7
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Hierarchical and two-step clustering to assess symptoms of sick building syndrome in office spaces in an educational building

, , &
Received 23 Jan 2024, Accepted 15 Jun 2024, Published online: 03 Jul 2024
 

ABSTRACT

People spend a significant amount of time indoors, being exposed to situations that might lead to discomfort, illness and loss of productivity. This study addressed the symptoms reported by employees of office spaces within an educational building, focusing on sick building syndrome (SBS), a set of symptoms experienced by occupants of buildings without a known cause. Volunteers were asked to complete a questionnaire reporting their symptoms during the workday. After data collection, hierarchical and two-step clustering were applied to assess the symptoms reported. The main results found were: (I) around 43.06% of people reported at least one symptom of SBS; (II) two-step clustering analysis showed that the main predictive symptoms are blurred vision, eye irritation, exhaustion, drowsiness and weakness; (III) hierarchical clustering analysis observed a high probability of simultaneous symptoms such as exhaustion and drowsiness, nasal irritation or itching and runny nose. At the same time, cough and shortness of breath showed a lower probability; (IV) the dendrogram formed a group predominantly linked to respiratory symptoms and another related to throat and skin symptoms; (V) the application of cluster analysis has the potential to describe the patterns and groups of identified symptoms accurately. Additionally, the research presented several contributions, such as identifying the most severe symptoms requiring immediate mitigation actions and enabling decisions related to employees’ health and well-being by implementing preventive measures to promote a healthier environment.

Disclosure statement

No potential conflict of interest was reported by the author(s).

Additional information

Funding

This work was supported by Conselho Nacional de Desenvolvimento Científico e Tecnológico; CAPES [grant number 001].

Log in via your institution

Log in to Taylor & Francis Online

PDF download + Online access

  • 48 hours access to article PDF & online version
  • Article PDF can be downloaded
  • Article PDF can be printed
USD 61.00 Add to cart

Issue Purchase

  • 30 days online access to complete issue
  • Article PDFs can be downloaded
  • Article PDFs can be printed
USD 336.00 Add to cart

* Local tax will be added as applicable

Related Research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.