2.1 Ireland and EU: Employment rate, 2006-2016 | ||||||||
% aged 15 -64 | ||||||||
Year | Ireland | EU | ||||||
Men | Women | Men | Women | |||||
2006 | 77.7 | 59.1 | 71.5 | 57.2 | ||||
2007 | 77.5 | 60.6 | 72.4 | 58.1 | ||||
2008 | 75.4 | 60.4 | 72.6 | 58.9 | ||||
2009 | 66.8 | 57.6 | 70.6 | 58.4 | ||||
2010 | 63.9 | 56.0 | 70.1 | 58.2 | ||||
2011 | 62.8 | 55.6 | 70.0 | 58.4 | ||||
2012 | 62.4 | 55.2 | 69.6 | 58.6 | ||||
2013 | 64.6 | 55.9 | 69.4 | 58.8 | ||||
2014 | 66.3 | 56.4 | 70.1 | 59.5 | ||||
2015 | 68.7 | 57.6 | 70.8 | 60.4 | ||||
2016 | 69.9 | 59.5 | 71.8 | 61.4 | ||||
Source: CSO QNHS, Eurostat LFS |
Ireland Men | Ireland Women | EU Men | EU Women | |
2006 | 77.7 | 59.1 | 71.5 | 57.2 |
2007 | 77.5 | 60.6 | 72.4 | 58.1 |
2008 | 75.4 | 60.4 | 72.6 | 58.9 |
2009 | 66.8 | 57.6 | 70.6 | 58.4 |
2010 | 63.9 | 56 | 70.1 | 58.2 |
2011 | 62.8 | 55.6 | 70 | 58.4 |
2012 | 62.4 | 55.2 | 69.6 | 58.6 |
2013 | 64.6 | 55.9 | 69.4 | 58.8 |
2014 | 66.3 | 56.4 | 70.1 | 59.5 |
2015 | 68.7 | 57.6 | 70.8 | 60.4 |
2016 | 69.9 | 59.5 | 71.8 | 61.4 |
2.2 EU: Employment rate, 2016 | |||
% aged 15-64 | |||
Country | Men | Women | Percentage points gender differential |
Sweden | 77.5 | 74.8 | 2.7 |
Denmark | 77.7 | 72.0 | 5.7 |
Germany | 78.5 | 70.8 | 7.7 |
Netherlands | 79.6 | 70.1 | 9.5 |
Lithuania | 70.0 | 68.8 | 1.2 |
United Kingdom | 78.3 | 68.8 | 9.5 |
Estonia | 75.7 | 68.6 | 7.1 |
Austria | 75.4 | 67.7 | 7.7 |
Latvia | 70.0 | 67.6 | 2.4 |
Finland | 70.5 | 67.6 | 2.9 |
Czech Republic | 79.3 | 64.4 | 14.9 |
Slovenia | 68.9 | 62.6 | 6.3 |
Portugal | 68.3 | 62.4 | 5.9 |
EU 28 | 71.8 | 61.4 | 10.4 |
France | 67.6 | 60.9 | 6.7 |
Luxembourg | 70.5 | 60.4 | 10.1 |
Hungary | 73.0 | 60.2 | 12.8 |
Bulgaria | 66.7 | 60.0 | 6.7 |
Ireland | 69.9 | 59.5 | 10.4 |
Cyprus | 68.3 | 59.0 | 9.3 |
Slovakia | 71.4 | 58.3 | 13.1 |
Belgium | 66.5 | 58.1 | 8.4 |
Poland | 71.0 | 58.1 | 12.9 |
Spain | 64.8 | 54.3 | 10.5 |
Romania | 69.7 | 53.3 | 16.4 |
Malta | 78.3 | 52.6 | 25.7 |
Croatia | 61.4 | 52.4 | 9.0 |
Italy | 66.5 | 48.1 | 18.4 |
Greece | 61.0 | 43.3 | 17.7 |
Iceland | 89.4 | 83.6 | 5.8 |
Switzerland | 84.9 | 76.7 | 8.2 |
Norway | 75.7 | 72.8 | 2.9 |
Macedonia | 58.6 | 39.2 | 19.4 |
Turkey | 70.0 | 31.2 | 38.8 |
Source: CSO QNHS, Eurostat LFS |
2.3 Ireland: Employment rates for persons aged 55-64, 2007 - 2016 | ||||
% | ||||
Year | Men | Women | ||
Age 55-59 | Age 60-64 | Age 55-59 | Age 60-64 | |
2006 | 73.9 | 57.1 | 46.9 | 30.8 |
2007 | 75.3 | 59.5 | 47.7 | 30.7 |
2008 | 73.1 | 58.7 | 48.9 | 32.7 |
2009 | 70.8 | 52.5 | 50.0 | 31.7 |
2010 | 66.3 | 49.4 | 53.0 | 31.9 |
2011 | 65.3 | 49.5 | 53.3 | 32.7 |
2012 | 62.5 | 48.4 | 52.8 | 32.3 |
2013 | 66.4 | 50.0 | 53.3 | 31.7 |
2014 | 68.7 | 50.9 | 53.4 | 35.3 |
2015 | 72.6 | 56.8 | 55.5 | 35.0 |
2016 | 73.6 | 56.9 | 58.7 | 37.4 |
Source: CSO QNHS |
Male 55-59 | Male 60-64 | Female 55-59 | Female 60-64 | |
2006 | 73.9 | 57.1 | 46.9 | 30.8 |
2007 | 75.3 | 59.5 | 47.7 | 30.7 |
2008 | 73.1 | 58.7 | 48.9 | 32.7 |
2009 | 70.8 | 52.5 | 50 | 31.7 |
2010 | 66.3 | 49.4 | 53 | 31.9 |
2011 | 65.3 | 49.5 | 53.3 | 32.7 |
2012 | 62.5 | 48.4 | 52.8 | 32.3 |
2013 | 66.4 | 50 | 53.3 | 31.7 |
2014 | 68.7 | 50.9 | 53.4 | 35.3 |
2015 | 72.6 | 56.8 | 55.5 | 35 |
2016 | 73.6 | 56.9 | 58.7 | 37.4 |
2.4 Ireland: Labour force participation rate1 (ILO) by age group, 2016 | |||||||
% of cohort in labour force | 000 persons | % | |||||
Age group | Men | Women | Total | Number of persons in Labour Force | % women | ||
Men | Women | ||||||
15-19 | 19.1 | 19.5 | 19.3 | 28.4 | 27.5 | 49.2 | |
20-24 | 69.6 | 63.3 | 66.6 | 82.0 | 70.0 | 46.1 | |
25-34 | 87.5 | 77.8 | 82.5 | 267.3 | 255.1 | 48.8 | |
35-44 | 91.8 | 74.6 | 83.1 | 330.8 | 278.2 | 45.7 | |
45-54 | 87.7 | 68.3 | 78.0 | 273.0 | 215.1 | 44.1 | |
55-59 | 80.7 | 61.0 | 70.7 | 106.7 | 82.1 | 43.5 | |
60-64 | 61.2 | 39.5 | 50.2 | 70.9 | 46.9 | 39.8 | |
65 & over | 16.9 | 5.8 | 11.0 | 49.1 | 19.6 | 28.5 | |
Total | 67.8 | 53.6 | 60.6 | 1,208.3 | 994.4 | 45.1 | |
Source: CSO QNHS | |||||||
1Persons in the labour force as a proportion of the population. |
Men | Women | |
Age 15-19 | 19.1 | 19.5 |
Age 20-24 | 69.6 | 63.3 |
Age 25-34 | 87.5 | 77.8 |
Age 35-44 | 91.8 | 74.6 |
Age 45-54 | 87.7 | 68.3 |
Age 55-59 | 80.7 | 61 |
Age 60-64 | 61.2 | 39.5 |
Age 65 & over | 16.9 | 5.8 |
2.5 Ireland: Labour force participation rate1 (ILO) by sex, 2007 - 2016 | |||
% of cohort in labour force | |||
Year | Men | Women | Total |
2006 | 73.4 | 53.1 | 63.2 |
2007 | 73.7 | 54.7 | 64.1 |
2008 | 73.1 | 54.5 | 63.7 |
2009 | 71.1 | 54.0 | 62.5 |
2010 | 69.0 | 53.4 | 61.1 |
2011 | 68.1 | 53.2 | 60.5 |
2012 | 67.8 | 52.8 | 60.1 |
2013 | 67.9 | 53.4 | 60.5 |
2014 | 67.7 | 52.6 | 60.0 |
2015 | 67.9 | 52.8 | 60.2 |
2016 | 67.8 | 53.6 | 60.6 |
Source: CSO QNHS | |||
1Persons in the labour force as a proportion of the population. |
Male | Female | Total | |
2006 | 73.4 | 53.1 | 63.2 |
2007 | 73.7 | 54.7 | 64.1 |
2008 | 73.1 | 54.5 | 63.7 |
2009 | 71.1 | 54 | 62.5 |
2010 | 69 | 53.4 | 61.1 |
2011 | 68.1 | 53.2 | 60.5 |
2012 | 67.8 | 52.8 | 60.1 |
2013 | 67.9 | 53.4 | 60.5 |
2014 | 67.7 | 52.6 | 60 |
2015 | 67.9 | 52.8 | 60.2 |
2016 | 67.8 | 53.6 | 60.6 |
2.6 Ireland: Persons in employment by occupation, 2016 | ||||||||
000s | % | |||||||
Broad occupational group | 2016 | % women | ||||||
Men | Women | Total | ||||||
Managers, directors and senior officials | 111.6 | 56.9 | 168.5 | 33.8 | ||||
Professionals | 156.1 | 207.5 | 363.6 | 57.1 | ||||
Associate professional and technical | 135.6 | 97.2 | 232.7 | 41.8 | ||||
Administrative and secretarial | 41.3 | 167.2 | 208.5 | 80.2 | ||||
Skilled trades | 289.4 | 31.7 | 321.1 | 9.9 | ||||
Caring, leisure and other services | 26.9 | 136.6 | 163.5 | 83.5 | ||||
Sales and customer service | 60.2 | 103.2 | 163.4 | 63.2 | ||||
Process, plant and machine operatives | 131.5 | 21.8 | 153.3 | 14.2 | ||||
Elementary | 127.2 | 93.8 | 221.0 | 42.4 | ||||
Other/not stated | 11.3 | 8.0 | 19.3 | 41.5 | ||||
Total | 1,091.0 | 923.9 | 2,014.9 | 45.9 | ||||
Source: CSO QNHS |
2.7 Ireland and EU: Employment by economic sector, 2016 | |||||||
% in employment aged 15 & over | |||||||
NACE sector | Ireland | EU | |||||
Men | Women | % women | Men | Women | % women | ||
A | Agriculture, forestry and fishing | 9.5 | 1.4 | 10.8 | 5.3 | 3.1 | 33.5 |
B-E | Industry | 16.5 | 8.2 | 29.6 | 23.0 | 10.7 | 28.2 |
F | Construction | 11.8 | 0.9 | 6.4 | 11.2 | 1.4 | 9.7 |
G | Wholesale and retail trade; repair of motor vehicles and motorcycles | 13.1 | 14.3 | 47.8 | 13.2 | 15.1 | 49.2 |
H | Transportation and storage | 7.3 | 1.7 | 16.0 | 7.6 | 2.5 | 22.0 |
I | Accommodation and food service activities | 6.0 | 8.7 | 55.2 | 4.1 | 5.7 | 54.1 |
J | Information and communication | 5.4 | 2.8 | 30.7 | 3.9 | 2.0 | 30.2 |
K-L | Financial, insurance and real estate activities | 4.5 | 5.7 | 52.0 | 3.4 | 4.2 | 50.8 |
M | Professional, scientific and technical activities | 6.1 | 5.3 | 42.6 | 5.5 | 5.7 | 46.9 |
N | Administrative and support service activities | 3.5 | 3.5 | 46.1 | 4.1 | 4.4 | 48.0 |
O | Public administration and defence; compulsory social security | 4.7 | 5.9 | 51.4 | 6.7 | 7.1 | 47.5 |
P | Education | 3.4 | 12.4 | 75.4 | 3.9 | 12.0 | 72.0 |
Q | Human health and social work activities | 4.2 | 22.3 | 81.7 | 4.4 | 18.6 | 78.0 |
R-U | Other NACE activities | 3.9 | 6.9 | 59.7 | 3.5 | 7.5 | 64.1 |
Total | 100.0 | 100.0 | 45.8 | 100.0 | 100.0 | 45.9 | |
Persons in employment (000s)1 | 1,091.0 | 923.9 | 121,290.2 | 102,998.4 | |||
Source: Eurostat LFS, CSO QNHS | |||||||
1NACE sector not stated is excluded from the Ireland and EU percentage breakdown but included in the total for persons in employment. |
Male | Female | |
Construction | 93.644996347699 | 6.35500365230095 |
Agriculture, forestry and fishing | 89.1752577319588 | 10.8247422680412 |
Transportation and storage | 83.9831401475237 | 16.0168598524763 |
Industry | 70.3921568627451 | 29.6078431372549 |
Information and communication | 69.3034238488784 | 30.6965761511216 |
Professional, scientific and technical activities | 57.3913043478261 | 42.6086956521739 |
Administrative and support service activities | 53.922967189729 | 46.077032810271 |
Wholesale and retail trade | 52.1517140773158 | 47.8482859226842 |
Public administration and defence | 48.5714285714286 | 51.4285714285714 |
Financial, insurance and real estate activities | 48.0314960629921 | 51.9685039370079 |
Accommodation and food service activities | 44.8181194234729 | 55.1818805765271 |
Other NACE activities | 40.2816901408451 | 59.7183098591549 |
Education | 24.5858184227966 | 75.4141815772034 |
Human health and social work activities | 18.2868525896414 | 81.7131474103586 |
Total | 54.171024453409 | 45.828975546591 |
2.8 Ireland: Employment by usual hours worked, 2006 and 2016 | |||||||||||||||
000s | % | ||||||||||||||
Usual hours worked | 2006 | 2016 | 2006 | 2016 | |||||||||||
Men | Women | Men | Women | Men | Women | Men | Women | ||||||||
1-9 | 7.7 | 23.5 | 12.0 | 26.8 | 0.7 | 2.7 | 1.1 | 2.9 | |||||||
10-19 | 20.4 | 84.2 | 37.7 | 91.6 | 1.7 | 9.8 | 3.5 | 9.9 | |||||||
20-29 | 46.8 | 169.2 | 68.4 | 183.0 | 4.0 | 19.7 | 6.3 | 19.8 | |||||||
30-34 | 21.0 | 56.3 | 27.7 | 79.7 | 1.8 | 6.5 | 2.5 | 8.6 | |||||||
35-39 | 436.7 | 333.6 | 286.6 | 285.7 | 37.2 | 38.8 | 26.3 | 30.9 | |||||||
40-44 | 274.9 | 111.7 | 331.3 | 153.8 | 23.4 | 13.0 | 30.4 | 16.6 | |||||||
45 and over | 192.8 | 30.8 | 194.0 | 43.4 | 16.4 | 3.6 | 17.8 | 4.7 | |||||||
Varied & not stated | 173.9 | 51.7 | 133.5 | 59.9 | 14.8 | 6.0 | 12.2 | 6.5 | |||||||
Total | 1,174.1 | 860.9 | 1,091.0 | 923.9 | 100.0 | 100.0 | 100.0 | 100.0 | |||||||
Average hours per week | 40.4 | 31.8 | 39.7 | 31.7 | |||||||||||
Source: CSO QNHS |
2.9 Ireland: Employment by marital status and usual hours worked, 2016 | ||||||
% | ||||||
Single | Married | Separated / divorced / widowed | ||||
Usual hours worked | Men | Women | Men | Women | Men | Women |
1-19 | 4.9 | 8.9 | 2.5 | 10.4 | 4.2 | 12.0 |
20-29 | 8.1 | 17.0 | 5.0 | 22.2 | 8.2 | 18.2 |
30-39 | 29.4 | 38.6 | 28.9 | 40.4 | 21.9 | 38.7 |
40 and over | 44.0 | 25.6 | 50.7 | 18.1 | 48.0 | 21.7 |
Varied or not stated | 13.6 | 9.9 | 12.9 | 9.0 | 17.6 | 9.3 |
Total | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
Total persons (000s) | 405.0 | 368.2 | 643.6 | 483.8 | 42.5 | 71.9 |
Source: CSO QNHS |
Single men | Single women | Married men | Married women | |
1-19 hours | 4.88888888888889 | 8.88104291146116 | 2.50155376009944 | 10.3968582058702 |
20-29 hours | 8.07407407407407 | 17.0287887017925 | 5.00310752019888 | 22.1579164944192 |
30-39 hours | 29.4320987654321 | 38.5931558935361 | 28.8688626476072 | 40.4092600248036 |
40 hours and over | 44.0493827160494 | 25.556762629006 | 50.7147296457427 | 18.0653162463828 |
Varied or not stated | 13.5555555555556 | 9.94024986420424 | 12.9117464263518 | 8.97064902852418 |
2.10 Ireland: Employment rates of couples (with/without children) and lone parents aged 20-44 by age of youngest child, 20161,2 | ||||||
employment rate | ||||||
Family status | Couples and lone parents aged 20-44 | Couples aged 20-44 | Lone parents aged 20-44 | |||
Men | Women | Men | Women | Men | Women | |
No children | 89.1 | 85.7 | 89.1 | 85.7 | : | : |
Youngest child aged 0-3 | 89.6 | 64.2 | 89.8 | 66.9 | * | 45.6 |
Youngest child aged 4-5 | 90.2 | 60.0 | 90.2 | 64.9 | * | 43.5 |
Youngest child aged 6 or over | 83.9 | 64.2 | 85.0 | 66.3 | [58.5] | 59.2 |
Total | 88.3 | 67.6 | 88.6 | 70.7 | 66.1 | 52.7 |
Source: CSO QNHS | ||||||
1Estimates are not produced where there are less than 30 persons in a cell as estimates are too small to be considered reliable. | ||||||
2Parentheses [ ] indicate there are 30-49 persons in a cell and these estimates are considered to have a wider margin of error and should be treated with caution. |
2.11 Ireland: Unemployment rates by age group, 2006 and 2016 | ||||
% | ||||
Age group | 2006 | 2016 | ||
Men | Women | Men | Women | |
15-19 | 14.3 | 17.9 | 25.5 | 24.1 |
20-24 | 8.1 | 7.9 | 18.9 | 14.3 |
25-34 | 5.0 | 3.9 | 11.3 | 7.2 |
35-44 | 3.4 | 3.5 | 8.1 | 6.6 |
45-54 | 3.7 | 3.1 | 8.2 | 5.2 |
55-59 | 3.4 | 2.8 | 8.8 | 3.8 |
60-64 | 1.5 | 1.2 | 7.0 | 5.2 |
65 and over | 0.4 | 0.0 | 1.6 | 2.2 |
Total | 4.7 | 4.6 | 9.8 | 7.1 |
Source: CSO QNHS |
Men 2006 | Women 2006 | Men 2016 | Women 2016 | |
Age 15-19 | 14.3 | 17.9 | 25.5 | 24.1 |
Age 20-24 | 8.1 | 7.9 | 18.9 | 14.3 |
Age 25-34 | 5 | 3.9 | 11.3 | 7.2 |
Age 35-44 | 3.4 | 3.5 | 8.1 | 6.6 |
Age 45-54 | 3.7 | 3.1 | 8.2 | 5.2 |
Age 55-59 | 3.4 | 2.8 | 8.8 | 3.8 |
Age 60-64 | 1.5 | 1.2 | 7 | 5.2 |
Aged 65 and over | 0.4 | 0 | 1.6 | 2.2 |
2.12 Ireland: Unemployment rates and long-term unemployment rates, 2006-2016 | ||||||
% | ||||||
Year | Unemployment rates | Long-term unemployment rates | ||||
Men | Women | All persons | Men | Women | All persons | |
2006 | 4.7 | 4.6 | 4.7 | 1.9 | 1.0 | 1.5 |
2007 | 4.9 | 4.6 | 4.8 | 1.8 | 1.0 | 1.4 |
2008 | 6.7 | 4.5 | 5.8 | 2.1 | 0.9 | 1.6 |
2009 | 15.4 | 8.3 | 12.3 | 4.0 | 1.5 | 2.9 |
2010 | 17.1 | 10.0 | 13.9 | 8.6 | 3.5 | 6.4 |
2011 | 17.8 | 10.6 | 14.6 | 10.8 | 4.9 | 8.2 |
2012 | 18.2 | 11.1 | 15.0 | 12.3 | 5.5 | 9.3 |
2013 | 15.9 | 11.4 | 13.9 | 10.3 | 5.3 | 8.1 |
2014 | 13.6 | 9.7 | 11.9 | 8.5 | 4.6 | 6.8 |
2015 | 11.1 | 8.2 | 9.8 | 6.8 | 3.9 | 5.5 |
2016 | 9.8 | 7.1 | 8.6 | 5.6 | 2.8 | 4.4 |
Source: CSO QNHS |
Ireland - Men | Ireland - Women | EU - Men | EU - Women | |
2006 | 4.7 | 4.6 | 7.6 | 8.9 |
2007 | 4.9 | 4.6 | 6.6 | 7.8 |
2008 | 6.7 | 4.5 | 6.6 | 7.5 |
2009 | 15.4 | 8.3 | 8.9 | 8.8 |
2010 | 17.1 | 10 | 9.6 | 9.5 |
2011 | 17.8 | 10.6 | 9.5 | 9.7 |
2012 | 18.2 | 11.1 | 10.4 | 10.5 |
2013 | 15.9 | 11.4 | 10.8 | 10.9 |
2014 | 13.6 | 9.7 | 10.1 | 10.3 |
2015 | 11.1 | 8.2 | 9.3 | 9.5 |
2016 | 9.8 | 7.1 | 8.4 | 8.7 |
2.14 EU: Unemployment rates, 2016 | |||
% of 15-74 age group | |||
Country | Men | Women | Percentage points gender differential |
Germany | 4.4 | 3.7 | 0.7 |
Czech Republic | 3.4 | 4.7 | -1.3 |
United Kingdom | 4.9 | 4.7 | 0.2 |
Romania | 6.6 | 5.0 | 1.6 |
Hungary | 5.1 | 5.1 | 0 |
Malta | 4.4 | 5.2 | -0.8 |
Austria | 6.5 | 5.6 | 0.9 |
Estonia | 7.4 | 6.1 | 1.3 |
Poland | 6.1 | 6.2 | -0.1 |
Netherlands | 5.6 | 6.5 | -0.9 |
Denmark | 5.8 | 6.6 | -0.8 |
Luxembourg | 6.0 | 6.6 | -0.6 |
Sweden | 7.4 | 6.6 | 0.8 |
Lithuania | 9.1 | 6.7 | 2.4 |
Bulgaria | 8.1 | 7.0 | 1.1 |
Ireland | 9.8 | 7.1 | 2.7 |
Belgium | 8.1 | 7.6 | 0.5 |
Latvia | 10.9 | 8.4 | 2.5 |
Slovenia | 7.5 | 8.6 | -1.1 |
Finland | 9.0 | 8.6 | 0.4 |
EU 28 | 8.4 | 8.7 | -0.3 |
France | 10.2 | 9.9 | 0.3 |
Slovakia | 8.8 | 10.8 | -2 |
Portugal | 11.1 | 11.3 | -0.2 |
Italy | 10.9 | 12.8 | -1.9 |
Cyprus | 12.6 | 13.5 | -0.9 |
Croatia | 12.5 | 13.8 | -1.3 |
Spain | 18.1 | 21.4 | -3.3 |
Greece | 19.9 | 28.1 | -8.2 |
Iceland | 2.9 | 3.0 | -0.1 |
Norway | 5.4 | 3.9 | 1.5 |
Switzerland | 4.5 | 4.9 | -0.4 |
Turkey | 9.6 | 13.7 | -4.1 |
Macedonia | 24.4 | 22.8 | 1.6 |
Source: Eurostat LFS, CSO QNHS |
2.15 Ireland: Persons in employment (ILO) aged 20-69 with a pension, 2009 and 2015 | ||||||||
% of persons in employment aged 20-69 | ||||||||
Age group | 2009 | 2015 | ||||||
Men | Women | Men | Women | |||||
20-24 | 22.4 | 15.6 | 13.1 | 15.1 | ||||
25-34 | 46.7 | 52.2 | 34.4 | 37.7 | ||||
35-44 | 60.6 | 54.1 | 53.9 | 57.0 | ||||
45-54 | 65.1 | 54.8 | 57.1 | 51.1 | ||||
55-69 | 49.1 | 48.2 | 50.7 | 47.2 | ||||
Total | 53.1 | 49.0 | 47.2 | 46.2 | ||||
Source: CSO QNHS |
Go to next chapter >>> Social Cohesion and Lifestyles
Learn about our data and confidentiality safeguards, and the steps we take to produce statistics that can be trusted by all.