---
title: "The long-run costs of pandemic school closures"
description: "\"Long-term effects\" is a rising keyword in the economics journals, and COVID-19 is still one of the most frequent keywords overall. Yet only 22 of 778 recent pandemic papers carry a schooling or human-capital keyword. Five years on, do the students who lost the most school time show it in exams, graduation and early careers?"
url: https://scholar4ai.com/ideas/long-run-costs-of-pandemic-school-closures
markdown_url: https://scholar4ai.com/ideas/long-run-costs-of-pandemic-school-closures.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
date: "2026-10-23"
updated: "2026-10-23"
status: "seed"
tags: ["economics", "education", "labor"]
keywords: ["school closures", "learning loss", "long-term effects"]
---

# The long-run costs of pandemic school closures

"Long-term effects" is a rising keyword in the economics journals, and COVID-19 is still one of the most frequent keywords overall. Yet only 22 of 778 recent pandemic papers carry a schooling or human-capital keyword. Five years on, do the students who lost the most school time show it in exams, graduation and early careers?

## What prompted this

In economics, "long-term effects" had 7 papers in July–September 2026 against about 2 expected (see the [economics dashboard](/categories/economics)). Since October 2025, 778 papers carry a COVID-19 or pandemic keyword (318 in finance journals, 296 in economics). Only 22 of them carry a school-closure, learning-loss, educational-attainment or human-capital keyword, 16 of those in economics.

## Questions

- Did students whose schools stayed closed longer score lower years later, graduate less often or go to weaker colleges?
- Did tutoring and catch-up programmes close the gap, and for whom?
- What do the first labour market outcomes of these cohorts show?

## Data that could help

School-level closure data, standardized test scores (state assessments, NAEP, PISA), college enrolment and early earnings records.

## Next step

Relate district-level weeks of remote schooling in 2020–2021 to the change in test scores through 2025 in US state assessment data.

## Related research activity

*The keywords this note follows, in the tracked finance, accounting, economics, management, operations research and AI journals as of 2026-10-26*

| Keyword | Papers, last 30 days | Rank | Papers per month, Oct 23 – Oct 26* | Papers, last 36 months |
|---|---:|---:|---|---:|
| school closures | 2 | #1303 | 0, 0, 0, 0, 0, 0, 2, 1, 2, 0, 2, 0, 2, 2, 0, 1, 1, 1, 0, 2, 3, 2, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 2, 0, 0, 2 | 28 |
| learning loss | 0 | – | 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0 | 10 |
| long-term effects | 3 | #776 | 0, 0, 0, 0, 0, 0, 2, 2, 1, 1, 1, 1, 3, 0, 0, 5, 0, 3, 6, 2, 1, 2, 1, 1, 1, 2, 0, 0, 1, 2, 0, 0, 0, 1, 1, 5, 1 | 45 |

## Cite this page

Scholar4AI. (2026). The long-run costs of pandemic school closures. Journal Research Rankings. Retrieved October 23, 2026, from https://scholar4ai.com/ideas/long-run-costs-of-pandemic-school-closures

```bibtex
@misc{scholar4ai-ideas-long-run-costs-of-pandemic-school-closures,
  author = {{Scholar4AI}},
  title = {The long-run costs of pandemic school closures},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/ideas/long-run-costs-of-pandemic-school-closures}},
  urldate = {2026-10-23},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).