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Structural Identification of Productivity under Biased Technological Change∗

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  • Laurens Cherchye
  • Thomas Demuynck
  • Bram De Rock
  • Cédric Duprez
  • Glenn Magerman
  • Marijn Verschelde

Abstract

We propose a novel method for structural production analysis in the presence of unobserved heterogeneity in productivity. Our approach is intrinsically nonparametric and does not require the stringent assumption of Hicks neutrality. We assume cost minimization as the firms’ behavioral objective, and we model productivity on which firms condition the input demand. Our model can equivalently be represented in terms of endogenously chosen latent input costs, which avoids an endogeneity bias in a natural way. Our empirical application to unique and detailed Belgian manufacturing data shows that our method allows for drawing strong and robust conclusions, despite its nonparametric orientation. For example, we confirm the well-documented productivity slowdown, and we highlight a potential bias when using a common-scale intermediate inputs price deflator in the estimation of productivity. In addition, we provide robust empirical evidence against the assumption of Hicks neutrality for the setting at hand.

Suggested Citation

  • Laurens Cherchye & Thomas Demuynck & Bram De Rock & Cédric Duprez & Glenn Magerman & Marijn Verschelde, 2021. "Structural Identification of Productivity under Biased Technological Change∗," Working Papers ECARES 2021-28, ULB -- Universite Libre de Bruxelles.
  • Handle: RePEc:eca:wpaper:2013/335089
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    References listed on IDEAS

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    Cited by:

    1. Laurens Cherchye & Bram De Rock & Dieter Saelens & Marijn Verschelde, 2022. "Productive Efficiency Analysis with Incomplete Output Information," Working Papers ECARES 2022-21, ULB -- Universite Libre de Bruxelles.
    2. Laurens Cherchye & Bram De Rock & Dieter Saelens & Marijn Verschelde & Bart Roets, 2022. "Performance Analysis with Unobserved Inputs: An Application to Endogenous Automation in Railway Traffic Management," Working Papers ECARES 2022-06, ULB -- Universite Libre de Bruxelles.
    3. Laurens Cherchye & Bram Rock & Dieter Saelens & Marijn Verschelde, 2024. "Productive efficiency analysis with incomplete output information," Journal of Productivity Analysis, Springer, vol. 62(3), pages 291-301, December.

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    Keywords

    productivity; unobserved heterogeneity; simultaneity bias; nonparametric production analysis; cost minimisation; manufacturing;
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