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The effects of local interventions on global technological change through spillovers: A modeling framework and application to the road-freight sector
To address global sustainability challenges, (public) policy interventions are needed to induce or accelerate technological change. While most policy interventions occur on the local level, their innovation effects can spill over to other jurisdictions, potentially having global impact. These spillo...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10589666/ https://www.ncbi.nlm.nih.gov/pubmed/37812716 http://dx.doi.org/10.1073/pnas.2215684120 |
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author | Noll, Bessie Steffen, Bjarne Schmidt, Tobias S. |
author_facet | Noll, Bessie Steffen, Bjarne Schmidt, Tobias S. |
author_sort | Noll, Bessie |
collection | PubMed |
description | To address global sustainability challenges, (public) policy interventions are needed to induce or accelerate technological change. While most policy interventions occur on the local level, their innovation effects can spill over to other jurisdictions, potentially having global impact. These spillovers can increase or reduce the incentive for interventions. Lacking to date are computational models that capture these spillover dynamics. Here, we devise a conceptual and methodological approach to quantify ex ante the effects of local demand-side interventions on global competition between incumbent and novel technologies. We introduce two factors that moderate global spillovers—relative size of selection environments and relative innovation potential of competing technologies. Our approach incorporates both factors in a techno-economic discrete choice model that evaluates technology competition over time through endogenized technological learning. We apply this modeling framework to the case of road freight. Different demand-pull interventions and shocks are modeled to assess spillover effects. In the case of road freight, electric vehicles experience growth in most application segments but can still be accelerated substantially through public policy intervention—spillovers occur if strong public interventions are introduced in large regions or in multiple combined regions under club policy interventions. These findings are discussed in the context of club policy interventions and a modeled geopolitical shock in China. A full sensitivity analysis of model input parameters and intervention or shock dynamics reveals high model robustness. Finally, we discuss the implications of the road-freight case study as it might inform the progress of other niche technologies in transitioning sectors. |
format | Online Article Text |
id | pubmed-10589666 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-105896662023-10-22 The effects of local interventions on global technological change through spillovers: A modeling framework and application to the road-freight sector Noll, Bessie Steffen, Bjarne Schmidt, Tobias S. Proc Natl Acad Sci U S A Social Sciences To address global sustainability challenges, (public) policy interventions are needed to induce or accelerate technological change. While most policy interventions occur on the local level, their innovation effects can spill over to other jurisdictions, potentially having global impact. These spillovers can increase or reduce the incentive for interventions. Lacking to date are computational models that capture these spillover dynamics. Here, we devise a conceptual and methodological approach to quantify ex ante the effects of local demand-side interventions on global competition between incumbent and novel technologies. We introduce two factors that moderate global spillovers—relative size of selection environments and relative innovation potential of competing technologies. Our approach incorporates both factors in a techno-economic discrete choice model that evaluates technology competition over time through endogenized technological learning. We apply this modeling framework to the case of road freight. Different demand-pull interventions and shocks are modeled to assess spillover effects. In the case of road freight, electric vehicles experience growth in most application segments but can still be accelerated substantially through public policy intervention—spillovers occur if strong public interventions are introduced in large regions or in multiple combined regions under club policy interventions. These findings are discussed in the context of club policy interventions and a modeled geopolitical shock in China. A full sensitivity analysis of model input parameters and intervention or shock dynamics reveals high model robustness. Finally, we discuss the implications of the road-freight case study as it might inform the progress of other niche technologies in transitioning sectors. National Academy of Sciences 2023-10-09 2023-10-17 /pmc/articles/PMC10589666/ /pubmed/37812716 http://dx.doi.org/10.1073/pnas.2215684120 Text en Copyright © 2023 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Social Sciences Noll, Bessie Steffen, Bjarne Schmidt, Tobias S. The effects of local interventions on global technological change through spillovers: A modeling framework and application to the road-freight sector |
title | The effects of local interventions on global technological change through spillovers: A modeling framework and application to the road-freight sector |
title_full | The effects of local interventions on global technological change through spillovers: A modeling framework and application to the road-freight sector |
title_fullStr | The effects of local interventions on global technological change through spillovers: A modeling framework and application to the road-freight sector |
title_full_unstemmed | The effects of local interventions on global technological change through spillovers: A modeling framework and application to the road-freight sector |
title_short | The effects of local interventions on global technological change through spillovers: A modeling framework and application to the road-freight sector |
title_sort | effects of local interventions on global technological change through spillovers: a modeling framework and application to the road-freight sector |
topic | Social Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10589666/ https://www.ncbi.nlm.nih.gov/pubmed/37812716 http://dx.doi.org/10.1073/pnas.2215684120 |
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