
Investigating the Incidence of Value Added Tax on Households Income: New Evidence from Italy
Cite this article
as: C. Cirillo, L. Imperioli, M. Manzo; 2021; Investigating the Incidence of Value Added Tax on Households Income: New Evidence from Italy; International Journal of Microsimulation; 14(3); 85-118.
doi: 10.34196/ijm.00243
Figures
Figure 1

Tax Register Income Distribution Before and After Matching. Source: Authors elaboration based on Istat, 2018a Istat (2018a) and HBS 2017 data. Note: For graphical purposes, figures report the Kernel density distribution for income values below 200,000 Euros.
Figure 2

HBS Households Expenditures Distribution Before and After Matching. Source: Authors elaboration based on HBS 2017 data. Note: Graphs report the Kernel density distribution of expenditures.
Figure 4

VAT Incidence on Households Disposable Income, by Income Deciles. Source: Authors elaboration.
Figure 5

Actual VAT Incidence on Households Income, by Income Deciles and VAT Rates. Source: Authors elaboration.
Figure 6

VAT Incidence on Households Income at simulation rates. Source: Authors elaboration. Note: VAT simulation rates are 7% and 20%.
Figure 7

VAT Incidence difference between current legislation and simulation rates. Source: Authors elaboration.
Figure A1

HBS Households Expenditures Distribution before and after a Matching based on estimated consumption using SHIW. Source: Authors elaboration.
Figure A2

Actual VAT Incidence on Households Disposable Income, by Income Deciles. Source: Authors elaboration. Note: The graph shows the average VAT incidence within each households income decile and the corresponding confidence intervals.
Figure A4

Actual and Expected VAT Incidence, by Bundle. Source: Authors elaboration. Note: The bundles refer, respectively, to: 1-Food and Non-Alcoholic Beverages; 2-Alcoholic Beverages and Tobacco; 3-Clothing and Footwear; 4-Housing, Water, Gas, Electricity and Other Fuels; 5-Furnishings, Household Equipment and Routine Maintenance Of The House; 6-Health; 7-Transport; 8-Communications; 9-Recreation and Culture; 10-Education; 11-Restaurants and Hotels; 12-Miscellaneous Goods and Services.
Figure B4

=Consumption Composition, by Bundle and Income Deciles. Source: Authors elaboration. Note: The bundles refer, respectively, to: 1-Food and Non-Alcoholic Beverages; 2-Alcoholic Beverages and Tobacco; 3-Clothing and Footwear; 4-Housing, Water, Gas, Electricity and Other Fuels; 5-Furnishings, Household Equipment and Routine Maintenance Of The House; 6-Health; 7-Transport; 8-Communications; 9-Recreation and Culture; 10-Education; 11-Restaurants and Hotels; 12-Miscellaneous Goods and Services.
Figure A5

Consumption Incidence on Income, by Bundle. Source: Authors elaboration. Note: The bundles refer, respectively, to: 1-Food and Non-Alcoholic Beverages; 2-Alcoholic Beverages and Tobacco; 3-Clothing and Footwear; 4-Housing, Water, Gas, Electricity and Other Fuels; 5-Furnishings, Household Equipment and Routine Maintenance Of The House; 6-Health; 7-Transport; 8-Communications; 9-Recreation and Culture; 10-Education; 11-Restaurants and Hotels; 12-Miscellaneous Goods and Services.
Figure A6

VAT Incidence on Income and Expenditure, by VAT Rates and Income Deciles. Source: Authors elaboration.
Figure A8

Actual VAT Incidence on Households Income at Simulation Rates, by VAT Rates. Source: Authors elaboration.
Figure B8

VAT Incidence Difference between Simulation and Current Legislation Rates, by Bundle. Source: Authors elaboration. Note: The bundles refer, respectively, to: 1-Food and Non-Alcoholic Beverages; 2-Alcoholic Beverages and Tobacco; 3-Clothing and Footwear; 4-Housing, Water, Gas, Electricity and Other Fuels; 5-Furnishings, Household Equipment and Routine Maintenance Of The House; 6-Health; 7-Transport; 8-Communications; 9-Recreation and Culture; 10-Education; 11-Restaurants and Hotels; 12-Miscellaneous Goods and Services.
Tables
Table 1
Review of Existing Studies on Italian Datasets Integration
Authors and Year | Data Sources | ||||
---|---|---|---|---|---|
HBS | SILC | SHIW | ISTATMultipurpose | Tax Register | |
Sisto (2006) | • | • | |||
Pisano and Tedeschi (2014) | • | • | |||
Curci and Savegnano (2019) | • | • | |||
De Vincenti and Pollastri (2004) | • | • | • | ||
Cifaldi and Neri (2013) | • | • | |||
Taddei (2012) | • | • | • | ||
Maitino et al. (2013) | • | • | • | ||
Giarda et al. (2015) | • | • | • | ||
Baldini et al. (2015) | • | • | • | ||
Cammeraat and Crivelli (2020) | • | • | • | ||
Donatiello et al. (2014) | • | • | |||
Centro Studi Confindustria (2019) | • | • | |||
VATSIM-DF (II) | • | • | • |
-
Source: Authors elaboration.
Table 2
Comparison between SILC and HBS Samples before Matching
Mean in SILC | Mean in HBS | p-value for difference | 95% C.I. | ||
---|---|---|---|---|---|
Tax Register household total income | 31,474.26 | 31,375.21 | 0.795 | -648.206 | 846.317 |
Tax Register household taxable income | 30,584.36 | 30,553.10 | 0.930 | -668.825 | 731.349 |
Tax Register first-earner total income | 23,972.73 | 24,195.20 | 0.479 | -837.955 | 393.008 |
Tax Register first-earner taxable income | 23,158.80 | 23,285.98 | 0.673 | -717.342 | 462.993 |
Tax Register household land and buildings income | 1,641.48 | 1,592.43 | 0.463 | -81.94 | 180.034 |
Tax Register other household income | 3,260.84 | 3,365.34 | 0.649 | -554.238 | 345.246 |
First-earner age | 59.49 | 59.02 | 0.006 | 0.136 | 0.798 |
First-earner sex | 0.59 | 0.60 | 0.002 | -0.026 | -0.006 |
Household size | 2.16 | 2.32 | 0.000 | -0.186 | -0.137 |
Number of children | 0.26 | 0.32 | 0.000 | -0.077 | -0.05 |
First-earner occupation | |||||
Employed | 0.52 | 0.49 | 0.000 | 0.032 | 0.032 |
Unemployed | 0.03 | 0.05 | 0.000 | -0.03 | -0.022 |
Homemaker | 0.04 | 0.08 | 0.000 | -0.041 | -0.032 |
Retired | 0.38 | 0.36 | 0.000 | 0.017 | 0.036 |
Student, unable to work or other | 0.03 | 0.02 | 0.000 | 0.012 | 0.019 |
First-earner education level | |||||
None | 0.04 | 0.04 | 0.002 | -0.01 | -0.002 |
Primary education | 0.17 | 0.18 | 0.072 | -0.015 | 0.001 |
Lower secondary education | 0.27 | 0.28 | 0.423 | -0.013 | 0.005 |
Vocational education (2-3 years) | 0.07 | 0.08 | 0.326 | -0.008 | 0.003 |
Upper secondary education | 0.29 | 0.27 | 0.000 | 0.013 | 0.031 |
University bachelor’s degree | 0.13 | 0.14 | 0.000 | -0.024 | -0.01 |
Post graduate education | 0.03 | 0.01 | 0.000 | 0.012 | 0.017 |
Type of Family | |||||
Single | 0.37 | 0.31 | 0.000 | 0.055 | 0.074 |
Couple with no children | 0.21 | 0.24 | 0.000 | -0.038 | -0.021 |
Couple with 1 child | 0.16 | 0.17 | 0.016 | -0.017 | -0.002 |
Couple with 2 or more children | 0.12 | 0.17 | 0.000 | -0.063 | -0.049 |
Other | 0.14 | 0.11 | 0.000 | 0.023 | 0.036 |
-
Source: Authors elaboration.
-
Notes: sample weights are not used for estimations.
Table 3
Comparison between SILC and HBS Samples after Matching
Mean in SILC | Mean in HBS | p-value for difference | 95% C.I. | ||
---|---|---|---|---|---|
Tax Register household total income | 31,474.26 | 30,638.12 | 0.075 | -83.54 | 1,755.83 |
Tax Register household taxable income | 30,584.36 | 30,178.54 | 0.360 | -463.892 | 1,275.54 |
Tax Register first-earner total income | 23,972.73 | 23,783.18 | 0.595 | -508.693 | 887.787 |
Tax Register first-earner taxable income | 23,158.80 | 23,201.90 | 0.900 | -717.76 | 631.569 |
Tax Register household land and buildings income | 1,641.48 | 1,033.65 | 0.000 | 483.753 | 731.91 |
Tax Register other household income | 3,260.84 | 1,501.07 | 0.000 | 1,363.42 | 2,156.12 |
First-earner age | 59.49 | 60.67 | 0.000 | -1.672 | -0.676 |
First-earner sex | 0.59 | 0.62 | 0.000 | -0.05 | -0.02 |
Household size | 2.16 | 2.01 | 0.000 | 0.123 | 0.187 |
Number of children | 0.26 | 0.22 | 0.000 | 0.029 | 0.059 |
First-earner occupation | |||||
Employed | 0.52 | 0.48 | 0.000 | 0.048 | 0.048 |
Unemployed | 0.03 | 0.02 | 0.020 | 0.001 | 0.008 |
Homemaker | 0.04 | 0.03 | 0.017 | 0.001 | 0.01 |
Retired | 0.38 | 0.45 | 0.000 | -0.076 | -0.046 |
Student, unable to work or other | 0.03 | 0.02 | 0.000 | 0.015 | 0.023 |
First-earner education level | |||||
None | 0.04 | 0.03 | 0.002 | 0.003 | 0.012 |
Primary education | 0.17 | 0.20 | 0.000 | -0.043 | -0.018 |
Lower secondary education | 0.27 | 0.29 | 0.009 | -0.032 | -0.004 |
Vocational education (2-3 years) | 0.07 | 0.05 | 0.000 | 0.014 | 0.026 |
Upper secondary education | 0.29 | 0.31 | 0.085 | -0.027 | 0.002 |
University bachelor’s degree | 0.13 | 0.11 | 0.000 | 0.007 | 0.024 |
Post graduate education | 0.03 | 0.01 | 0.000 | 0.015 | 0.021 |
Type of Family | |||||
Single | 0.37 | 0.41 | 0.000 | -0.058 | -0.027 |
Couple with no children | 0.21 | 0.26 | 0.000 | -0.058 | -0.032 |
Couple with 1 child | 0.16 | 0.15 | 0.012 | 0.003 | 0.023 |
Couple with 2 or more children | 0.12 | 0.11 | 0.270 | -0.004 | 0.013 |
Other | 0.14 | 0.07 | 0.000 | 0.063 | 0.077 |
-
Source: Authors elaboration.
-
Notes: sample weights are not used for estimations.
Table 4
Comparison between SILC and HBS Samples after Matching, by Income Deciles
Average Household Total Income(Tax Register Data) | p-value for difference | 95% C.I. | |||
---|---|---|---|---|---|
SILC | HBS | ||||
Decile 1 | 109.84 | 97.09 | 0.362 | -14.690 | 40.191 |
Decile 2 | 6,123.82 | 6,100.1 | 0.853 | -227.601 | 275.042 |
Decile 3 | 12,119.33 | 12,100.75 | 0.808 | -227.601 | 275.042 |
Decile 4 | 17,048.14 | 17,003.47 | 0.479 | -79.197 | 168.543 |
Decile 5 | 21,418.1 | 21,422.48 | 0.944 | -127.396 | 118.644 |
Decile 6 | 26,253.72 | 26,184.46 | 0.337 | -72.261 | 210.775 |
Decile 7 | 32,128.57 | 32,141.58 | 0.886 | -191.308 | 165.297 |
Decile 8 | 40,270.44 | 40,385.72 | 0.382 | -373.659 | 143.105 |
Decile 9 | 52,844.87 | 52,972.46 | 0.561 | -557.837 | 302.661 |
Decile 10 | 100,286.9 | 92,542.72 | 0.000 | 3642.137 | 11,846.200 |
-
Source: Authors elaboration.
Table 5
Expected VAT, VAT Gap and Actual VAT, by VAT Rate
VAT rate | Expected VAT | VAT Gap | Actual VAT |
---|---|---|---|
4% | 2,909,905,600 | 307,970,616 | 2,601,934,984 |
5% | 114,201,667 | 17,058,621 | 97,143,046 |
10% | 23,543,919,955 | 3,817,302,226 | 19,726,617,733 |
22% | 76,787,961,011 | 8,186,778,456 | 68,601,182,579 |
Total | 103,355,988,233 | 12,329,109,919 | 91,026,878,342 |
-
Source: Authors elaboration.
Table A1
Comparison between SILC and HBS Samples after a Matching based on SHIW
Mean in SILC | Mean in HBS | p-value for difference | |
---|---|---|---|
Total consumption | 19,738.43 | 19,589.20 | 0.437 |
First-earner age | 59.49 | 59.14 | 0.149 |
First-earner sex | 0.59 | 0.63 | 0.000 |
Household size | 2.16 | 2.12 | 0.011 |
Number of children | 0.26 | 0.27 | 0.498 |
First-earner occupation | |||
Employed | 0.52 | 0.52 | 0.285 |
Unemployed | 0.03 | 0.03 | 0.871 |
Homemaker | 0.04 | 0.04 | 0.263 |
Retired | 0.38 | 0.38 | 0.914 |
Student, unable to work or other | 0.03 | 0.03 | 0.026 |
First-earner education level | |||
None | 0.04 | 0.03 | 0.098 |
Primary education | 0.17 | 0.17 | 0.695 |
Lower secondary education | 0.27 | 0.29 | 0.024 |
Vocational education (2-3 years) | 0.07 | 0.07 | 0.243 |
Upper secondary education | 0.29 | 0.30 | 0.350 |
University bachelor’s degree | 0.13 | 0.12 | 0.237 |
Post graduate education | 0.03 | 0.02 | 0.037 |
Type of Family | |||
Single | 0.37 | 0.43 | 0.000 |
Couple with no children | 0.21 | 0.23 | 0.057 |
Couple with 1 child | 0.16 | 0.16 | 1.000 |
Couple with 2 or more children | 0.25 | 0.18 | 0.000 |
Other | 0.00 | 0.00 | 0.000 |
Table B1
Comparison between SILC and HBS samples after an alternative matching procedure based on estimated consumption relying on the SHIW dataset
Tax Register variables not used in this matching procedure | Mean in SILC | Mean in HBS | p-value for difference |
---|---|---|---|
Tax Register household total income | 31,474.26 | 30,324.65 | 0.013 |
Tax Register household taxable income | 30,584.36 | 29,429.39 | 0.008 |
Tax Register first-earner total income | 1,641.48 | 1,397.99 | 0.001 |
Tax Register first-earner taxable income | 3,260.84 | 3,057.20 | 0.424 |
Tax Register household land and buildings income | 23,972.73 | 24,133.68 | 0.666 |
Tax Register other household income | 23,158.80 | 23,220.48 | 0.863 |
-
Note: We computed total consumption in SILC by relying on SHIW estimates.
Table A3
Expected and Actual VAT Incidence, by Equivalent Disposable Income Deciles
Equivalent disposable income deciles | Total Disposable Income | Expected VAT | Actual VAT | Expected VAT Incidence on Income (%) | Actual VAT Incidence on Income (%) |
---|---|---|---|---|---|
1 | 42,656,515,904 | 6,440,205,569 | 5,717,503,164 | 15.1 | 13.4 |
2 | 79,589,374,269 | 8,006,812,939 | 7,084,726,118 | 10.1 | 8.9 |
3 | 93,403,298,062 | 8,124,126,841 | 7,179,631,781 | 8.7 | 7.7 |
4 | 106,856,669,734 | 8,744,791,259 | 7,721,938,519 | 8.2 | 7.2 |
5 | 122,544,889,789 | 9,182,400,875 | 8,084,834,747 | 7.5 | 6.6 |
6 | 132,819,790,461 | 10,418,560,067 | 9,178,307,726 | 7.8 | 6.9 |
7 | 148,735,451,716 | 10,772,263,843 | 9,473,851,362 | 7.2 | 6.4 |
8 | 163,114,644,148 | 11,774,392,072 | 10,352,181,184 | 7.2 | 6.3 |
9 | 189,448,962,698 | 13,370,000,513 | 11,739,157,681 | 7.1 | 6.2 |
10 | 305,787,404,365 | 16,522,434,255 | 14,494,746,061 | 5.4 | 4.7 |
-
Source: Authors elaboration.
Table A7
VAT Simulation Rates
Bundles | Group of expenditures | VAT rates in current legislation | VAT simulation rates |
---|---|---|---|
Food and non-Alcoholic Beverages | Rice, pasta products and couscous | 4%, 10% | 7% |
Food and non-Alcoholic Beverages | Bread, flours and other cereals | 4% | 7% |
Food and non-Alcoholic Beverages | Pizza and quiche, other bakery products, breakfast cereals, other cereal products | 10% | 7% |
Food and non-Alcoholic Beverages | Meat and meat preparations | 10% | 7% |
Food and non-Alcoholic Beverages | Fresh, chilled or frozen fish. Other preserved or processed fish and seafood-based preparations | 10% | 7% |
Food and non-Alcoholic Beverages | Fresh, chilled or frozen seafood | 10%, 22% | 7% |
Food and non-Alcoholic Beverages | Milk and cheese | 4% | 7% |
Food and non-Alcoholic Beverages | Preserved milk, yoghurt, other milk products | 10% | 7% |
Food and non-Alcoholic Beverages | Eggs | 10% | 7% |
Food and non-Alcoholic Beverages | Butter, olive oil, other edible oils | 4% | 7% |
Food and non-Alcoholic Beverages | Other edible animal fats | 10% | 7% |
Food and non-Alcoholic Beverages | Fresh, chilled or frozen fruit | 4% | 7% |
Food and non-Alcoholic Beverages | Dried fruit and nuts | 4%, 10% | 7% |
Food and non-Alcoholic Beverages | Preserved fruit and fruit-based products | 10%, 22% | 7% |
Food and non-Alcoholic Beverages | Fresh, chilled or dried vegetables, other preserved or processed vegetables, crisps | 4%, 10% | 7% |
Food and non-Alcoholic Beverages | Frozen vegetables, potatoes and other tubers and products of tuber vegetables | 4% | 7% |
Food and non-Alcoholic Beverages | Sugar, jams, marmalades, honey, chocolate, confectionery products, edible ices and ice cream | 10% | 7% |
Food and non-Alcoholic Beverages | Artificial sugar substitutes | 22% | 20% |
Food and non-Alcoholic Beverages | Sauces, condiments, baby food, ready-made meals, other food products n.e.c. | 10% | 7% |
Food and non-Alcoholic Beverages | Salt, spices and culinary herbs | 5%, 10%, 22% | 7% |
Food and non-Alcoholic Beverages | Coffee and tea | 10%, 22% | 7% |
Food and non-Alcoholic Beverages | Cocoa and powdered chocolate | 10% | 7% |
Food and non-Alcoholic Beverages | Mineral waters, soft drinks, fruit and vegetable juices | 22% | 20% |
Alcoholic Beverages and Tobacco | Spirits and liqueurs | 22% | 20% |
Alcoholic Beverages and Tobacco | Tobacco | 22% | 20% |
Clothing and Footwear | Clothing and footwear | 22% | 20% |
Housing, Water, Gas, Electricity and Other Fuels | Actual rentals paid by tenants for primary and secondary residences | 0%, 10% | 0%, 20% |
Housing, Water, Gas, Electricity and Other Fuels | Garage rentals and other rentals paid by tenants | 0%, 22% | 0%, 20% |
Housing, Water, Gas, Electricity and Other Fuels | Imputed rentals of owner-occupiers and other imputed rentals | 0% | 0% |
Housing, Water, Gas, Electricity and Other Fuels | Materials for the maintenance and repair of the dwelling | 22% | 20% |
Housing, Water, Gas, Electricity and Other Fuels | Services for the maintenance and repair of the dwelling | 10% | 7% |
Housing, Water, Gas, Electricity and Other Fuels | Water supply | 10% | 7% |
Housing, Water, Gas, Electricity and Other Fuels | Refuse and sewage collection | 0% | 0% |
Housing, Water, Gas, Electricity and Other Fuels | Maintenance charges in multi-occupied buildings | 0%, 10%, 22% | 0%, 7%, 20% |
Housing, Water, Gas, Electricity and Other Fuels | Security services | 22% | 20% |
Housing, Water, Gas, Electricity and Other Fuels | Other services related to dwelling | 10%, 22% | 7%, 20% |
Housing, Water, Gas, Electricity and Other Fuels | Electricity | 10% | 7% |
Housing, Water, Gas, Electricity and Other Fuels | Natural gas through networks, liquefied hydrocarbons | 10%, 22% | 7%, 20% |
Housing, Water, Gas, Electricity and Other Fuels | Liquid fuels, solid fuels | 22% | 20% |
Housing, Water, Gas, Electricity and Other Fuels | Other energy for heating and cooling | 10% | 7% |
Furnishings, Household Equipment and Routine Household Maintenance | Furniture, furnishings, carpets and floor coverings | 22% | 20% |
Furnishings, Household Equipment and Routine Household Maintenance | Services of laying of fitted carpets and floor coverings | 10% | 7% |
Furnishings, Household Equipment and Routine Household Maintenance | Household textiles | 22% | 20% |
Furnishings, Household Equipment and Routine Household Maintenance | Major and small household appliances | 22% | 20% |
Furnishings, Household Equipment and Routine Household Maintenance | Glassware, tableware and household utensils | 22% | 20% |
Furnishings, Household Equipment and Routine Household Maintenance | Domestic services by paid staff | 0% | 0% |
Furnishings, Household Equipment and Routine Household Maintenance | Other goods and services for routine household maintenance | 22% | 20% |
Health | Pharmaceutical products | 10%, 22% | 7%, 20% |
Health | Therapeutic appliances and equipment | 4% | 7% |
Health | Repair of therapeutic appliances and equipment | 22% | 20% |
Health | Out-patient and hospital services | 0% | 0% |
Transport | New motor cars | 4%, 22% | 7%, 20% |
Transport | Second-hand motor cars | 0%, 4%, 22% | 0%, 7%, 20% |
Transport | Motor cycles and bicycles | 22% | 20% |
Transport | Spare parts and accessories for personal transport equipment | 22% | 20% |
Transport | Fuels and lubricants for personal transport equipment. Maintenance, repair and other services in respect of personal transport equipment | 22% | 20% |
Transport | Driving lessons, tests, licences and road worthiness tests | 0%, 22% | 0%, 20% |
Transport | Passenger transport by railway | 0%, 10% | 0%, 7% |
Transport | Passenger transport by road | 0%, 10% | 0%, 7% |
Transport | Passenger transport by air | 0%, 10% | 0%, 7% |
Transport | Passenger transport by sea and inland waterway | 0%, 5%, 10% | 0%, 7% |
Transport | Combined passenger transport | 0%, 5%, 10% | 0%, 7% |
Transport | Funicular, cable-car and chair-lift transport | 10% | 7% |
Transport | Other purchased transport services | 22% | 20% |
Communication | Postal services | 0%, 22% | 0%, 20% |
Communication | Telephone and telefax equipment | 22% | 20% |
Communication | Telephone and telefax services and other information transmission services | 22% | 20% |
Recreation and Culture | Equipment for the reception, recording and reproduction of sound and picture. Other major durables for recreation and culture | 22% | 20% |
Recreation and Culture | Games, toys and hobbies. Equipment for sport, camping and open-air recreation | 22% | 20% |
Recreation and Culture | Plants and flowers | 10% | 20% |
Recreation and Culture | Garden products. Pets and related products and services | 22% | 20% |
Recreation and Culture | Recreational and sporting services | 10%, 22% | 20% |
Recreation and Culture | Cinemas, theatres, concerts | 10% | 20% |
Recreation and Culture | Museums, libraries, zoological gardens | 0% | 0% |
Recreation and Culture | Television and radio licence fees, subscriptions | 0%, 4%, 22% | 0%, 7%, 20% |
Recreation and Culture | Hire of equipment and accessories for culture, photographic services, other cultural services | 22% | 20% |
Recreation and Culture | Games of chance | 0% | 0% |
Recreation and Culture | Books | 4% | 7% |
Recreation and Culture | Binding services and E-book downloads | 22% | 20% |
Recreation and Culture | Newspapers and periodicals | 4% | 7% |
Recreation and Culture | Miscellaneous printed matter. Stationery and drawing materials | 22% | 20% |
Recreation and Culture | Package domestic holidays | 10%, 22% | 20% |
Recreation and Culture | Package international holidays | 0%, 22% | 0%, 20% |
Education | Education | 0% | 0% |
Restaurants and Hotels | Restaurants, cafés and the like | 10% | 20% |
Restaurants and Hotels | Canteens | 4% | 7% |
Restaurants and Hotels | Accommodation services | 10% | 20% |
Miscellaneous Goods and Services | Hairdressing salons and personal grooming establishments. Appliances, articles and products for personal care. Personal effects n.e.c. | 22% | 20% |
Miscellaneous Goods and Services | Female sanitary towels and babies nappies | 22% | 7% |
Miscellaneous Goods and Services | Child care services | 0% | 0% |
Miscellaneous Goods and Services | Retirement homes for elderly persons and residences for disabled persons. Services to maintain people in their private homes | 0%, 4%, 5%, 10%, 22% | 0%, 7%, 20% |
Miscellaneous Goods and Services | Consuelling | 22% | 20% |
Miscellaneous Goods and Services | Insurance | 0% | 0% |
Miscellaneous Goods and Services | Other financial services n.e.c. | 0%, 22% | 0%, 20% |
-
Source: Authors elaboration.
Data and code availability
Data and programs cannot be published in an openly accessible trusted data repository, therefore we commit to preserving data and code for a period of no less than five years following publication of the manuscript, and to providing reasonable assistance to requests for clarification and replication.
Download links
A two-part list of links to download the article, or parts of the article, in various formats.