| Literature DB >> 35509406 |
Salem Al Mustanyir1, Brian Turner2, Mark Mulcahy1.
Abstract
Background and aims: The Saudi Ministry of Health budget has surged since 2006 to put a strain on government finances at a time when the economy slowed as a result of plummeting oil prices. This study investigated the population of Saudi Arabia's willingness to pay for the healthcare services that are currently provided for free by the Saudi Ministry of Health, in return for improving their level of access.Entities:
Keywords: Saudi healthcare system; health expenditure; healthcare eligibility; willingness to pay
Year: 2022 PMID: 35509406 PMCID: PMC9059215 DOI: 10.1002/hsr2.577
Source DB: PubMed Journal: Health Sci Rep ISSN: 2398-8835
Figure 1The eligibilities to the three provisions of healthcare in Saudi Arabia.
The question designated to each participants
| Slice | Benefit, to (*) | Those with income | Those without income |
|---|---|---|---|
| 1 | *Increase | What range of percentage of your total income are you willing to pay to (*) your access to the healthcare services that are provided by the Ministry of Health? | What range of percentage of the total income of the person on whom you are dependent or from any income you might receive in the future are you willing to pay to (*) your access to the healthcare services that are provided by the Ministry of Health? |
| 2 | *Obtain | ||
| 3 | *Obtain | ||
| 4 | *Maintain | ||
| 5 | *Maintain | ||
| 6 | *Maintain |
Descriptive statistics and WTP
| Characteristics | Category | Participants | Participants (%) | WTP | WTP (%) | > 0 and <1 | >1 and <2 | >2 and <3 | >3 and <4 | >4 and <5 | ≥5 | Average |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Eligibility | Increase | 162 | 27 | 100 | 61.7 | 36 | 20 | 11 | 8 | 14 | 11 | 2.38 |
| Maintain | 128 | 21.3 | 83 | 64.8 | 6 | 21 | 19 | 15 | 8 | 14 | 2.98 | |
| Obtain | 310 | 51.7 | 252 | 81.3 | 39 | 79 | 45 | 13 | 19 | 57 | 3.15 | |
| Overall | 600 | 100 | 435 | 72.5 | 81 | 120 | 75 | 36 | 41 | 82 | 2.87 | |
| Male | 443 | 73.8 | 329 | 74.3 | 53 | 87 | 55 | 32 | 35 | 67 | 3.03 | |
| Female | 157 | 26.2 | 106 | 67.5 | 28 | 33 | 20 | 4 | 6 | 15 | 2.37 | |
| Age (years) | 18–25 | 126 | 21 | 101 | 80.2 | 17 | 33 | 16 | 3 | 10 | 22 | 2.93 |
| 26–35 | 273 | 45.5 | 182 | 66.7 | 33 | 52 | 36 | 15 | 13 | 33 | 2.80 | |
| 36–45 | 131 | 21.8 | 96 | 73.3 | 18 | 19 | 17 | 11 | 13 | 18 | 3.06 | |
| 46–55 | 54 | 9 | 43 | 79.6 | 10 | 14 | 3 | 5 | 3 | 8 | 2.71 | |
| 56 and above | 16 | 2.7 | 13 | 81.3 | 3 | 2 | 3 | 2 | 2 | 1 | 2.65 | |
| Nationality | Saudi | 434 | 72.3 | 339 | 78.1 | 64 | 98 | 56 | 21 | 32 | 68 | 2.88 |
| Non‐Saudi | 166 | 27.7 | 96 | 57.8 | 17 | 22 | 19 | 15 | 9 | 14 | 2.84 | |
| Marital status | Single | 238 | 39.7 | 171 | 71.8 | 34 | 51 | 33 | 11 | 15 | 27 | 2.67 |
| Married | 337 | 56.2 | 245 | 72.7 | 43 | 63 | 40 | 23 | 21 | 55 | 3.05 | |
| Divorced and widowed | 25 | 4.2 | 19 | 76 | 4 | 6 | 2 | 2 | 5 | 0 | 2.39 | |
| Chronic | With | 48 | 8 | 43 | 89.6 | 8 | 12 | 5 | 4 | 6 | 8 | 2.96 |
| Disease | Without | 552 | 92 | 392 | 71 | 73 | 108 | 70 | 32 | 35 | 74 | 2.86 |
| Health status | Excellent | 346 | 57.7 | 238 | 68.8 | 42 | 77 | 37 | 13 | 22 | 47 | 2.85 |
| Very good | 186 | 31 | 148 | 79.6 | 30 | 30 | 31 | 14 | 16 | 27 | 2.93 | |
| Good | 58 | 9.7 | 42 | 72.4 | 9 | 10 | 6 | 8 | 3 | 6 | 2.73 | |
| Fair and poor | 10 | 1.7 | 7 | 70 | 0 | 3 | 1 | 1 | 0 | 2 | 3.35 | |
| Education | First level | 109 | 18.2 | 73 | 67 | 18 | 16 | 17 | 4 | 10 | 8 | 2.55 |
| Undergraduate | 433 | 72.2 | 327 | 75.5 | 55 | 94 | 52 | 29 | 26 | 60 | 2.87 | |
| Postgraduate | 58 | 9.7 | 35 | 60.3 | 8 | 10 | 6 | 3 | 5 | 14 | 3.43 | |
| Income | Below average | 200 | 33.3 | 133 | 66.5 | 22 | 37 | 34 | 10 | 13 | 17 | 2.67 |
| Above average | 400 | 66.7 | 302 | 75.5 | 59 | 83 | 41 | 26 | 28 | 65 | 2.96 | |
| Employment | Employed | 527 | 87.8 | 381 | 72.3 | 67 | 106 | 63 | 35 | 36 | 74 | 2.92 |
| Unemployed | 73 | 12.2 | 54 | 73.9 | 14 | 14 | 12 | 1 | 5 | 8 | 2.52 | |
| PHI | With | 315 | 52.5 | 234 | 74.3 | 32 | 68 | 47 | 23 | 21 | 43 | 2.95 |
| Without | 285 | 47.5 | 201 | 70.5 | 49 | 52 | 28 | 13 | 20 | 39 | 2.79 |
Abbreviations: PHI, private health insurance; WTP, willingness to pay.
Probit and OLS regression's results for the WTP
| Independent variable | Observation | Probit | Coefficient | MEM | OLS | Coefficient |
|---|---|---|---|---|---|---|
|
Base category (female) Male |
0.70 |
−0.06 |
−0.01 |
0.07 |
0.41 | |
| Age (years) | Base category (18–25) | |||||
| 26–35 | 0.03 | −0.37 | −0.11 | 0.05 | −0.81 | |
| 36–45 | 0.61 | −0.12 | −0.03 | 0.30 | −0.37 | |
| 46–55 | 0.93 | 0.02 | 0.00 | 0.14 | −0.62 | |
| 56 and above | 0.82 | 0.1 | 0.02 | 0.79 | −0.16 | |
| Nationality | Base category (non‐Saudis) | |||||
| Saudis |
|
|
|
|
| |
| Marital Status | Base category (single) | |||||
| Married | 0.90 | 0.01 | 0.00 | 0.09 | 0.37 | |
| Divorced and widowed | 0.38 | 0.32 | 0.09 | 0.17 | 0.76 | |
| Education | Base category (first level) | |||||
| Undergraduate | 0.01 | 0.42 | 0.14 | 0.03 | 0.92 | |
| Postgraduate | 0.01 | 0.6 | 0.19 | 0.00 | 1.61 | |
| Employment | Base category (unemployed) | |||||
| Employed | 0.23 | 0.3 | 0.10 | 0.07 | 0.76 | |
| Income | Base category (below average) | |||||
| Above average | 0.74 | −0.05 | −0.01 | 0.59 | −0.13 | |
| PHI | Base category (without PHI) | |||||
| With PHI | 0.19 | −0.25 | −0.07 | 0.00 | −0.93 | |
| Chronic Disease | Base category (without) | |||||
| With | 0.00 | 0.79 | 0.19 | 0.10 | 1.02 | |
| Health Status | Base category (fair and poor) | |||||
| Good | 0.76 | 0.14 | 0.03 | 0.83 | 0.15 | |
| Very good | 0.26 | 0.52 | 0.16 | 0.34 | 0.78 | |
| Excellent | 0.85 | 0.08 | 0.05 | 0.88 | 0.10 | |
| Eligibility | Base category (increase) | |||||
| Maintain | 0.01 | 0.45 | 0.16 | 0.00 | 1.23 | |
| Obtain | 0.00 | 1.31 | 0.36 | 0.00 | 4.24 | |
| Cons | 0.01 | −1.38 | – | 0.24 | −3.55 | |
| IMR | – | – | – | 0.16 | 2.79 |
Abbreviations: IMR, inverse mills ratio; MEM, marginal effects at the mean; PHI, private health insurance; WTP, willingness to pay.
Significance at 1% level.
Significance at 5% level.
Significance at 10% level.