Truncated regression estimation results for the determinants of household-level food insecurity
| Food insecurity score | Coefficient | Bootstrap SEa | 95% CI | |
|---|---|---|---|---|
| Region (reference: Dubai) | ||||
| Sharjah | −0.103*** | 0.040 | −0.181 | −0.024 |
| Abu Dhabi | −0.020 | 0.051 | −0.120 | 0.080 |
| Ajman | −0.164*** | 0.059 | −0.279 | −0.049 |
| Othersb | −0.068 | 0.061 | −0.188 | 0.053 |
| Main source of livelihood (Ref.: Private sector) | ||||
| Public sector employment | −0.112* | 0.067 | −0.244 | 0.020 |
| Agriculture | −0.077 | 0.090 | −0.253 | 0.100 |
| Daily labour | 0.187*** | 0.053 | 0.083 | 0.291 |
| Own business | −0.072 | 0.048 | −0.165 | 0.022 |
| Expat | 0.042 | 0.138 | −0.229 | 0.313 |
| Number of children (0–14 Years old) | −0.002 | 0.009 | −0.021 | 0.016 |
| Number of adults (15–59 Years old) | −0.011 | 0.009 | −0.027 | 0.006 |
| Number of elderlies (≥60 Years old) | 0.041** | 0.018 | 0.005 | 0.077 |
| Age | −0.001 | 0.001 | −0.003 | 0.002 |
| Education | −0.079*** | 0.029 | −0.135 | −0.023 |
| Food purchasing place | −0.002 | 0.033 | −0.066 | 0.063 |
| Income | −0.095*** | 0.030 | −0.154 | −0.035 |
| Expenditure | 0.014 | 0.015 | −0.014 | 0.043 |
| COVID-19-related variables | ||||
| Limited financial access | 0.003 | 0.010 | −0.016 | 0.022 |
| Disruption in access to food outlets | 0.017** | 0.009 | 0.000 | 0.035 |
| Job loss | 0.081*** | 0.032 | 0.019 | 0.144 |
| Risk of COVID-exposure | −0.012 | 0.009 | −0.029 | 0.006 |
| Food price increase | −0.013 | 0.010 | −0.033 | 0.008 |
| Exposed to unsafe food | 0.005 | 0.010 | −0.015 | 0.025 |
| Increased domestic violence | −0.007 | 0.010 | −0.027 | 0.012 |
| Coping strategy to COVID-19-induced food insecurity | ||||
| Ate cheaper food | −0.042 | 0.043 | −0.126 | 0.041 |
| Ate less preferred food | 0.045* | 0.028 | −0.009 | 0.099 |
| Reduced diet diversity | −0.048*** | 0.015 | −0.076 | −0.019 |
| Ate less nutritious food | 0.035*** | 0.013 | 0.009 | 0.061 |
| Spent saving | −0.015 | 0.028 | −0.069 | 0.039 |
| Borrowed food/money from friends/relatives | −0.010 | 0.035 | −0.079 | 0.059 |
| Sold assets | −0.013 | 0.037 | −0.086 | 0.060 |
| Constant | 0.528*** | 0.202 | 0.132 | 0.923 |
| Error component and model fit | ||||
| Sigma | 0.168*** | 0.011 | 0.145 | 0.190 |
| Log likelihood | 241.890 | |||
| Wald χ2 (31) | 305.940*** | |||
| Number of observations | 331.000 | |||
| Food insecurity score | Coefficient | Bootstrap SEa | 95% CI | |
|---|---|---|---|---|
| Sharjah | −0.103*** | 0.040 | −0.181 | −0.024 |
| Abu Dhabi | −0.020 | 0.051 | −0.120 | 0.080 |
| Ajman | −0.164*** | 0.059 | −0.279 | −0.049 |
| Othersb | −0.068 | 0.061 | −0.188 | 0.053 |
| Public sector employment | −0.112* | 0.067 | −0.244 | 0.020 |
| Agriculture | −0.077 | 0.090 | −0.253 | 0.100 |
| Daily labour | 0.187*** | 0.053 | 0.083 | 0.291 |
| Own business | −0.072 | 0.048 | −0.165 | 0.022 |
| Expat | 0.042 | 0.138 | −0.229 | 0.313 |
| Number of children (0–14 Years old) | −0.002 | 0.009 | −0.021 | 0.016 |
| Number of adults (15–59 Years old) | −0.011 | 0.009 | −0.027 | 0.006 |
| Number of elderlies (≥60 Years old) | 0.041** | 0.018 | 0.005 | 0.077 |
| Age | −0.001 | 0.001 | −0.003 | 0.002 |
| Education | −0.079*** | 0.029 | −0.135 | −0.023 |
| Food purchasing place | −0.002 | 0.033 | −0.066 | 0.063 |
| Income | −0.095*** | 0.030 | −0.154 | −0.035 |
| Expenditure | 0.014 | 0.015 | −0.014 | 0.043 |
| Limited financial access | 0.003 | 0.010 | −0.016 | 0.022 |
| Disruption in access to food outlets | 0.017** | 0.009 | 0.000 | 0.035 |
| Job loss | 0.081*** | 0.032 | 0.019 | 0.144 |
| Risk of COVID-exposure | −0.012 | 0.009 | −0.029 | 0.006 |
| Food price increase | −0.013 | 0.010 | −0.033 | 0.008 |
| Exposed to unsafe food | 0.005 | 0.010 | −0.015 | 0.025 |
| Increased domestic violence | −0.007 | 0.010 | −0.027 | 0.012 |
| Ate cheaper food | −0.042 | 0.043 | −0.126 | 0.041 |
| Ate less preferred food | 0.045* | 0.028 | −0.009 | 0.099 |
| Reduced diet diversity | −0.048*** | 0.015 | −0.076 | −0.019 |
| Ate less nutritious food | 0.035*** | 0.013 | 0.009 | 0.061 |
| Spent saving | −0.015 | 0.028 | −0.069 | 0.039 |
| Borrowed food/money from friends/relatives | −0.010 | 0.035 | −0.079 | 0.059 |
| Sold assets | −0.013 | 0.037 | −0.086 | 0.060 |
| Constant | 0.528*** | 0.202 | 0.132 | 0.923 |
| Sigma | 0.168*** | 0.011 | 0.145 | 0.190 |
| Log likelihood | 241.890 | |||
| Wald | 305.940*** | |||
| Number of observations | 331.000 | |||
Note(s): aEstimation based on 1,000 replications. bRefers to the other three emirates: Ras Al Khaimah, Fujairah and Umm Al-Quwain
***, **, * Significant at critical levels of 1, 5 and 10%, respectively
Source(s): Authors' work