| Literature DB >> 28243775 |
Rudy Douven1,2, Katalin Katona3,4, Frederik T Schut5, Victoria Shestalova3,6.
Abstract
In this paper we estimate health plan price elasticities and financial switching gains for consumers over a 20-year period in which managed competition was introduced in the Dutch health insurance market. The period is characterized by a major health insurance reform in 2006 to provide health insurers with more incentives and tools to compete, and to provide consumers with a more differentiated choice of products. Prior to the reform, in the period 1995-2005, we find a low number of switchers, between 2 and 4% a year, modest average total switching gains of 2 million euros per year and short-term health plan price elasticities ranging from -0.1 to -0.4. The major reform in 2006 resulted in an all-time high switching rate of 18%, total switching gains of 130 million euros, and a high short-term price elasticity of -5.7. During 2007-2015 switching rates returned to lower levels, between 4 and 8% per year, with total switching gains in the order of 40 million euros per year on average. Total switching gains could have been 10 times higher if all consumers had switched to one of the cheapest plans. We find short-term price elasticities ranging between -0.9 and -2.2. Our estimations suggest substantial consumer inertia throughout the entire period, as we find degrees of choice persistence ranging from about 0.8 to 0.9.Entities:
Keywords: Health insurance; Health plan price elasticity; Managed competition; Switching gains
Mesh:
Year: 2017 PMID: 28243775 PMCID: PMC5602030 DOI: 10.1007/s10198-017-0876-8
Source DB: PubMed Journal: Eur J Health Econ ISSN: 1618-7598
Characteristics of the population and health insurers in the Dutch SHI and HIA markets
| Year | Social Health Insurance (about two thirds of population) | Health Insurance Act (total population) | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1995 | 1996 | 1997 | 1998 | 1999 | 2000 | 2001 | 2002 | 2003 | 2004 | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | |
| Population size of total market (million)a | 9.7 | 9.8 | 9.9 | 9.9 | 9.9 | 10.3 | 10.3 | 10.2 | 10.1 | 10.2 | 10.1 | 16.3 | 16.4 | 16.3 | 16.4 | 16.5 | 16.6 | 16.7 | 16.7 | 16.8 | 16.8 |
| Population of premium payers (million)b | 7.7 | 7.7 | 7.9 | 8.0 | 8.1 | 8.3 | 8.3 | 8.2 | 8.2 | 8.2 | 8.2 | 12.5 | 12.6 | 12.8 | 12.9 | 13.0 | 13.1 | 13.2 | 13.3 | 13.3 | 13.4 |
| Total number of health insurersc | 26 | 27 | 29 | 29 | 29 | 26 | 24 | 21 | 21 | 21 | 21 | 33 | 32 | 32 | 30 | 28 | 27 | 26 | 26 | 26 | 25 |
| Number of health insurers leaving/merging | 1 | 0 | 0 | 2 | 0 | 3 | 2 | 3 | 0 | 0 | 0 | n.a. | 1 | 0 | 2 | 2 | 1 | 1 | 0 | 0 | 1 |
| Number of health insurers entering | 0 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | n.a. | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Annual premiums/total cost (%)d | 8 | 10 | 6 | 5 | 10 | 10 | 9 | 10 | 22 | 19 | 22 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 |
| Insurers risk on medical expenses (%)e | 3 | 13 | 27 | 28 | 35 | 36 | 38 | 41 | 52 | 53 | 53 | 53 | 53 | 52 | 60 | 73 | 70 | 88 | 90 | 92 | 99 |
| Number of different insurance policies | 26 | 27 | 29 | 29 | 29 | 26 | 24 | 21 | 21 | 21 | 21 | 46 | 53 | 60 | 56 | 57 | 56 | 60 | 65 | 67 | 71 |
| Number of limited provider plans | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 | 5 | 8 | 10 | 12 | 17 |
| Population share limited provider plans (%) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.1 | 0.2 | 0.5 | 1.1 | 1.7 | 3.3 | 4.4 | 7.5 |
| Population share with group contracts (%)f | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 53 | 57 | 60 | 60 | 64 | 66 | 67 | 69 | 70 | 69 |
If not otherwise indicated, the data was obtained from the Dutch Healthcare Authority [10, 33–38] and the Dutch National Healthcare Institute (ZIN)
aThe privately insured are excluded from the population for 1995–2005
bThe share of actual premium payers is about 80% of the total number of enrollees because insurance for children under 18 was free (financed by taxation)
cFrom 1995 to 2005 they were called sickness funds (not-for-profit health insurers). After 2006, for-profit insurers were also on the market
dAuthors’ own calculations. As of 2006 the government mandated that 50% of the total cost should be paid in the form of annual premiums charged by the health insurer to the individual consumers (of 18 years and older)
eInsurance risk on medical expenses was obtained from Van Kleef et al. [39] and for 2013–2015 from personal communication with René van Vliet
fBefore 2006 there were many group contracts in private insurance but not in the SHI market
Annual premiums and switching characteristics in the Dutch SHI and HIA markets
| Year | Social Health Insurance (about two-third of population) | Health Insurance Act (total population) | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1995 | 1996 | 1997 | 1998 | 1999 | 2000 | 2001 | 2002 | 2003 | 2004 | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | |
| Average annual premium (euros)a | 89.8 | 155.7 | 98.2 | 97.9 | 178.8 | 189.7 | 163.6 | 182.6 | 344.7 | 304.6 | 378.1 | 1037 | 1115 | 1077 | 1080 | 1118 | 1214 | 1243 | 1232 | 1111 | 1168 |
| Weighted premium, before switching (euros)b | 89.9 | 155.4 | 97.7 | 97.7 | 178.7 | 187.7 | 157.0 | 181.5 | 355.7 | 307.5 | 384.8 | 1036 | 1105 | 1050 | 1059 | 1099 | 1201 | 1229 | 1217 | 1102 | 1163 |
| Weighted premium, after switching (euros)c | 89.9 | 155.4 | 97.7 | 97.7 | 178.6 | 187.5 | 156.8 | 180.4 | 355.2 | 307.0 | 384.0 | 1025 | 1103 | 1049 | 1059 | 1095 | 1199 | 1226 | 1213 | 1098 | 1158 |
| Weighted premium individual contracts (euros)d | 89.8 | 155.7 | 98.2 | 97.9 | 178.8 | 189.7 | 163.6 | 182.6 | 344.7 | 304.6 | 378.1 | 1056 | 1144 | 1091 | 1094 | 1137 | 1245 | 1275 | 1262 | 1137 | 1195 |
| Weighted premium group contracts (euros)d | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | 998 | 1070 | 1019 | 1036 | 1070 | 1174 | 1201 | 1190 | 1080 | 1142 |
| Standard deviation annual premiums (euros) | 0 | 4 | 8 | 8 | 12 | 17 | 26 | 25 | 33 | 31 | 41 | 46 | 51 | 56 | 60 | 60 | 60 | 60 | 61 | 70 | 82 |
| Number of switchers across insurers (%) | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | 2.6 | n.a. | 2.8 | 2.4 | 4.2 | 17.8 | 4.4 | 3.6 | 3.6 | 4.3 | 5.5 | 6.0 | 8.2 | 7.0 | 7.3 |
| Total switching gains (million euros)e | 0.0 | −0.1 | 0.2 | 0.4 | 0.8 | 1.6 | 1.3 | 1.2 | 4.3 | 3.7 | 6.7 | 130.0 | 31.8 | 26.6 | 2.6 | 51.1 | 45.1 | 44.6 | 49.2 | 53.0 | 53.8 |
| Average switching gains premium payer (euros)f | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 0.2 | 0.2 | 0.1 | 0.5 | 0.5 | 0.8 | 10.4 | 2.5 | 2.1 | 0.2 | 3.9 | 3.5 | 3.4 | 3.7 | 4.0 | 4.0 |
| Average gain per switcher (euros)g | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | 5 | n.a | 15 | 15 | 16 | 45 | 44 | 45 | 4 | 72 | 50 | 45 | 36 | 45 | 44 |
| Potential total switching gains (million euros)h | 5 | 52 | 117 | 119 | 201 | 230 | 251 | 321 | 547 | 416 | 523 | 400 | 498 | 508 | 431 | 483 | 552 | 692 | 376 | 873 | 636 |
| Potential average gain per premium payer (euros)i | 1 | 5 | 12 | 12 | 20 | 22 | 24 | 31 | 54 | 41 | 51 | 32 | 39 | 40 | 33 | 37 | 42 | 52 | 28 | 65 | 47 |
If not otherwise indicated, the data was obtained from the Dutch Healthcare Authority [10, 33–38] and the Dutch National Healthcare Institute (ZIN)
HIA: The same calculation; however, first we calculated for each insurer the (weighted) average premium over all individual and group contracts
aCalculated as unweighted average annual premiums that each consumer pays to its health insurer (group and individual contracts taken together)
bAnnual premiums weighted by insurers’ market shares in year t−1 (before switching) (group and individual contracts taken together, see also Appendix A)
cAnnual premiums weighted by insurers’ market shares in year t (after switching) (group and individual contracts taken together, see also Appendix A)
dCalculated as weighted average premiums (weighted with health insurers’ market shares)
eSwitching gains are calculated as the difference between the weighted premiums (after and before switching) multiplied by the number of premium payers in year t (see also Appendix A)
fCalculated as the total switching gains divided by the number of premium payers in the population (see Table 1)
gCalculated as the total switching gains divided by the number of switchers across insurers
hCalculated as the potential average gain per premium payer (last row) times the total population of premium payers
iSHI: calculated as the difference between the (weighted) average premium in the market in a year and a (weighted) average premium of the five cheapest insurers in the same year
Fig. 1Average annual switching gains per premium payer and annual premium variation, 1996–2015. Switching gains per premium payer (see Table 2) are displayed on the left axis and premium variation (i.e. the standard deviation of annual premiums of group and individual contracts, see Table 2) on the right axis
Decomposition of switching gains in HIA market, 2006–2015 (in millions of euros)
| 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | |
|---|---|---|---|---|---|---|---|---|
| Total switching gainsa | 26.6 | 2.6 | 51.1 | 45.1 | 44.6 | 49.2 | 53.0 | 53.8 |
| Within individual contracts | 0.6 | 3.1 | 14.7 | 25.5 | 25.1 | 24.0 | 23.1 | 37.6 |
| Within group contracts | −1.3 | 3.2 | 2.2 | 0.9 | 9.2 | 11.6 | 22.2 | 24.2 |
| Shift from individual to group contract | 27.3 | 2.7 | 34.2 | 18.7 | 10.3 | 13.6 | 7.7 | −8.0 |
aAuthors’ own calculations, see Appendix A
Health insurers that were active in the SHI market during 1995–2005
| Health insurer | Operating years | Number of annual obs. | Additional informationa | |
|---|---|---|---|---|
| 1 | AGIS | 2001–2005 | 5 | New large insurer, merger of Anova, ZAO, ANOZ |
| 2 | Amicon | 1995–2005 | 11 | Large insurer |
| 3 | Anderzorg | 1995–2005 | 11 | Small insurer |
| 4 | Anova | 1995–2001 | 7 | Large regional insurer, merged in 2002 into AGIS |
| 5 | ANOZ | 1996–2001 | 6 | Large regional insurer, merged in 2002 into AGIS |
| 6 | Azivo | 1995–2005 | 11 | Medium sized regional insurer. |
| 7 | CZ Groep | 1995–2005 | 11 | Large insurer |
| 8 | De Friesland | 1995–2005 | 11 | Medium sized regional insurer |
| 9 | DSW | 1995–2005 | 11 | Medium sized regional insurer |
| 10 | Geove | 1995–2005 | 11 | Medium sized insurer |
| 11 | Groene Land | 1995–2005 | 11 | Large insurer |
| 12 | Nederzorg | 1998–2005 | 8 | New small insurer |
| 13 | Nuts | 1995–2005 | 11 | Medium sized insurer |
| 14 | NZC | 1997–1999 | 3 | New small insurer, left market in 2000 |
| 15 | OHRA | 1995–1999 | 5 | Small insurer, merged with Nuts in 2000 |
| 16 | ONVZ | 1997–2005 | 9 | New small insurer |
| 17 | OZ | 1996–2005 | 11 | Large insurer |
| 18 | OZB | 1998–2005 | 8 | New small insurer |
| 19 | Pro Life | 1996–2000 | 4 | New small insurer, merged in 2001 with ANOVA |
| 20 | PWZ | 1995–2001 | 7 | Medium sized insurer, merged in 2002 with Groene Land |
| 21 | Salland | 1995–2005 | 11 | Small insurer |
| 22 | SR Rotterdam | 1995–2005 | 11 | Small regional insurer |
| 23 | Topzorg | 1995–1999 | 4 | Small regional insurer, merged with Geove in 2000 |
| 24 | Trias | 1995–2005 | 11 | Medium sized regional insurer |
| 25 | Univé | 1995–2005 | 11 | Large insurer |
| 26 | VGZ | 1995–2005 | 11 | Large insurer |
| 27 | ZAO | 1995–2001 | 7 | Large regional insurer, merged in 2002 into AGIS |
| 28 | ZK | 1995–2005 | 11 | Large insurer |
| 29 | ZK Noordwijk | 1995–1997 | 3 | Medium sized regional insurer, merged in 1998 with ZK |
| 30 | ZK Spaarneland | 1995–1997 | 3 | Medium sized regional insurer, merged in 1998 with ZK |
| 31 | ZON | 1995–1999 | 5 | Medium sized insurer, merged in 2000 with Amicon |
| 32 | Zorg and Zekerheid | 1995–2005 | 11 | Medium sized regional insurer |
aOur observation series are unbroken and cover 100% of the market. In total we obtained 270 observations. Note that in our estimations we need at least three consecutive years of data to perform GMM estimations. An insurer is denoted “small” if in the last year of the sample the market share was less than 1%, “medium sized” if the market share was between 1 and 5%, and “large” if the market share was larger than 5%. We also indicate whether an insurer operated mainly regionally
Health insurers that were active during the reform years 2005–2006
| Health insurer | Operating years | Number of annual obs.a | Additional informationb | |
|---|---|---|---|---|
| 1 | AGIS | 2005–2006 | 2 | Large insurer, operated in 2005 in SHI and PHI market |
| 2 | Anderzorg | 2005–2006 | 2 | Small Insurer, operated in 2005 in SHI and PHI market |
| 3 | Avéro | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in PHI market |
| 4 | Azivo | 2005–2006 | 2 | Small insurer, operated in 2005 in SHI market |
| 5 | AZVZ | 2005–2006 | 2 | Small insurer, operated in 2005 in PHI market |
| 6 | Confior | 2005–2006 | 2 | Small insurer, operated in 2005 in PHI market |
| 7 | CZ–Group | 2005–2006 | 2 | Large insurer, operated in 2005 in SHI and PHI market |
| 8 | De Friesland | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in SHI and PHI market |
| 9 | De Goudse | 2005–2006 | 2 | Small insurer, operated in 2005 in PHI market |
| 10 | Delta Loyd | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in PHI market |
| 11 | DSW | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in SHI market |
| 12 | FBTO | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in PHI market |
| 13 | FORTIS | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in PHI market |
| 14 | Groene Land | 2005–2006 | 2 | Large insurer, operated in 2005 in SHI market |
| 15 | Interpolis | 2005–2006 | 2 | Small insurer, operated in 2005 in PHI market |
| 16 | IZA | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in PHI market |
| 17 | IZZ | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in PHI market |
| 18 | Menzis | 2005–2006 | 2 | Large insurer, operated in 2005 in SHI and PHI market |
| 19 | OHRA | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in PHI market |
| 20 | ONVZ | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in SHI market |
| 21 | OZ | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in SHI market |
| 22 | OZB | 2005–2006 | 2 | Small insurer, operated in 2005 in SHI and PHI market |
| 23 | PNO | 2005–2006 | 2 | Small insurer, operated in 2005 in PHI market |
| 24 | Salland | 2005–2006 | 2 | Small insurer, operated in 2005 in SHI market |
| 25 | SR | 2005–2006 | 2 | Small insurer, operated in 2005 in SHI market |
| 26 | Trias | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in SHI and PHI market |
| 27 | UMC | 2005–2006 | 2 | Small insurer, operated in 2005 in PHI market |
| 28 | Univé | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in SHI and PHI market |
| 29 | VGZ | 2005–2006 | 2 | Large insurer, operated in 2005 in SHI and PHI market |
| 30 | Zorg and Zekerheid | 2005–2006 | 2 | Medium sized insurer, operated in 2005 in SHI and PHI market |
| 31 | ZK | 2005–2006 | 2 | Large insurer, operated in 2005 in SHI and PHI market |
aPrior to 2006 some health insurers were only active in the social health insurance (SHI) market, some only in the private health insurance market (PHI) and some in both markets. Since 2006 all insurers have been active in the same market, but market shares of all insurers had to be collected from both markets in 2005. For each health insurer we obtained market shares of all individual contracts and (the sum) of all group contracts in 2005. For 2006 we obtained individual and group market shares and corresponding nominal premiums, where the premium for the group contracts for each insurer is calculated by taking the average (with market share) weighted premiums of all individual group contracts
bWe denoted whether an insurer was active in 2005 as a former sickness fund in the SHI market and/or as a private indemnity insurer on the PHI market. An insurer is denoted “small” if, in the year 2006, its market share was less than 1%, “medium sized” if the market share was between 1 and 5%, and “large” if the market share was larger than 5%
Health insurers that operated in the HIA market during 2007–2015
| Health insurer | Holding 2016c | Operating years | No. of Annual obs. | No. of policiesa | Additional informationb | |
|---|---|---|---|---|---|---|
| 1 | AGIS | Achmea | 2007–2014 | 8 | 2–5 | Large insurer, since 2008 part of holding Achmea |
| 2 | Anderzorg | Menzis | 2007–2015 | 8 | 1 | Medium sized insurer |
| 3 | ASR | ASR | 2007–2015 | 8 | 2–4 | Medium sized insurer |
| 4 | Avéro | Achmea | 2007–2011 | 8 | 2–4 | Large insurer |
| 5 | Azivo | Menzis | 2007–2015 | 8 | 1 | Medium sized insurer, since 2008 part of holding Menzis |
| 6 | Confior | Menzis | 2007–2008 | 2 | 2 | Small insurer, merged in 2009 into Menzis |
| 7 | De Friesland | Achmea | 2007–2015 | 8 | 2–5 | Large insurer, since 2012 part of holding Achmea |
| 8 | Delta Lloyd | CZ | 2007–2015 | 8 | 1–2 | Medium sized insurer, since 2008 part of holding CZ |
| 9 | Eno | Eno | 2007–2015 | 8 | 1–2 | Medium sized insurer |
| 10 | FBTO | Achmea | 2007–2015 | 8 | 1–2 | Medium sized insurer |
| 11 | Groene land | Achmea | 2007–2009 | 3 | 1–2 | Large insurer, merged in 2010 into Zilveren Kruis |
| 12 | Interpolis | Achmea | 2007–2015 | 8 | 1 | Medium sized insurer |
| 13 | IZA | VGZ | 2007–2015 | 8 | 1–3 | Large insurer |
| 14 | IZZ | VGZ | 2007–2015 | 8 | 1–2 | Medium sized insurer |
| 15 | Menzis | Menzis | 2007–2015 | 8 | 2–4 | Large insurer |
| 16 | Univé | VGZ | 2007–2015 | 8 | 3–5 | Large insurer |
| 17 | Cares | VGZ | 2007–2015 | 8 | 2–3 | Small insurer |
| 18 | UMC | VGZ | 2007–2015 | 8 | 1 | Medium sized insurer |
| 19 | OHRA | CZ | 2007–2015 | 8 | 1–3 | Medium sized insurer, since 2008 part of holding CZ |
| 20 | OHRA Zorg | CZ | 2007–2015 | 8 | 1–4 | Medium sized insurer, since 2008 part of holding CZ |
| 21 | ONVZ | ONVZ | 2007–2015 | 8 | 1 | Medium sized insurer |
| 22 | AZVZ | Z&Z | 2007–2010 | 4 | 1 | Small insurer, exit in 2011, taken over by holding Z&Z |
| 23 | CZ | CZ | 2007–2015 | 8 | 2–4 | Large insurer |
| 24 | DSW | DSW–SH | 2007–2015 | 8 | 1 | Medium sized insurer |
| 25 | Z&Z | Z&Z | 2007–2015 | 8 | 2–3 | Medium sized insurer |
| 26 | OZF | Achmea | 2007–2015 | 8 | 1 | Small insurer |
| 27 | PNO | ONVZ | 2007–2009 | 3 | 1 | Small insurer, exit in 2010, taken over by holding ONVZ |
| 28 | Stad Holland | DSW–SH | 2007–2015 | 8 | 1 | Small insurer |
| 29 | Trias | VGZ | 2007–2011 | 5 | 2 | Medium sized insurer, since 2012 part of holding VGZ |
| 30 | Univé Zorg | VGZ | 2007–2008 | 2 | 2 | Medium sized insurer |
| 31 | VGZ | VGZ | 2007–2015 | 8 | 1–4 | Large insurer |
| 32 | Zilveren Kruis | VGZ | 2007–2015 | 8 | 2–11 | Large insurer |
aThe Table reports the number of different health plans existing within 1 year. The number of different health plans offered by the same insurer may fluctuate over the years. These health plans could be sold either via individual contracts or group contracts or both. In the period studied, most health plans were sold via both individual and group contracts
bAn insurer is denoted “small” if its market share was smaller than 100,000, “medium sized” if the market share was between 100,000 and 500,000, and “large” if the market share was larger than 500,000 enrollees
cMany health insurers are operating within a larger holding company as separate legal entities. Often the name of the holding company is the same as the name of the largest health insurer within the holding
Estimation results for the health plan price elasticity in the SHI market 1996–2005
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| (i) OLS estimation, number of observations: 243 | ||
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| (ii) System GMM estimation, number of observations used (including levels): 449 | ||
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The estimations are performed with the plm-package in R [25], total number of insurance policies used is 37 (because a merged policy is treated as a new ID). Estimation (ii) includes individual effects. Sargan test: 36.1 (D.f. = 106, P value = 1), Wald test for coefficients (D.f. = 2) has a P value < 0.2 e−16. R 2 statistics is not a part of standard GMM output. It is added for the sake of comparison with the first regression in this table, defined as . Additional estimations results are available by the authors upon request
* P value <0.1; ** P value <0.05; *** P value <0.01
Estimation results for the health plan price elasticity in the reform year 2006
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| OLS estimation, reform year | ||
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We have fewer observations in our estimations than insurance policies in the data because new insurers entering the market in 2005 have a market share of zero and drop out of the sample
* P value <0.1; ** P value <0.05; *** P value <0.01
Estimation results for the health plan price elasticity in the HIA market 2006–2015
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| (iv) OLS estimation, Number of observations: 577 | ||
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The estimations are performed with the plm-package in R [25], total number of policies used is 155, making distinction between collective and individual policies and using only policies with a minimum of 10,000 enrollees. We use a system GMM estimator with endogenous premiums, including time dummies and fixed effects. Sargan statistics (85.83, D.f. = 68, P value = 0.071), Wald test for coefficients of this model (D.f. = 2) has a P value <0.2 e−16. Additional estimations results are available by the authors upon request
* P value <0.1; ** P value <0.05; *** P value <0.01