Big Data in the construction industry: A review of present status, opportunities, and future trends

M Bilal, LO Oyedele, J Qadir, K Munir, SO Ajayi… - Advanced engineering …, 2016 - Elsevier
The ability to process large amounts of data and to extract useful insights from data has
revolutionised society. This phenomenon—dubbed as Big Data—has applications for a wide …

Machine learning in occupational accident analysis: A review using science mapping approach with citation network analysis

S Sarkar, J Maiti - Safety science, 2020 - Elsevier
The present study reviews the publications that examine the application of machine learning
(ML) approaches in occupational accident analysis. The review process includes four …

Safety leading indicators for construction sites: A machine learning approach

CQX Poh, CU Ubeynarayana, YM Goh - Automation in construction, 2018 - Elsevier
The construction industry is one of the most dangerous industries in many countries. To
improve the situation, senior managers overseeing portfolios of construction projects need to …

An improved text mining approach to extract safety risk factors from construction accident reports

XU Na, MA Ling, Q Liu, W Li, Y Deng - Safety science, 2021 - Elsevier
Workplace accidents in construction commonly cause fatal injury and fatality, resulting in
economic loss and negative social impact. Analysing accident description reports helps …

Critical factors for the use or non-use of personal protective equipment amongst construction workers

TKM Wong, SS Man, AHS Chan - Safety science, 2020 - Elsevier
This study used a qualitative approach to explore the attitudes and experiences of
construction workers towards the use of personal protective equipment (PPE) and examine …

[HTML][HTML] Enhancing construction safety: Machine learning-based classification of injury types

M Alkaissy, M Arashpour, EM Golafshani, MR Hosseini… - Safety science, 2023 - Elsevier
The construction industry is a hazardous industry with significant injuries and fatalities. Few
studies have used data-driven analysis to investigate injuries due to construction accidents …

Fatal accident patterns of building construction activities in China

B Shao, Z Hu, Q Liu, S Chen, W He - Safety science, 2019 - Elsevier
Fatal accidents occur frequently in building construction activities due to inherently
hazardous nature. This paper aims to explore the fatal accident patterns in China's building …

Factors influencing unsafe behaviors and accidents on construction sites: A review

Y Khosravi, H Asilian-Mahabadi… - … of occupational safety …, 2014 - Taylor & Francis
Objective. Construction is a hazardous occupation due to the unique nature of activities
involved and the repetitiveness of several field behaviors. The aim of this methodological …

Relationships among safety climate, safety behavior, and safety outcomes for ethnic minority construction workers

S Lyu, CKH Hon, APC Chan, FKW Wong… - International journal of …, 2018 - mdpi.com
In many countries, it is common practice to attract and employ ethnic minority (EM) or
migrant workers in the construction industry. This primarily occurs in order to alleviate the …

Predicting and analyzing injury severity: A machine learning-based approach using class-imbalanced proactive and reactive data

S Sarkar, A Pramanik, J Maiti, G Reniers - Safety science, 2020 - Elsevier
Although the utility of the machine learning (ML) techniques is established in occupational
accident domain using reactive data, its exploration in predicting injury severity using both …