macroeconomic sustainability. A dynamic general equilibrium model is calibrated to reflect the structural characteristics of vulnerable low-income countries and to replicate key dimensions of the Covid-19 shock. We show that absent significant and sustained external financing, the persistence of loss-of-learning effects on labor productivity is likely to make the post-Covid recovery more attenuated and more expensive than many contemporary analysis suggests.

Indexed as

Covid-19DebtFiscal policyGrowthHuman capitalLabor marketsPublic investmentWelfare

Identifiers

PMID36591598
PMCPMC9788846

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.