
A general microsimulation model for the EU VAT with a specific application to Germany
Tables
The different VAT rates of the EU member states in 2014.
Country | Super reduced | Reduced | Standard | Parking |
---|---|---|---|---|
Belgium | 6/12 | 21 | 12 | |
Bulgaria | 9 | 20 | ||
Czech Republic | 15 | 21 | ||
Denmark | 25 | |||
Germany | 7 | 19 | ||
Estonia | 9 | 20 | ||
Greece | 6.5/13 | 23 | ||
Spain | 4 | 10 | 21 | |
France | 2.1 | 5.5/10 | 20 | |
Croatia | 4 | 10 | 21 | |
Ireland | 4.8 | 9/13.5 | 23 | 13.5 |
Italy | 4 | 10 | 22 | |
Cyprus | 5/9 | 19 | ||
Latvia | 12 | 21 | ||
Lithuania | 5/9 | 21 | ||
Luxemburg | 3 | 6/12 | 15 | 12 |
Hungary | 5/18 | 27 | ||
Malta | 5/7 | 18 | ||
Netherlands | 6 | 21 | ||
Austria | 10 | 20 | 12 | |
Poland | 5/8 | 23 | ||
Portugal | 6/13 | 23 | 13 | |
Romania | 5/9 | 24 | ||
Slovenia | 9.5 | 22 | ||
Slovakia | 10 | 20 | ||
Finland | 10/14 | 24 | ||
Sweden | 6/12 | 25 | ||
United Kingdom | 5 | 20 |
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Source: European Commission (2014), situation at 13th January 2014. – Rates in %; two numbers in column “reduced” separated by “/” represent two different reduced VAT rates.
Simulation results for 2008.
category [billion €] | Value | Fraction in % | |
---|---|---|---|
VAT revenue simulated | 174.48 | 100 | |
VAT open | 126.00 | 72.2 | 100 |
VAT due to τ’ | 110.99 | 63.6 | 88.1 |
VAT due to τ’ | 15.01 | 8.6 | 11.9 |
VAT hidden | 33.25 | 19.1 | 100 |
Investment housing | 20.37 | 11.7 | 61.3 |
Medical services | 7.07 | 4.1 | 21.3 |
Social security system | 0.96 | 0.5 | 2.9 |
Private insurances | 4.85 | 2.8 | 14.6 |
VAT non-residential | 3.77 | 2.2 | |
VAT territorial authorities | 11.46 | 6.6 | 100 |
On gross investment | 6.09 | 3.5 | 53.2 |
On inputs | 5.37 | 3.1 | 46.8 |
VAT officially reported | 175.99 | 100.9 | |
Correction for phase difference | −0.77 | 0.4 | |
VAT officially reported, comparable | 175.22 | 100.4 | |
Revenue correction factor cfrev | 1.004 | ||
Fraction of total gross consumption | |||
Standard rate τs | 53 | ||
Reduced rate τr | 17 | ||
Rate of zero | 30 | ||
Fraction of total neta consumption taxed by | |||
Standard rate τs | 49 | ||
Reduced rate τr | 18 | ||
Rate of zero | 33 | ||
Reliefb in total (open) | 86.14 | 49.4 | 100 |
By reduced rate (open) | 25.73 | 14.7 | 29.9 |
By exemptions (open) | 60.41 | 34.6 | 70.1 |
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a
‘Net’ means ‘before VAT’.
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b
Relief compared to the benchmark where all goods would be taxed at standard rate τ’.
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Source: Simulation with the extended RWI-VAT-SIM, mainly based on Income and Expenditure Survey 2008 (scientific use file of Siegen University, 80% sample of survey), Destatis (2012a), Destatis (2012b), and own estimations.
Under-reporting in IES2008 and correction factors.
Expenditure [billion €]a | IES2008 | National Account | Coverage | Correction Factora |
---|---|---|---|---|
Priv. consumption of residentials | 1061.94 | 1317.31 | 0.81 | 1.24 |
abroad | 21.07 | 62.05 | 0.34 | 2.95 |
Goods taxed at reduced rate | ||||
Food | 119.56 | 1149.14 | 0.80 | 1.25 |
Soft drinks | 13.59 | 17.44 | 0.78 | 1.28 |
Medical utilities | 8.90 | 22.95 | 0.39 | 2.58 |
Traffic, w/o air traffic | 12.08 | 19.33 | 0.63 | 1.60 |
Cut flowers | 10.49 | 10.05 | 1.04 | 0.96 |
Activities (culture, sport, leisure) | 13.86 | 32.96 | 0.42 | 2.38 |
Books, magazines, newspapers | 13.76 | 19.08 | 0.72 | 1.39 |
Accommodation (hotel etc.) | 12.15 | 12.99 | 0.94 | 1.07 |
Goods that are exempted | ||||
Actual rent payments | 106.65 | 92.73 | 1.15 | 0.87 |
Assumed rents for owners | 128.53 | 127.20 | 1.01 | 0.99 |
Medical services | 22.47 | 39.75 | 0.57 | 1.77 |
Vehiclesb | 57.03 | 65.12 | 0.88 | 1.14 |
Air traffic | 4.41 | 13.80 | 0.32 | 3.13 |
Post/mail and courier services | 2.60 | 2.43 | 1.07 | 0.94 |
Broadcasting fees | 7.87 | n.s.c | n/ad | 1.02e |
Lotto and gamble | 5.08 | 9.57 | 0.53 | 1.88 |
Education | 9.64 | 12.66 | 0.76 | 1.31 |
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a
Numbers are rounded, which may explain potential deviations.
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b
Exempted are only the majority of used cars, but these are not specified in the national account data, so that the correction factor of vehicles in general is used.
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c
n.s. – not specified.
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d
n/a – not applicable.
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e
The German collect-charges institution (GEZ) reported for 2008 a revenue of € 7.26 billion. In Germany there are, besides these fees for the public-law broadcasting, however, further charges for private TV channels. The turnover from subscriptions and pay-per-view of the market leader amounted to € 0.77 billion (Premiere 2009: 33). Given there were no noteworthy competitors, the correction factor is estimated by (7.26+0.77)/7.87 = 1.02.
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Source: Income and Expenditure Survey 2008, Destatis (2012a), Premiere (2009), and own calculations.
Overall VAT burden in 2008.
% of HNI a | % of net consumption | % of gross consumption | |
---|---|---|---|
Average burden | 9.2 | 13.2 | 11.9 |
Mean ratio b | 10.5*** | 13.7*** | 12.4*** |
[10.4, 10.6] | [13.7, 13.7] | [12.3, 12.4] | |
Median ratio b | 9.6*** | 13.8*** | 12.5*** |
[9.6, 9.7] | [13.8, 13.8] | [12.4, 12.5] |
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a
HNI – annual household net income.
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b
Significance levels: * p< 0.05 , ** p < 0.01, *** p< 0.001; 95% confidence intervals in brackets, based on Huber-White corrected standard errors.
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Source: Simulation with the extended RWI-VAT-SIM, mainly based on Income and Expenditure Survey 2008 (scientific use file of Siegen University, 80% sample of survey), Destatis (2012a), Destatis (2012b), and own estimations.
Group-specific household income and VAT burden in 2008.
(1) | (2) | (3) | (4) | ||
---|---|---|---|---|---|
HNI a | VAT payment b | Median ratio | Ratio (2)/(1) | ||
(median in €) | (median in €) | (in %) | (in %) | ||
Net equivalence income decile (sqrt-OECD)c | |||||
1 | 9,092 | 1,072 | 11.2 | 11.8 | |
2 | 12,924 | 1,545 | 10.9 | 12.0 | |
3 | 18,772 | 1,950 | 10.7 | 10.4 | |
4 | 23,512 | 2,347 | 10.3 | 10.0 | |
5 | 27,576 | 2,699 | 10.0 | 9.8 | |
6 | 31,752 | 3,010 | 9.5 | 9.5 | |
7 | 36,936 | 3,370 | 9.1 | 9.1 | |
8 | 43,880 | 3,828 | 8.6 | 8.7 | |
9 | 54,932 | 4,373 | 7.8 | 8.0 | |
10 | 79,452 | 5,265 | 6.5 | 6.6 | |
Net equivalence income bracket (sqrt-OECD) | |||||
Below € 10,000 | 8,968 | 1,063 | 11.3 | 11.8 | |
10,000 to 20,000 | 18,592 | 2,019 | 10.6 | 10.9 | |
20,000 to 30,000 | 34,068 | 3,198 | 9.3 | 9.4 | |
30,000 to 40,000 | 50,568 | 4,165 | 8.1 | 8.2 | |
40,000 to 50,000 | 64,412 | 4,830 | 7.3 | 7.5 | |
50,000 to 60,000 | 77,328 | 5,254 | 6.6 | 6.8 | |
60,000 to 70,000 | 91,544 | 5,729 | 6.3 | 6.3 | |
70,000 to 80,000 | 105,500 | 5,825 | 5.3 | 5.5 | |
80,000 to 90,000 | 118,240 | 6,121 | 5.1 | 5.2 | |
90,000 to 100,000 | 133,388 | 6,584 | 4.6 | 4.9 | |
100,000 to 110,000 | 148,700 | 7,436 | 5.0 | 5.0 | |
110,000 to 120,000 | 158,012 | 5,643 | 4.3 | 3.6 | |
€ 120,000 or more | 177,244 | 4,761 | 3.1 | 2.7 | |
Household type | |||||
Single | 17,400 | 1,756 | 10.2 | 10.1 | |
Single parent: 1 child | 21,140 | 2,211 | 10.3 | 10.5 | |
Single parent: 2 or more children | 26,948 | 2,733 | 10.2 | 10.1 | |
Pair: no child | 34,676 | 3,293 | 9.4 | 9.5 | |
Pair: 1 child | 44,616 | 3,971 | 9.0 | 8.9 | |
Pair: 2 children | 50,360 | 4,428 | 8.8 | 8.8 | |
Pair: 3 or more children | 53,912 | 4,681 | 8.8 | 8.7 | |
Other | 43,600 | 3,795 | 8.9 | 8.7 | |
Social class | |||||
Self-employed farmer | 40,352 | 4,004 | 10.6 | 9.9 | |
Self-employed business/craftsman, freelance | 41,208 | 3,634 | 8.9 | 8.8 | |
Public servant | 49,832 | 3,867 | 8.1 | 7.8 | |
White-collar worker | 34,964 | 3,196 | 9.2 | 9.1 | |
Blue-collar worker | 35,332 | 3,248 | 9.4 | 9.2 | |
Unemployed | 11,860 | 1,278 | 10.6 | 10.8 | |
Retired employee | 22,164 | 2,262 | 10.2 | 10.2 | |
Retired public servant | 47,952 | 3,802 | 8.1 | 7.9 | |
Other non-working | 12,084 | 1,369 | 10.8 | 11.3 | |
Gender of main income earner | |||||
Male | 35,764 | 3,289 | 9.3 | 9.2 | |
Female | 20,548 | 2,102 | 10.1 | 10.2 | |
Total | 28,516 | 2,748 | 9.6 | 9.6 |
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a
HNI – annual household net income.
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b
Annual VAT payment.
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c
Deciles and income brackets are calculated based on net equivalence income, which, following the OECD’s square-root approach, is determined by (annual) household net income divided by the square root of the number of members of household.
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Source: Simulation with the extended RWI-VAT-SIM, mainly based on Income and Expenditure Survey 2008 (scientific use file of Siegen University, 80% sample of survey), Destatis (2012a), Destatis (2012b), and own estimations.
Mean VAT Burden in 2008.
Mean VAT-burden | ||||
---|---|---|---|---|
On HNI a (in %) | On gross consumpt. (in %) | On net consumpt. (in %) | In € p.a. | |
Net equivalence income decile (sqrt-OECD) b | ||||
1 | 15.0 | 11.2 | 12.3 | € 1,267 |
2 | 11.6 | 11.7 | 12.9 | € 1,730 |
3 | 11.4 | 12.2 | 13.5 | € 2,160 |
4 | 11.1 | 12.4 | 13.7 | € 2,591 |
5 | 10.7 | 12.6 | 14.0 | € 2,963 |
6 | 10.3 | 12.6 | 14.0 | € 3,298 |
7 | 9.8 | 12.7 | 14.1 | € 3,679 |
8 | 9.2 | 12.7 | 14.2 | € 4,104 |
9 | 8.6 | 12.8 | 14.2 | € 4,779 |
10 | 7.1 | 12.7 | 14.1 | € 5,858 |
Household type | ||||
Single | 11.1 | 12.2 | 13.4 | € 2,034 |
Single parent: 1 child | 10.9 | 12.1 | 13.3 | € 2,511 |
Single parent: 2 or more children | 10.5 | 11.8 | 13.0 | € 3,042 |
Pair: no child | 10.3 | 12.5 | 13.9 | € 3,759 |
Pair: 1 child | 10.0 | 12.7 | 14.1 | € 4,413 |
Pair: 2 children | 9.4 | 12.5 | 13.9 | € 4,843 |
Pair: 3 or more children | 9.3 | 12.2 | 13.5 | € 5,175 |
Other | 9.6 | 12.5 | 13.8 | € 4,316 |
Social class | ||||
Self-employed farmer | 14.2 | 12.8 | 14.2 | € 4,531 |
Self-employed business/craftsman, freelance | 10.2 | 12.7 | 14.1 | € 4,278 |
Public servant | 8.9 | 12.2 | 13.6 | € 4,353 |
White-collar worker | 9.8 | 12.9 | 14.3 | € 3,714 |
Blue-collar worker | 10.2 | 12.7 | 14.1 | € 3,517 |
Unemployed | 11.3 | 11.2 | 12.2 | € 1,513 |
Retired employee | 11.1 | 12.0 | 13.3 | € 2,625 |
Retired public servant | 9.2 | 11.6 | 12.9 | € 4,274 |
Other non-working | 15.4 | 11.3 | 12.5 | € 1,715 |
Gender of main income earner | ||||
Male | 10.2 | 12.5 | 13.8 | € 3,710 |
Female | 11.0 | 12.2 | 13.5 | € 2,543 |
Total | 10.5 | 12.4 | 13.7 | €3,243 |
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a
HNI – annual household net income.;
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b
Deciles are calculated based on net equivalence income, which, following the OECD’s square-root approach, is determined by (annual) household net income divided by the square root of the number of members of household.
-
Source: Simulation with the extended RWI-VAT-SIM, mainly based on Income and Expenditure Survey 2008 (scientific use file of Siegen University, 80% sample of survey), Destatis (2012a), Destatis (2012b), and own estimations.
Group-specific propensity and structure of consumption in 2008.
Mean (in %) | ||||
---|---|---|---|---|
Consumpt. prop a | Standard rate b | Reduced rate b | Exemptions b | |
Net equivalence income decile (sqrt-OECD)c | ||||
1 | 130.3 | 40.8 | 20.7 | 38.4 |
2 | 99.1 | 44.1 | 20.8 | 35.2 |
3 | 94.0 | 47.3 | 19.9 | 32.7 |
4 | 89.8 | 48.5 | 19.1 | 32.3 |
5 | 85.4 | 50.2 | 18.6 | 31.1 |
6 | 81.9 | 50.8 | 18.0 | 31.3 |
7 | 77.9 | 51.2 | 17.6 | 31.2 |
8 | 73.2 | 51.6 | 17.0 | 31.4 |
9 | 67.8 | 52.2 | 16.1 | 31.6 |
10 | 56.8 | 52.7 | 15.0 | 32.3 |
Household type | ||||
Single | 92.0 | 46.9 | 17.4 | 35.7 |
Single parent: 1 child | 91.4 | 47.5 | 19.2 | 33.3 |
Single parent: 2 or more children | 90.2 | 46.8 | 20.7 | 32.5 |
Pair: no child | 83.2 | 50.5 | 18.7 | 30.8 |
Pair: 1 child | 79.5 | 51.7 | 18.5 | 29.8 |
Pair: 2 children | 75.1 | 50.8 | 18.9 | 30.2 |
Pair: 3 or more children | 76.3 | 49.1 | 20.2 | 30.7 |
Other | 78.4 | 49.5 | 18.6 | 31.9 |
Social class | ||||
Self-employed farmer | 111.7 | 50.4 | 17.9 | 31.8 |
Self-employed business-/craftsman, freelance | 80.8 | 50.3 | 16.8 | 32.9 |
Public servant | 73.5 | 50.8 | 16.0 | 33.2 |
White-collar worker | 76.9 | 51.7 | 17.2 | 31.1 |
Blue-collar worker | 81.3 | 50.7 | 18.6 | 30.6 |
Unemployed | 100.6 | 42.2 | 20.7 | 37.2 |
Retired employee | 92.4 | 46.6 | 19.6 | 33.8 |
Retired public servant | 78.6 | 47.4 | 16.4 | 36.1 |
Other non-working | 132.0 | 44.5 | 18.5 | 37.0 |
Gender of main income earner | ||||
Male | 82.3 | 49.9 | 18.2 | 31.9 |
Female | 90.6 | 47.6 | 18.4 | 34.0 |
Total | 85.6 | 49.0 | 18.3 | 32.8 |
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a
The propensity to consume is consumption viable to VAT divided by household net income (in %);.
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b
Net consumption burdened by τx , x = {s, r, 0}, as a fraction of total net consumption viable to VAT openly.
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c
Deciles are calculated based on net equivalence income, which, following the OECD’s square-root approach, is determined by (annual) household net income divided by the square root of the number of members of household.
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Source: Simulation with the extended RWI-VAT-SIM, mainly based on Income and Expenditure Survey 2008 (scientific use file of Siegen University, 80% sample of survey), Destatis (2012a), Destatis (2012b), and own estimations.
Financing of VAT Budget in 2008.
Freq. (in millions) | Fraction (in %) | Sum (in %) | Inv sum. (in %) | Fraction a (in %) | Acc. fract. (in %) | Inv. fract. (in %) | |
---|---|---|---|---|---|---|---|
Net equivalence income decile (sqrt-OECD) b | |||||||
1 | 4,404 | 10.0 | 10.0 | 100.0 | 3.9 | 3.9 | 100.0 |
2 | 4,403 | 10.0 | 20.0 | 90.0 | 5.3 | 9.2 | 96.1 |
3 | 4,404 | 10.0 | 30.0 | 80.0 | 6.7 | 15.9 | 90.8 |
4 | 4,403 | 10.0 | 40.0 | 70.0 | 8.0 | 23.9 | 84.1 |
5 | 4,404 | 10.0 | 50.0 | 60.0 | 9.1 | 33.0 | 76.1 |
6 | 4,405 | 10.0 | 60.0 | 50.0 | 10.2 | 43.2 | 67.0 |
7 | 4,402 | 10.0 | 70.0 | 40.0 | 11.3 | 54.5 | 56.8 |
8 | 4,403 | 10.0 | 80.0 | 30.0 | 12.7 | 67.2 | 45.5 |
9 | 4,403 | 10.0 | 90.0 | 20.0 | 14.7 | 81.9 | 32.8 |
10 | 4,403 | 10.0 | 100.0 | 10.0 | 18.1 | 100.0 | 18.1 |
Net equivalence income bracket (sqrt-OECD) b | |||||||
Below € 10,000 | 4,193 | 9.5 | 9.5 | 100.0 | 3.7 | 3.7 | 100.0 |
10,000 to 20,000 | 15,669 | 35.6 | 45.1 | 90.5 | 24.7 | 28.4 | 96.3 |
20,000 to 30,000 | 12,944 | 29.4 | 74.5 | 54.9 | 31.7 | 60.1 | 71.6 |
30,000 to 40,000 | 5,847 | 13.3 | 87.8 | 25.5 | 18.5 | 78.5 | 39.9 |
40,000 to 50,000 | 2,727 | 6.2 | 94.0 | 12.2 | 10.0 | 88.5 | 21.5 |
50,000 to 60,000 | 1,242 | 2.8 | 96.8 | 6.0 | 5.0 | 93.5 | 11.5 |
60,000 to 70,000 | 605 | 1.4 | 98.2 | 3.2 | 2.7 | 96.2 | 6.5 |
70,000 to 80,000 | 321 | 0.7 | 98.9 | 1.8 | 1.4 | 97.6 | 3.8 |
80,000 to 90,000 | 174 | 0.4 | 99.3 | 1.1 | 0.9 | 98.5 | 2.4 |
90,000 to 100,000 | 115 | 0.3 | 99.6 | 0.7 | 0.6 | 99.0 | 1.5 |
100,000 to 110,000 | 64 | 0.2 | 99.7 | 0.5 | 0.4 | 99.4 | 1.0 |
110,000 to 120,000 | 53 | 0.1 | 99.8 | 0.3 | 0.3 | 99.7 | 0.6 |
€ 120,000 or more | 80 | 0.2 | 100.0 | 0.2 | 0.3 | 100.0 | 0.3 |
Household type | |||||||
Single | 17,367 | 39.4 | 39.4 | 100.0 | 24.7 | 24.7 | 100.0 |
Single parent: 1 child | 1,854 | 4.2 | 43.7 | 60.6 | 3.3 | 28.0 | 75.3 |
Single parent: 2 or more children | 679 | 1.5 | 45.2 | 56.3 | 1.4 | 29.4 | 72.0 |
Pair: no child | 12,798 | 29.1 | 74.3 | 54.8 | 33.7 | 63.1 | 70.6 |
Pair: 1 child | 4,428 | 10.1 | 84.3 | 25.7 | 13.7 | 76.8 | 36.9 |
Pair: 2 children | 3,995 | 9.1 | 93.4 | 15.7 | 13.6 | 90.4 | 23.2 |
Pair: 3 or more children | 1,364 | 3.1 | 96.5 | 6.6 | 4.9 | 95.3 | 9.6 |
Other | 1,548 | 3.5 | 100.0 | 3.5 | 4.7 | 100.0 | 4.7 |
Social class | |||||||
Self-employed farmer Self-employed | 222 | 0.5 | 0.5 | 100.0 | 0.7 | 0.7 | 100.0 |
business-/craftsman, freelance | 2,506 | 5.7 | 6.2 | 99.5 | 7.5 | 8.2 | 99.3 |
Public servant | 1,710 | 3.9 | 10.1 | 93.8 | 5.2 | 13.4 | 91.8 |
White-collar worker | 14,472 | 32.9 | 42.9 | 89.9 | 37.6 | 51.1 | 86.6 |
blue-collar worker | 7,055 | 16.0 | 59.0 | 57.1 | 17.4 | 68.4 | 48.9 |
unemployed | 3,388 | 7.7 | 66.7 | 41.0 | 3.6 | 72.0 | 31.6 |
retired employee | 11,640 | 26.4 | 93.1 | 33.3 | 21.4 | 93.4 | 28.0 |
retired public servant | 1,623 | 3.7 | 96.8 | 6.9 | 4.9 | 98.3 | 6.6 |
other non-working | 1,417 | 3.2 | 100.0 | 3.2 | 1.7 | 100.0 | 1.7 |
Gender of main income earner | |||||||
male | 26,401 | 60.0 | 60.0 | 100.0 | 68.6 | 68.6 | 100.0 |
female | 17,632 | 40.0 | 100.0 | 40.0 | 31.4 | 100.0 | 31.4 |
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a
Fraction of VAT revenue financed by the respective group, in %.
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b
Deciles and income brackets are calculated based on net equivalence income, which, following the OECD’s square-root approach, is determined by (annual) household net income divided by the square root of the number of members of household.
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Source: Simulation with the extended RWI-VAT-SIM, mainly based on Income and Expenditure Survey 2008 (scientific use file of Siegen University, 80% sample of survey), Destatis (2012a), Destatis (2012b), and own estimations.
Results of hotel-accommodation simulation for 2008.
(1) | (2) | (3) | (4) | (5) | (6) | ||
---|---|---|---|---|---|---|---|
Status quo | Static | Semi-beh. 1 | Semi-beh. 2 | Semi-beh. 3 | Semi-beh. 4 | Unit | |
Accommodation expenditures | 12.99 | 11.67 | 11.87 | 12.11 | 12.23 | 12.39 | billion € |
VAT rate | 19 | 7 | 7 | 7 | 7 | 7 | % |
Assumed price | n/ab | 0 | −0.13 (poor) | −0.37 (poor) | −0.426 | −0.547 | n/ab |
elasticity a | −0.15 (rich) | −0.32 (rich) | |||||
VAT revenue | 2.08 | 0.77 | 0.96 | 1.20 | 1.33 | 1.49 | billion € |
Budget effect by behavioral | n/ab | −1.32 | −1.12 | −0.88 | −0.76 | −0.60 | billion € |
responsec | 0.00 | 0.19 | 0.43 | 0.56 | 0.72 | billion € |
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a
In columns (3) and (4) elasticities are drawn from Clements and Qiang (2003), who provide estimates for poor and rich countries, that we used for the first to fifth decile (poor) and the sixth to tenth decile (rich); in column (5) and (6) elasticities are drawn from Chen (1999).
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b
n/a – not applicable.
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c
Budget effect by behavioral response of the consumers due to price elasticity.
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Source: Simulation with the extended RWI-VAT-SIM, mainly based on Income and Expenditure Survey 2008 (scientific use file of Siegen University, 80% sample of survey), Destatis (2012a), Destatis (2012b), and own estimations.