Table 6. Standardised LASSO (forward) regression coefficients (Beta, β) for significant predictors.
Significant predictors# | SIES-RP (n = 231) | SCES-RP (n = 231) | SBS-RP (n = 232) | CBRS (n = 216) |
---|---|---|---|---|
Beta (β) | Beta (β) | Beta (β) | Beta (β) | |
Current visa category in Australia | 0.26** | - | - | - |
Duration in Australia | −0.24** | - | −0.24** | |
Language spoken at home | - | −0.15* | ||
Highest level of education completed | - | - | −0.15* | −0.17** |
Employment status | - | 0.16** | - | −0.14* |
Number of PMLDs | - | −0.18** | −0.16* | - |
Psychological distress (K10 score) | −0.22** | - | −0.23** | - |
School C# | 0.24** | - | - | - |
School D# | 0.27** | 0.16** | ||
Value of R-square | 0.241** | 0.118** | 0.166** | 0.124** |
Value of adjusted R-square | 0.223** | 0.097** | 0.147** | 0.110** |
Predictor variables used in LASSO regression analysis are coded as:
Sex: 0 = Male, 1 = Female;
Age (parent): individual age ranges 26 years to 63 years;
Marital status: 0 = Married, 1 = Divorced/Separated/Widowed;
Country of birth: 0 = Iraq, 1 = Syria and others;
Current visa category in Australia: 0 = Humanitarian/Family-sponsored Refugee, 1 = Permanent Resident/Citizen/Others;
Duration of living in Australia: 0 = Under 2 years, 1 = 2 to 5 years, 3 = More than 5 years;
Language spoken at home (parent): 0 = Arabic, 1 = Others;
Level of English efficiency (parent): 0 = A little/Not at all, 1 = Well/Very Well;
Highest level of education attained: 0 = Up to HSC, 1 = Diploma and University degree;
Employment category: 0 = Unemployed/others, 1 = Employed;
Family income (annual): 0 = up to $37,000, 1 = $37,001 and above;
Number of TEs: total counts of premigration traumatic events (0 to 23);
Number of PMLDs: total counts of PMLDs (0 to 25; treated as continuous);
Psychological distress (score): Total score of 10 individual items (K10 score) (10 to 46; treated as continuous);
#For 5 enrolled schools, 4 dichotomous dummy variable created: named as School A, School B, School C, School D where School E considered as reference category.
Outcome variables for each LASSO regression analysis are as follows:
SIES-RP subscale score;
SCES-RP subscale score;
SBS-RP subscale score;
CBRS subscale score.
*Significant at p < 0.05.
**Significant at p < 0.01.
CBRS, Cultural Broker Relationship Scale; HSC, xxxx; K10, Kessler Psychological Distress Scale; LASSO, least absolute shrinkage and selection operator; PMLD, postmigration living difficulty; SBS-RP, School Belonging Scale-Refugee Parent; SCES-RP, School Community Engagement Scale-Refugee Parent; SIES-RP, School Internal Engagement Scale-Refugee Parent; TE, traumatic event.