Summary of variable operationalisation, measurement and data sources
| Variable | Role in model | Operationalisation | Measurement | Source |
|---|---|---|---|---|
| Globalisation degree (trade intensity) | Dependent variable | Ratio of imports and exports to GDP | Continuous variable transformed into country rankings (1–27) | Observatory of Economic Complexity; World Bank |
| Artificial intelligence (AI) usage | Independent variable | Enterprises using any AI technology | Percentage of enterprises; transformed into rankings | Digital Decade DESI |
| Big data usage | Independent variable | Enterprises analysing big data from any data source | Percentage of enterprises; transformed into rankings | Digital Decade DESI |
| Cloud computing usage | Independent variable | Enterprises using at least one intermediate or advanced cloud computing service (e.g. ERP, CRM, database hosting, development platforms) | Percentage of enterprises; transformed into rankings | Digital Decade DESI |
| Social media usage | Independent variable | Enterprises using at least two social media tools (e.g. social networks, blogs, multimedia platforms, or knowledge-sharing tools) | Percentage of enterprises; transformed into rankings | Digital Decade DESI |
| GDP | Control variable | Gross Domestic Product at constant prices | Absolute values transformed into rankings | World Bank |
| Population | Control variable | Total resident population | Absolute values transformed into rankings | World Bank |
| Variable | Role in model | Operationalisation | Measurement | Source |
|---|---|---|---|---|
| Globalisation degree (trade intensity) | Dependent variable | Ratio of imports and exports to GDP | Continuous variable transformed into country rankings (1–27) | Observatory of Economic Complexity; World Bank |
| Artificial intelligence (AI) usage | Independent variable | Enterprises using any AI technology | Percentage of enterprises; transformed into rankings | Digital Decade DESI |
| Big data usage | Independent variable | Enterprises analysing big data from any data source | Percentage of enterprises; transformed into rankings | Digital Decade DESI |
| Cloud computing usage | Independent variable | Enterprises using at least one intermediate or advanced cloud computing service (e.g. ERP, CRM, database hosting, development platforms) | Percentage of enterprises; transformed into rankings | Digital Decade DESI |
| Social media usage | Independent variable | Enterprises using at least two social media tools (e.g. social networks, blogs, multimedia platforms, or knowledge-sharing tools) | Percentage of enterprises; transformed into rankings | Digital Decade DESI |
| GDP | Control variable | Gross Domestic Product at constant prices | Absolute values transformed into rankings | World Bank |
| Population | Control variable | Total resident population | Absolute values transformed into rankings | World Bank |
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.