Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion
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This dataset supports the replication of the study Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion, which investigates how civic capacity moderates the relationship between market liberalization and regime outcomes. Specifically, the study explores the democratic consequences of liberalizing reforms through the lenses of Karl Polanyi’s double movement, Hernando de Soto’s exclusionary market architecture, and contemporary voter restriction efforts such as Project 2025 in the United States. The package includes: vdem_from_1985.csv – Annual country-level data from the V-Dem Version 12 dataset (1990–2022) with indicators for participatory, deliberative, polyarchic, and liberal democracy. p5v2018.xls – Polity5 dataset from the Center for Systemic Peace (covering 1800–2018), including the polity2 regime score used to measure authoritarian-democratic transitions. CODE.docx – Python code (compatible with Google Colab) to fully replicate all empirical models: OLS regressions, robustness tests, VIF diagnostics, and regional subgroup analyses. Readme.docx – Replication instructions. To reproduce all analyses, simply upload the two datasets into a Google Colab notebook and paste the code into a new cell. If any output or syntax issues arise, users are encouraged to use ChatGPT or another AI tool to debug. All analyses rely on publicly available datasets, and the code is fully transparent and documented to support replicability and open science. Keywords: liberal democracy, authoritarianism, civic participation, education, market liberalization, V-Dem, Polity5, international political economy, regression analysis Recommended citation:Brown, S., & Nahata, R. (2025). Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion [Data and Code]. Zenodo. https://doi.org/10.5281/zenodo.15282202
本数据集支持复现研究《市场、观念与制度:教育与公民意识如何调节全球市场扩张带来的威权主义反弹》(Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion),该研究探讨公民能力如何调节市场自由化与政治制度结果之间的关系。具体而言,本研究借助卡尔·波兰尼(Karl Polanyi)的“双向运动”理论、埃尔南多·德·索托(Hernando de Soto)的排他性市场架构理论,以及美国2025计划(Project 2025)等当代选民限制举措的视角,分析自由化改革的民主后果。 本数据集套件包含以下内容: vdem_from_1985.csv:来自V-Dem第12版数据集(1990-2022年)的年度国家层面数据,包含参与式民主、协商式民主、多元民主与自由民主的相关指标。 p5v2018.xls:来自系统和平中心(Center for Systemic Peace)的Polity5数据集(覆盖1800-2018年),包含用于衡量威权-民主转型的polity2制度得分。 CODE.docx:适配Google Colab的Python代码,可完整复现所有实证模型,包括普通最小二乘(OLS)回归、稳健性检验、方差膨胀因子(Variance Inflation Factor,VIF)诊断以及区域亚组分析。 Readme.docx:复现说明文档。如需复现全部分析,仅需将两个数据集上传至Google Colab笔记本,并将代码粘贴至新代码单元格即可。若遇到输出或语法问题,建议用户使用ChatGPT或其他人工智能工具进行调试。 所有分析均基于公开可用数据集,代码完全透明且附有文档,以支持研究可复现性与开放科学理念。 关键词:自由民主、威权主义、公民参与、教育、市场自由化、V-Dem、Polity5、国际政治经济学、回归分析 推荐引用格式:布朗(Brown, S.)与纳哈塔(Nahata, R.)(2025)。《市场、观念与制度:教育与公民意识如何调节全球市场扩张带来的威权主义反弹》[数据与代码]。Zenodo。https://doi.org/10.5281/zenodo.15282202



