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Sales -0.066** 0.032 -0.058*** 0.015 -0.005 0.013

Clerical and administrative -0.019 0.023 0.019* 0.010 -0.018** 0.009

Crash Location Neighbourhood Characteristics

Birthplace (%)

Australia -0.012*** 0.004 -0.001 0.002 -0.002* 0.001

Occupation (%)

Professional 0.030*** 0.007 0.023*** 0.003 0.019*** 0.003

Sales 0.085*** 0.031 -0.024* 0.014 -0.007 0.011

English language speaking proficiency
(%)

Not well or not at all -0.001 0.009 0.016*** 0.004 0.012*** 0.003

Crash Characteristics (categorical variables)

Road user gender

Female 1.143*** 0.125 1.432*** 0.053 1.420*** 0.043

Road user age (years)

16-24 -0.037 0.238 0.536*** 0.107 0.483*** 0.084

25-44 -0.203 0.215 0.393*** 0.097 0.348*** 0.075

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