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Replication package: Beyond mean effects — a Bayesian structural analysis of patent portfolio adjustments by Chinese listed firms in response to the 2021 reform

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Zenodo2026-05-29 更新2026-06-05 收录
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Data and code to reproduce the main results, tables and figures of the paper "Beyond mean effects: a Bayesian structural analysis of patent portfolio adjustments by Chinese listed firms in response to the 2021 reform". The package includes:- The firm-year panel of 1,017 Chinese Main Board listed firms (9,731 firm-year observations, 2013–2024)- Provincial subsidy-program characteristics for 27 provinces- Python scripts (PyMC 6.0.1) for the hierarchical Bayesian share-equation model (m0), the difference-in-differences specifications (continuous, discrete, hierarchical), the identification-robustness battery (leave-one-province-out, wild cluster bootstrap, randomization inference, instrumental variables), and the figures- Pre-generated figures (5 PNG files at 95% credible intervals) Requires Python 3.12 and PyMC 6.0.1. Runtime: ~5 minutes for the full pipeline. See README.md and DATA_DICTIONARY.md for details. Cluster identifiers from a companion paper have been omitted from the public data file as they are not required to reproduce any main result.

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Zenodo
创建时间:
2026-05-29
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