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ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Replication data and code for "Comprehensive innovation reform pilot zones and provincial green total factor productivity in China"

Authors: Wang, Haisai;

Replication data and code for "Comprehensive innovation reform pilot zones and provincial green total factor productivity in China"

Abstract

This record contains the cleaned and cross-platform replication materials for the manuscript “Comprehensive innovation reform pilot zones and provincial green total factor productivity in China”, submitted to Discover Environment. The empirical analysis uses a balanced panel of 30 mainland Chinese provincial-level units observed annually from 2011 to 2021, comprising 330 province-year observations. The package contains the processed analysis panel, separately defined directional distance function (DDF) measures, data documentation, Python analysis code, optional R and Stata diagnostic scripts, code-generated tables and figures, execution logs, metadata and a SHA-256 file manifest. Running python run_all.py from the package root validates and prepares the data, reconstructs the policy-timing variables, generates Tables 1–11 and Tables S1–S4, performs the event-study and manual group-time ATT analyses, regenerates Figures 1–4, and completes output-consistency checks. The manual group-time ATT inference uses 9,999 stratified province-level bootstrap resamples with the fixed random seed 20260801. The optional R did::att_gt() and Stata csdid scripts are retained as diagnostic modules and are not required for the core Python reproduction. This version corrects the treatment-timing documentation by distinguishing the operational year from the binary policy_actual variable. It also reports the global DDF efficiency score, yearly-frontier DDF efficiency score and normalised yearly DDF change index as separate outcomes. Event time −4 in the main event study pools observations at event time −4 or earlier. Figures 1–4 are supplied as EPS vector graphics with embedded Arial typography and as 6600 × 4400 pixel, 1200 dpi PNG files. Regenerating the figures requires a licensed Arial Regular font installed on the operating system or supplied through the CIRPZ_ARIAL_REGULAR environment variable. The Arial font file is not redistributed. The archive contains processed research variables rather than scans or reproductions of third-party statistical yearbooks. The MIT licence applies to the code only and does not transfer rights in underlying third-party source publications. Detailed variable definitions, sources, transformations, quality flags and redistribution notes are provided in data_documentation/variable_dictionary.xlsx. Version 2.0 supersedes the earlier replication archive associated with this record.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average