Australian Economic Review · 2021 · 19 citations · 31 references
Social SciencesDemographyEconomicsLabor EconomicsLabor Market AnalysisSocial InequalityEmploymentLabor Market TrendsOccupational ChoiceOccupational StructureUnemploymentWorkforce DemographicsHeterogeneityHousehold Income DistributionLabour Market EffectsMarkov ShiftsOccupational DistributionOccupational Status AttainmentYouth Employment DisparitiesYouth Employment Patterns
Abstract The downturn in Australia's labour market from 2008–2018 was reflected in dimensions other than unemployment. We use the Household Income and Labour Dynamics in Australia data set to explore one key dimension—occupational choice. Using an occupational ranking (AUSEI06) based on earning potential and education level, we show young graduates (aged 20–35) found work in lower‐scored occupations after 2010. We examine potential heterogeneity of the occupational outcomes using Markov transitions between quartiles of the occupational distribution. We find the likelihood of transitioning to better quartiles worsened over the 2001–2018 period, suggesting poor initial outcomes can have long‐term effects on one's occupation.
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Sample Selection Bias as a Specification Error
James J. Heckman · Econometrica · 1979 · 28.9K citations
<b>MatchIt</b>: Nonparametric Preprocessing for Parametric Causal Inference
Daniel E. Ho, Kosuke Imai, Gary King et al. · Journal of Statistical Software · 2011 · 4.4K citations · Full text