Developing a probabilistic model for evaluating the organisational safety climate factors in offsite manufacturing

Purpose Offsite manufacturing (OSM) is a modern construction technique that offers several advantages over traditional construction, including using less material to produce a similar product, lowering costs, increasing quality and enhancing environmental sustainability of the final product in several ways. However, there is evidence of increased safety related incidents at an OSM facility due to the varying nature of its organisational safety climate. Therefore, this study aims to ascertain the relationships between organisational safety climate factors and safety performance in an OSM context, with a view to developing better safety outcomes. Design/methodology/approach A Bayesian Network (BN) approach was adopted to uncover the probabilistic relationships among organisational safety climate factors. First, a literature review was conducted to develop a conceptual model, which was validated by industry experts. Second, a questionnaire survey with Australian OSM professionals was employed to quantify the BN model. Finally, a sensitivity analysis was performed to validate the BN model and identify critical factors. Findings Owing to the influence of organisational safety climate dimensions, there is a 79% probability that Australian OSM facilities obtain “high” safety performance. Despite this result, improvements in management safety response, the balance between safety and production, supervisor safety expectations, credibility in training and accessibility to safety rules and procedures are critical to maintaining and improving this current outcome. Originality/value This study develops a probabilistic model determining relationships between organisational safety climate factors and safety performance, particularly in an OSM context. The proposed model facilitates safety managers’ comprehension of safety climate issues and provides decision-making support when implementing safety management strategies.

Authors

Publication Details

Journal
Engineering Construction & Architectural Management
Published
2025-01-22
DOI
https://doi.org/10.1108/ecam-06-2023-0647
Primary Topic
Occupational Health and Safety Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Developing a probabilistic model for evaluating the organisational safety climate factors in offsite manufacturing

Michael C.P. Sing, Peter Davis, Sadith Chinthaka Vithanage, Tanvi Newaz
Engineering Construction & Architectural Management
Occupational Health and Safety Research
article

Developing a probabilistic model for evaluating the organisational safety climate factors in offsite manufacturing

Michael C.P. Sing, Peter Davis, Sadith Chinthaka Vithanage, Tanvi Newaz
article en

Abstract

Purpose Offsite manufacturing (OSM) is a modern construction technique that offers several advantages over traditional construction, including using less material to produce a similar product, lowering costs, increasing quality and enhancing environmental sustainability of the final product in several ways. However, there is evidence of increased safety related incidents at an OSM facility due to the varying nature of its organisational safety climate. Therefore, this study aims to ascertain the relationships between organisational safety climate factors and safety performance in an OSM context, with a view to developing better safety outcomes. Design/methodology/approach A Bayesian Network (BN) approach was adopted to uncover the probabilistic relationships among organisational safety climate factors. First, a literature review was conducted to develop a conceptual model, which was validated by industry experts. Second, a questionnaire survey with Australian OSM professionals was employed to quantify the BN model. Finally, a sensitivity analysis was performed to validate the BN model and identify critical factors. Findings Owing to the influence of organisational safety climate dimensions, there is a 79% probability that Australian OSM facilities obtain “high” safety performance. Despite this result, improvements in management safety response, the balance between safety and production, supervisor safety expectations, credibility in training and accessibility to safety rules and procedures are critical to maintaining and improving this current outcome. Originality/value This study develops a probabilistic model determining relationships between organisational safety climate factors and safety performance, particularly in an OSM context. The proposed model facilitates safety managers’ comprehension of safety climate issues and provides decision-making support when implementing safety management strategies.

Engineering Construction & Architectural Management
Openalex Percentile: Top 99%
Occupational Health and Safety Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Developing a probabilistic model for evaluating the organisational safety climate factors in offsite manufacturing — Michael C.P. Sing, Peter Davis, et al. · Engineering Construction & Architectural Management (2025) | TGRS Research Map | TGRS