| Literature DB >> 25386387 |
Karolin Leukert-Becker1, Peter Zweifel2.
Abstract
BACKGROUND: This contribution seeks to measure preferences for health insurance in Germany and the Netherlands, using two Discrete Choice Experiments (DCE). Since the Dutch DCE was carried out right after the 2006 health reform, which made citizens explicitly choose a health insurance contract, two research questions naturally arise. First, are the preferences with regard to contract attributes (such as Managed Care-type restrictions of physician choice), incentives (such as bonus options for no claims, deductibles, and a bonus for preventive behavior), and extra services provided by the health insurer (such as patient counseling) similar between the two countries? Second, was the requirement to explicitly choose imposed by the Dutch government in the context of the reform effective in reducing status quo bias with respect to future reforms?Entities:
Keywords: Discrete choice experiments; Germany; Health insurance; Health reform; Netherlands; Preference measurement
Year: 2014 PMID: 25386387 PMCID: PMC4209455 DOI: 10.1186/s13561-014-0022-6
Source DB: PubMed Journal: Health Econ Rev ISSN: 2191-1991
Figure 1Marginal rate of substitution between two attributes.
Status quo quo card (German DCE)
| 1. Amount of physician choice | Unrestricted |
| 2. Second opinion | 10 Euro fee without a referral |
| 3. Additional services provided by insurer | No special services or information provided |
| 4. Incentives | No special incentives |
| 5. Health insurance contribution | Your current annual contribution in Euro ___ |
Example of a decision card (German DCE)
| 1. Amount of physician choice | Physician list |
| 2. Second opinion | 10 Euro fee without referral |
| 3. Additional services provided by insurer | Patient counseling provided by insurer |
| 4. Incentives | Bonus for preventive behavior |
| 5. Increase/decrease of health insurance contribution | Reduction by 500 Euro annually |
| I opt for this alternative | □ |
| I opt for my current policy | □ |
Estimation results for the core model (attributes only), Germany
| Physician list | - | −0.69588 | *** | 0.06229 | −11.17 | −0.14019 |
| Gatekeeping | - | −0.23197 | *** | 0.05848 | −3.97 | −0.05284 |
| Network | - | −0.40916 | *** | 0.05944 | −6.88 | −0.08896 |
| Second opinion | + | 0.16004 | *** | 0.04551 | 3.52 | 0.03869 |
| Extra services | + | 0.24688 | *** | 0.04378 | 5.64 | 0.05968 |
| Bonus no claims | + | 0.72262 | *** | 0.06023 | 12.00 | 0.19911 |
| Deductible | - | −0.49546 | *** | 0.06607 | −7.50 | −0.10754 |
| Bonus prev. beh. | + | 0.40934 | *** | 0.07948 | 5.15 | 0.11204 |
| Contribution | - | −0.00201 | *** | 0.00007 | −30.62 | −0.00049 |
| Constant | 0 | −1.00709 | *** | 0.07445 | −13.53 | |
σ = 0.9472 ρ = 0.4729.
Log likelihood: −3.074.
χ2 (0) = 742.57, Prob > χ2 = 0.0000.
n = 7,155.
***Coefficient different from zero with error probability < 1 percent.
Marginal willingness-to-pay values for attributes (Germany), Euro/year
| −346 | *** | 31.04 | |
| −115 | *** | 29.28 | |
| −203 | *** | 29.80 | |
| 80 | *** | 22.33 | |
| 123 | *** | 22.32 | |
| 359 | *** | 30.04 | |
| −246 | *** | 33.51 | |
| 203 | *** | 37.87 | |
| −500 | *** | 36.49 |
***WTP different from zero with an error probability of < 1 percent. Standard errors calculated using the delta method.
Group-specific status quo bias (WTP values), Germany
| −508*** | | 50.05 | |
| −483*** | | 53.33 | |
| Prob > chi2/(chi2)a) | 0.7392/(0.11) | ||
| −329*** | | 50.13 | |
| −407*** | | 58.98 | |
| −940*** | | 106.87 | |
| −953*** | | 118.96 | |
| −402*** | | 38.11 | |
| Prob > chi2/(chi2)a) | |||
| −520*** | | 83.85 | |
| −494*** | | 40.46 | |
| Prob > chi2/(chi2)a) | 0.7841/(0.08) | ||
| −569*** | | 69.67 | |
| −473*** | | 42.82 | |
| Prob > chi2/(chi2)a) | 0.2397/(1.38) | ||
| −590*** | | 92.07 | |
| −520*** | | 43.86 | |
| −411*** | | 74.72 | |
| Prob > chi2/(chi2)a) | 0.4642/(1.54) | ||
| −297*** | | 54.05 | |
| −609*** | | 48.98 | |
| Prob > chi2/(chi2)a) | |||
| −446*** | | 39.72 | |
| −641*** | | 87.07 | |
| Prob > chi2/(chi2)a) | |||
| −402*** | | 68.55 | |
| −533*** | | 42.90 | |
| Prob > chi2/(chi2)a) | |||
a)Group-specific values differ with an error probability = Prob > chi2 (chi2-value after slash, bold and in italics if difference is significant at 5 percent or better).
b)Each of the three age groups contains about 33 percent of observations.
c)Individuals with 9, 12, and 18 years of education, respectively.
d)At least one physician visit related to illness during the past 12 months.
*** (**, *) WTP values (compensations asked) different from zero with error probability of > 1 (>5, > 10) percent.
Estimation results for the core model (contract attributes only), Netherlands
| + | 0.22756 | *** | 0.06156 | 3.70 | 0.05862 | |
| - | −0.39694 | *** | 0.06703 | −5.92 | −0.08745 | |
| - | −0.22051 | *** | 0.06446 | −3.42 | −0.05086 | |
| + | 0.20267 | *** | 0.05012 | 4.04 | 0.04943 | |
| + | 0.16260 | *** | 0.04796 | 3.39 | 0.03966 | |
| - | 0.02117 | | 0.05857 | 0.36 | 0.00519 | |
| - | −1.18245 | *** | 0.07178 | −16.47 | −0.22555 | |
| + | 0.00038 | | 0.08081 | 0.00 | 0.00009 | |
| - | −0.00289 | *** | 0.00010 | −27.53 | −0.00071 | |
| 0 | −0.74269 | *** | 0.07523 | −9.87 | ||
σ = 0,8258 ρ = 0,4055.
Log likelihood: −2.541,09.
χ2 (0) = 11.179,10, Prob > χ2 = 0,0000.
n = 5,976.
a)Status quo is gatekeeping.
***Coefficient different from zero with error probability < 1 percent.
Marginal willingness-to-pay values for attributes (derived from the core model), Netherlands compared to Germany
| Δ | −216*** | 25.02 | −346b) | 33.04 | |
| | −155*** | 22.09 | −203 | 29.80 | |
| | 70*** | 17.12 | n.a. | n.a. | |
| | n.a. | n.a. | 80 | 22.33 | |
| Δ | 56*** | 16.76 | 234 | 22.32 | |
| Δ | −7 | 20.25 | 359c) | 30.04 | |
| Δ | −409*** | 27.37 | −246 | 33.51 | |
| Δ | 0 | 27.95 | 203 | 37.87 | |
| Δ | −256*** | 25.87 | −500 | 36.49 |
Values in Euro per year.
a)Difference between Germany and the Netherlands significant at the 5 percent level or better.
b)Transferred from Table 6. For comparison purposes, the figures for the Netherlands take free choice of physician as the benchmark.
c)WTP for increasing the bonus for no claims from 255 to 500 Euro in the Netherlands.
***WTP different from zero with an error probability of < 1 percent.
Group-specific estimates of status quo bias, Netherlands compared to Germany
| −226*** | 34.65 | −508*** | 50.05 | |
| −292*** | 38.90 | −483*** | 53.33 | |
| 0.2020/(1.63) | 0.7392/(0.11) | |||
| −162*** | 35.56 | −329*** | 50.13 | |
| −234*** | 42.63 | −407*** | 58.98 | |
| −479*** | 70.97 | −940*** | 106.87 | |
| −456*** | 85.83 | −953*** | 118.96 | |
| −221*** | 26.93 | −402*** | 38.11 | |
| −293*** | 46.15 | n.a. | n.a. | |
| −240*** | 31.23 | n.a. | n.a. | |
| 0.3403/(0.91) | 0.7841/(0.08) | |||
| −241*** | 34.87 | −569*** | 69.67 | |
| −281*** | 38.95 | −473*** | 42.82 | |
| 0.4511/(0.57) | 0.2397/(1.38) | | ||
| −212*** | 37.60 | −590*** | 92.07 | |
| −261*** | 50.87 | −520*** | 43.86 | |
| −336*** | 51.46 | −411*** | 74.72 | |
| 0.1521/(3.77) | 0,4642/(1.54) | |||
| −164*** | 33.99 | −297*** | 54.05 | |
| −325*** | 38.33 | −609*** | 48.98 | |
| −225*** | 28.67 | −446*** | 39.72 | |
| −351*** | 58.44 | −641*** | 87.07 | |
| −204** | 37.36 | −402*** | 68.55 | |
| −297*** | 36.05 | −533*** | 42.90 | |
a)Group-specific values differ with an error probability = Prob > chi2 (chi2-value after slash, bold and in italics if difference is significant at 5 percent or better).
b)Age groups are < 43, 43–59, and > 59 in the German sample to contain about 55 percent of observations.
c)Individuals with 9, 12, and 18 years of education, respectively.
d)At least one physician visit related to illness during the past 12 months.
*** (**, *) WTP values (compensations asked) with error probability of > 1 (>5, > 10) percent different from zero.