Industry characteristics Industry 15 Dummy variables for industry based on the ANZSIC Level 1 classification3: Agriculture, forestry, fishing and mining; Manufacturing; Electricity, gas, water and waste services, and construction; Wholesale trade; Retail trade; Accommodation and food services; Transport, postal and warehousing; Information media and telecommunications, financial and insurance services, and rental, hiring and real estate services; Professional services; Administrative and support services; Public administration and safety; Education and training; Health care and social assistance; Arts and recreation services; Other services Other job characteristics Part-time Dummy variable: 1 = part-time, i.e. working less than 30 hours per week; 0 otherwise Permanent Dummy variable: 1 = permanent employment; 0 otherwise Notes: Variables sourced from HLFS June 2020. Table 2: Descriptive profile of ethnic groups, by gender Variable Hourly earnings ($) European Māori Asian Male Female Male Female Male Female Male Female 35.72 31.34 28.92 27.58 27.32 26.67 30.68 28.62 Age (years) 39.83 40.35 36.10 37.89 36.95 37.43 36.12 37.63 Born in NZ 77.10% 78.57% 98.41% 98.24% 50.43% 51.19% 8.41% 7.34% No school 10.13% 7.07% 20.86% 16.69% 27.09% 15.50% 5.01% 4.20% School 6.01% 6.39% 8.83% 7.26% 4.40% 7.01% 1.03% 0.74% Post-school 52.56% 43.68% 56.81% 51.44% 56.46% 56.38% 38.69% 31.79% Bachelor’s 25.43% 35.92% 11.39% 22.11% 10.38% 19.51% 42.87% 52.94% Postgraduate 4.62% 5.63% 2.03% 2.22% 1.68% 1.60% 10.89% 8.63% PhD 1.24% 1.30% 0.08% 0.27% S S 1.51% 1.69% Sole parent 1.84% 4.91% 3.33% 10.39% 1.06% 6.62% 0.52% 2.61% Partnered 67.13% 66.44% 59.99% 55.99% 63.54% 52.47% 61.92% 73.88% No. of dependents 0.72 0.67 0.97 0.89 1.13 0.95 0.64 0.69 Household income decile 7.57 7.43 7.27 7.21 7.43 7.34 7.13 7.20 Northland 2.69% 2.84% 7.79% 6.76% S 2.01% 0.93% 0.92% Auckland 26.70% 28.23% 18.99% 22.21% 72.48% 71.20% 58.05% 61.38% Waikato 9.75% 9.31% 12.51% 11.86% 4.33% 5.16% 8.38% 8.10% Bay of Plenty 5.92% 5.80% 10.74% 11.56% 2.61% 3.35% 3.76% 3.41% Gisborne/Hawke’s Bay 3.65% 3.81% 11.05% 9.65% S 0.91% 1.71% 0.95% Taranaki 2.48% 2.36% 2.62% 4.30% S 0.16% 0.72% 0.59% Manawatu-Wanganui 5.34% 5.02% 7.71% 8.03% 3.31% 2.47% 2.78% 2.02% Wellington 13.55% 13.87% 11.41% 10.65% 11.42% 10.80% 9.34% 9.84% 3 Traditionally there are 19 industry categories at ANZSIC Level 1, but due to small size of ethnic groups in some categories, we have collapsed several, to reduce these to 15 categories. Empirical analysis of Pacific, Māori and ethnic pay gaps in New Zealand 5 Pacific

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