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Digital Readiness Regimes

Replication Package – Digital Readiness Regimes This repository contains the replication materials for the paper: “Digital readiness regimes and development dynamics: The role of governance and skills beyond connectivity”. This project investigates cross-c

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CreatorŚledziewska, Katarzyna
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Published2026-03-20
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DOI10.5281/zenodo.19134804
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Downloads221
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Licensecc-by-4.0
File Size1.8 MB
Data TypeDataset
Published2026
Licensecc-by-4.0
Total Views263
Total Downloads221

Replication Package – Digital Readiness Regimes

This repository contains the replication materials for the paper: “Digital readiness regimes and development dynamics: The role of governance and skills beyond connectivity”.

This project investigates cross-country differences in digital development by introducing the concept of digital readiness regimes, understood as multidimensional configurations of:

  • digital infrastructure,
  • human capital,
  • innovation capacity,
  • and regulatory quality.

Sources:

The analysis combines macro-level indicators from:

  • World Bank (WDI)
  • ITU (ICT indicators, regulatory tracker)
  • UNCTAD (FTRI index)
  • UN Comtrade (trade structure)

All variables are documented in the Appendix of the paper.

 

The replication files reproduce the main empirical steps of the paper:

  • Data construction
    • assembling a country–year panel (2010–2023),
    • merging indicators from multiple international sources,
    • harmonizing country names and handling missing data.
  • Clustering analysis
    • standardization of variables,
    • identification of digital readiness regimes using k-means clustering,
    • validation using silhouette scores and robustness checks.
  • Regime dynamics (STATA)
    • construction of Markov transition matrices,
    • estimation of persistence and mobility across regimes.
  • Econometric analysis (STATA)
    • multinomial logit models of regime membership,
    • robustness checks (ordered logit, transition models, alternative specifications),
    • computation of average marginal effects.
  • Visualization (R)
    • generation of figures (cluster plots, boxplots, transition heatmaps),
    • visualization of marginal effects and model results,
    • preparation of publication-ready graphs.

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Digital Readiness Regimes (Full Dataset)1.8 MB
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ReadmeVia DOI record
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Files are hosted on the source repository. Click download to access the full dataset.

Śledziewska, Katarzyna (2026). Digital Readiness Regimes. https://doi.org/10.5281/zenodo.19134804