Cluster analysis was conducted on the variables of E&M works-related accidents to identify groups with different pattern of accidents. Clustering is an effective method for segmenting the dataset in more homogeneous groups and for identifying the variables that may have a higher influence on injury type and accident severity. Clustering for accident case analysis is important in safety research to reveal characteristics of accident situations and injured workers for designing safety preventive measures in future. To assess complex relations between E&M accidents and accident outcome, seven key variables were selected for analysis (
Table 1). Previous literature indicated that type of works, type of accident and worker’s length of experience are crucial features of construction accidents [
37,
41,
42,
43]. Thus, these variables were chosen for analysis. Moreover, variables related to the accident outcome such as body part injured, nature of injury, severity of injury and period of incapacity were also selected to form the cluster model. The 421 E&M accident cases were formed into three clusters (
Figure 2). Schwarz’s Bayesian Criterion (BIC) or the Akaike Information Criterion (AIC) are the common clustering criteria to determine the optimum number of clusters. The Schwarz’s Bayesian Criterion (BIC) with silhouette was used to determine the final optimum number of clusters for the final cluster model as Vermunt and Magidson [
44] pointed out that BIC is a more reliable criterion than (AIC) especially for large datasets. The final three-cluster model was described by the proportion of each variable in each cluster, which enables us to identify each cluster as a specific E&M accident situation. The profile of the three clusters is shown in
Table 4.
5.2.3. Cluster 3
Cluster 3 included 150 E&M accident cases with workers who were involved in air-conditioning installation works with zero to five years of working experience. The workers’ injuries were caused by multiple types of accidents such as exposure to fire, stepping on object. Common classifications for nature of injury were crushing, and laceration or cut on upper limbs. The victims of this cluster mostly did not require hospitalization or required hospitalization for less than 24 h and suffered incapacity for less than 20 days.
The cluster analysis results of the 421 E&M works-related accidents and their distribution in each cluster are summarized in
Table 5. In terms of E&M trade, electrician accounted for the greatest number of accident cases. The current findings indicated that electrical wiring and air-conditioning installation works were the top two hazardous trades of E&M works, accounting for about 41% and 31% of all E&M accident cases respectively. From the analysis results, the variable of “type of accident” is the most important predictor of the formation of the clusters. E&M installation works result in various types of accidents. “Slip, trip or fall on same level” (
n = 98) and “fall of person from height” (
n = 87) were the most common types of E&M accident. Both accident types demonstrated a high frequency of upper and lower limbs injuries. Other types of accident (
n = 99) which encompasses a range of miscellaneous accident types such as exposure to fire/burning, dust/foreign particle in eye, stepping on object, and crushing, etc. The patterns of injury nature and accident types varied substantially. For instance (
Table 5), fracture was a major type of injury nature associate with ‘fall of person from height’. Contusion, sprain or twist were the main injury due to ‘slip, trip or fall on same level’. ‘Fall of person from height’ resulted in a higher number of fracture injuries indicating that falls from an elevation could generate more severe injuries and longer period of incapacity.
The cluster model revealed the relationship of accident types and a comprehensive set of factors associated with the accident. The first cluster identified was electrical wiring workers with more than 15 years of working experience in construction. This is not surprising that electricians are the most accident-prone E&M workers as they need to work at height and involve electrical hazards. However, it is unexpected that workers with more experience were more prone to accidents in this cluster. It undermines the concept that safety attitude is normally built up through experience. The E&M accident data was further analyzed by the length of experience of the injured worker and illustrated in
Figure 3. It is obvious that a downward trend of the number of accidents was revealed with the increase of length of the worker’s experience. It is rather surprising that the number of accidents of workers with over 19 years of experience was significantly higher than expected. A U-shape relationship was discovered between year of experience and number of E&M accidents, indicating that year of experience can increase the safety awareness of workers for a certain period of time, but became less of an advantage over a certain years of experience. The safety awareness of experienced E&M workers may reduce if they take safety lightly with the increase of experience. The interviewees of Choudhry and Fang [
18] revealed that workers with more site experience did not feel comfortable following proper safety procedures and were not afraid of getting hurt.
The vast majority of accidents in this cluster were caused by ‘fall of person from height’ and result in upper limb fractures. These accidents mainly involve falls from ladders or working platforms. Serious accidents may happen when the worker falls due to the sudden collapse of the ladder or working platform or loses his balance while conducting installation works. Numerous studies supported that fall of person from height causes a greater number of severe and even fatal accidents in the construction sector [
37,
45,
46]. The injured worker needs hospitalization more than 24 h and suffers over 100 days of incapacity for work. Hence, the long period of incapacity of workers incurred extra financial costs, including loss due to absence from work of the injured worker, inefficiency after resuming work of the injured worker, medical expenses, fines and legal expenses and loss due to damaged material or finished work, etc. [
47,
48].
Similar to cluster 1, the second cluster had the largest group of accident cases consisting of electrical wiring installation workers. However, the injured workers in this cluster had relatively less working experience (i.e., zero to five years). The research of Choudhry and Fang [
18] revealed that young workers with less experience are more prone to accidents. The research further pointed out that the most effective safety training for new construction workers is learned by doing or by gaining experience. New workers become more aware of construction safety with the accumulation of working experience. The workers with more experience have more job knowledge, skills and patience [
41]. Most of the accidents in this cluster were caused by ‘slip, trip or fall on same level’ and resulted in contusion, sprain or twist of lower limbs. The injured workers in this cluster suffered less severe injury with no hospitalization or hospitalization for less than 24 h and not more than 20 days of incapacity for work. The findings are in line with the research of Lipscomb et al. [
49] that individuals performing electrical wiring works suffered slip/trip injury at a significant higher rate than other types of work. Major slip/trip injuries were related to soft tissue injuries such as sprains, strains or contusions and more commonly led to injuries of lower extremity [
49,
50]. Slips and trips are regarded as one of the most significant type of construction accidents [
49,
51,
52]. Lipscomb et al. [
49] found that environmental factors, such as slippery or uneven working surfaces, weather and lighting, were the most frequent and common contributor to slip/trip injuries. Besides, poor housekeeping and human factors (i.e., lapse of attention, carelessness or rush to finish work, etc.) also contribute to these accidents [
49,
53].
The third cluster covered workers who were involved in air-conditioning installation works with zero to five years of working experience. Camino López et al. [
37] indicated that construction workers with a short period of services suffered a higher percentage of accidents. This cluster revealed that workers of air-conditioning works are prone to E&M accidents. The research findings also indicated that air-conditioning installation and maintenance works were the second most risky form of E&M works. Most of the accidents occurred in Air Handling Unit (AHU) room or AC plant room for carrying out installation or maintenance of the AC system. A combination of project complexity, poor working conditions and hazardous nature of work is leading to variety types of accident. This cluster group included multiple types of accidents such as exposure to fire, hand tool accident, stepping on object and crushing, etc. These accident types are easily overlooked but the research findings show that multiple types of accidents contribute a significant number of accident cases. The accidents in this cluster are mainly less severe and caused laceration and cut on upper limbs. The victims of this cluster mostly did not require hospitalization or required hospitalization for less than 24 h and led to incapacity for less than 20 days.
Other factors for E&M accidents were also evaluated (
Table 6). Improper procedure and poor housekeeping were the top two unsafe conditions, whereas lapse of attention was the key unsafe action among the E&M accident cases. Carelessness or not concentrating were the most significant personal factor of accidents. According to Zhou et al. [
54], major types of improper construction procedures refer to failure to operate in accordance with safety specifications and construction guidelines. For example, the electrical workers fail to de-energize or lock out electrical circuits for electrical wiring works. Ignorance of safety procedures and proper construction process may substantially increase the probability of E&M accidents. Besides, Bentley [
55] and Lipscomb et al. [
49] advocated that housekeeping or orderliness highly influence workers’ exposure to ‘slip, trip or fall’ hazards. E&M works undertaken on slippery or uneven floor may cause ‘slip, trip or fall’ accidents if workers are not fully concentrated on their work.