Model estimation results, Sri Lankan individuals, 2020
| OLS | IV | Logit model | |||||
|---|---|---|---|---|---|---|---|
| Independent variables (Respondent characteristics) (1) | Coefficient (2) | SE (3) | Coefficient (4) | SE (5) | Coefficient (6) | Odds ratios (7) | Marginal effect (8) |
| Digital literacy | |||||||
| Digitally illiterate (reference) | |||||||
| Digital | 14,557.6*** | 497.1 | 25,398.5*** | 2,108.1 | 1.357*** | 3.85*** | |
| Age | |||||||
| Age | 881.8*** | 103.0 | 1025.3*** | 107.9 | 0.02** | 0.0005** | |
| Age2 | −7.9*** | 1.2 | −8.8*** | 1.2 | – | ||
| Gender | |||||||
| Female (reference) | |||||||
| Male | 5,960.8*** | 416.8 | 6,248.2*** | 426.1 | −0.144*** | 0.87*** | |
| Ethnicity | |||||||
| Sinhala (reference) | |||||||
| Tamil | −3,371.2*** | 510.8 | −2,408.7*** | 549.0 | −0.594*** | 0.55*** | |
| Moor | −4,261.5*** | 768.6 | −3,887.0*** | 782.6 | −0.514*** | 0.59*** | |
| Malay | −525.3 | 6,790.2 | 555.9 | 6,889.2 | 2.433 | 11.39 | |
| Burger | 1,453.0 | 6,080.7 | 3,515.6 | 6,178.9 | 0.784 | 2.19 | |
| Other | −13,064.1 | 9,600.1 | −17,450.5* | 9,770.9 | −0.305 | 0.73 | |
| No. of years of education | |||||||
| Education | 1,437.6*** | 67.8 | 970.4*** | 111.8 | 0.123*** | 0.013*** | |
| Marital status | |||||||
| Never married (reference) | |||||||
| Married | 1,551.6*** | 586.6 | 2,182.4*** | 606.7 | −0.157** | 0.85* | |
| Divorced | 567.4 | 2,671.4 | 2,234.0 | 2,727.4 | 0.200 | 1.22 | |
| Separated | 346.8 | 1,519.9 | 2,187.8 | 1,580.1 | −0.318** | 0.727* | |
| Widowed | 658.2 | 1,246.5 | 1,870.5 | 1,284.7 | −0.464** | 0.63** | |
| Status of employment | |||||||
| Permanent (reference) | |||||||
| Temporary | −21,824.5*** | 492.7 | −19,203.0*** | 703.3 | −2.884*** | 0.055*** | |
| Casual | −21,442.4*** | 702.5 | −18,982.5*** | 850.5 | −2.752*** | 0.064*** | |
| No permanent | −28422.7*** | 619.2 | −25336.1*** | 856.8 | −4.991*** | 0.006*** | |
| Residential sector | |||||||
| Urban (Reference) | |||||||
| Rural | −5701.7*** | 512.3 | −4378.6*** | 576.5 | −0.531*** | 0.59*** | |
| Estate | −11298.7*** | 934.9 | −8889.4*** | 1051.6 | −1.557*** | 0.21*** | |
| Constant | −2439.7 | 2260.1 | −8959.3 | 2601.7 | 1.552 | ||
| R-squared | 0.41 | 0.40 | |||||
| F-test | 590.91 | ||||||
| Chi-square | 10227.87 | ||||||
| OLS | IV | Logit model | |||||
|---|---|---|---|---|---|---|---|
| Independent variables (Respondent characteristics) (1) | Coefficient (2) | SE (3) | Coefficient (4) | SE (5) | Coefficient (6) | Odds ratios (7) | Marginal effect (8) |
| Digitally illiterate (reference) | |||||||
| Digital | 14,557.6 | 497.1 | 25,398.5 | 2,108.1 | 1.357 | 3.85 | |
| Age | 881.8 | 103.0 | 1025.3 | 107.9 | 0.02 | 0.0005 | |
| Age2 | −7.9 | 1.2 | −8.8 | 1.2 | – | ||
| Female (reference) | |||||||
| Male | 5,960.8 | 416.8 | 6,248.2 | 426.1 | −0.144 | 0.87 | |
| Sinhala (reference) | |||||||
| Tamil | −3,371.2 | 510.8 | −2,408.7 | 549.0 | −0.594 | 0.55 | |
| Moor | −4,261.5 | 768.6 | −3,887.0 | 782.6 | −0.514 | 0.59 | |
| Malay | −525.3 | 6,790.2 | 555.9 | 6,889.2 | 2.433 | 11.39 | |
| Burger | 1,453.0 | 6,080.7 | 3,515.6 | 6,178.9 | 0.784 | 2.19 | |
| Other | −13,064.1 | 9,600.1 | −17,450.5 | 9,770.9 | −0.305 | 0.73 | |
| Education | 1,437.6 | 67.8 | 970.4 | 111.8 | 0.123 | 0.013 | |
| Never married (reference) | |||||||
| Married | 1,551.6 | 586.6 | 2,182.4 | 606.7 | −0.157 | 0.85 | |
| Divorced | 567.4 | 2,671.4 | 2,234.0 | 2,727.4 | 0.200 | 1.22 | |
| Separated | 346.8 | 1,519.9 | 2,187.8 | 1,580.1 | −0.318 | 0.727 | |
| Widowed | 658.2 | 1,246.5 | 1,870.5 | 1,284.7 | −0.464 | 0.63 | |
| Permanent (reference) | |||||||
| Temporary | −21,824.5 | 492.7 | −19,203.0 | 703.3 | −2.884 | 0.055 | |
| Casual | −21,442.4 | 702.5 | −18,982.5 | 850.5 | −2.752 | 0.064 | |
| No permanent | −28422.7 | 619.2 | −25336.1 | 856.8 | −4.991 | 0.006 | |
| Urban (Reference) | |||||||
| Rural | −5701.7 | 512.3 | −4378.6 | 576.5 | −0.531 | 0.59 | |
| Estate | −11298.7 | 934.9 | −8889.4 | 1051.6 | −1.557 | 0.21 | |
| Constant | −2439.7 | 2260.1 | −8959.3 | 2601.7 | 1.552 | ||
| 0.41 | 0.40 | ||||||
| F-test | 590.91 | ||||||
| Chi-square | 10227.87 | ||||||
Note(s): The Age2 variable has not been incorporated in the logit model, as an inverted U shape is not possible with the logit model. ***p < 0.01, **p < 0.05, *p < 0.1
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