Evidence map›Paper›PMID 42211251›Full record

ArticleEnvironmental research, health : ERH2026

Lessons from the first U.S. school districts with real-time indoor environmental quality (IEQ) sensors in classrooms: benefits, barriers and opportunities.

M Pilar Botana Martinez, M Patricia Fabian, Kyleigh Gunn, Katherine H Walsh, Madeleine K Scammell

Abstract read
In one paragraph

Article in Environmental research, health : ERH, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

5 authors.

M Pilar Botana MartinezDepartment of Environmental Health, Boston University School of Public Health, Boston, MA, United States of America.ORCID https://orcid.org/0000-0003-3235-1430
M Patricia FabianDepartment of Environmental Health, Boston University School of Public Health, Boston, MA, United States of America.
Kyleigh GunnDepartment of Environmental Health, Boston University School of Public Health, Boston, MA, United States of America.ORCID https://orcid.org/0009-0002-8455-4002
Katherine H WalshBoston Public Schools, Boston, MA, United States of America.
Madeleine K ScammellDepartment of Environmental Health, Boston University School of Public Health, Boston, MA, United States of America.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

With aging buildings, rising temperatures, and limited budgets, school districts in the United States need effective strategies to address classroom environmental issues, secure funding for upgrades, and develop climate resilience plans. Collecting real-time indoor environmental quality (IEQ) data in classrooms can support these goals, yet few districts have adopted comprehensive school environmental monitoring, and little is known about the barriers and facilitators to its use. Understanding the value of this approach to ensure good environmental conditions inside schools, the challenges faced by early adopters, and strategies to overcome them will be essential for broader implementation. During the spring of 2025, we interviewed 13 school staff members from 5 public school districts across the United States that were early adopters of IEQ monitoring. Discussions covered perceptions of IEQ in their districts, benefits of collecting this data, and barriers and facilitators to implementing sensors and leveraging the data collected. Participants identified many uses for classroom IEQ data, including supporting operations (e.g. simplifying environmental audits, remotely validating complaints, holding mechanical ventilation vendors accountable) and sustainability efforts (e.g. advocating for capital upgrades, monitoring wildfire smoke infiltration, predicting mold growth, ensuring medication safety, and student education). Opinions were mixed on publicly sharing the data. Barriers included database complexity, the need for environmental health (EH) and data expertise, high costs, technical challenges, workload, and ethical concerns. Schools addressed these challenges through vendor support, artificial intelligence, and partnerships with academic researchers. Key opportunities to advance environmental equity in schools include improving EH literacy among staff and leadership and establishing indoor air quality standards. This study highlights lessons learned from pioneering districts and demonstrates how IEQ monitoring can improve classroom conditions, support operations and funding, and guide climate resilience and sustainability initiatives. The findings offer valuable insights for school districts, governments, and researchers considering installing environmental monitoring in classrooms.

Indexed as

climate resiliencedata literacyenvironmental health literacyindoor environmental monitoringindoor environmental qualityschoolssustainability

Identifiers

PMID42211251
PMCPMC13214563

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.