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π DataVerse β Global Development Indicators Dataset
This dataset was compiled for DataVerse-2026, a data analytics competition organized by the Departmental Statistics Association (DSA), Department of Statistics, Faculty of Science, The Maharaja Sayajirao University of Baroda. The competition challenges participants to solve real-world problems through visualization, machine learning, and analytical storytelling.
π Competition Dates: Feb 26β28, 2026 Β· π Venue: Dept. of Statistics, MSU Baroda Β· π₯ Team Size: 1β4 Members
π Dataset Overview
A longitudinal panel dataset covering global development indicators across world regions and country groups from 2000 to 2020. Each row represents a region-year observation and spans economic, environmental, health, digital, and governance dimensions.
The dataset is structured around aggregated World Bank-style regional groupings (e.g., Africa Eastern and Southern, Arab World, Central Europe and the Baltics, etc.) rather than individual countries, making it well-suited for comparative regional analysis.
π Features
The dataset contains 47 columns organized into the following thematic groups:
π Identifiers
| Column | Description |
|---|---|
year |
Year of observation (2000β2020) |
country_code |
World Bank region/group code (e.g., AFE, ARB, CEB) |
country_name |
Full name of the region or country group |
region |
Sub-region classification (often null for aggregated groups) |
income_group |
World Bank income classification (often null) |
currency_unit |
Primary currency (often null for regional aggregates) |
π° Economic Indicators
| Column | Description |
|---|---|
gdp_usd |
GDP in current USD |
population |
Total population |
gdp_per_capita |
GDP per capita (USD) |
inflation_rate |
Annual inflation rate (%) |
unemployment_rate |
Unemployment rate (%) |
fdi_pct_gdp |
Foreign direct investment as % of GDP |
π± Environmental Indicators
| Column | Description |
|---|---|
co2_emissions_kt |
COβ emissions in kilotons |
energy_use_per_capita |
Energy use per capita (kg oil equivalent) |
renewable_energy_pct |
Renewable energy as % of total |
forest_area_pct |
Forest area as % of land area |
β€οΈ Health & Social Indicators
| Column | Description |
|---|---|
life_expectancy |
Average life expectancy at birth |
child_mortality |
Under-5 mortality rate (per 1,000 live births) |
health_expenditure_pct_gdp |
Health expenditure as % of GDP |
hospital_beds_per_1000 |
Hospital beds per 1,000 people |
physicians_per_1000 |
Physicians per 1,000 people |
electricity_access_pct |
Population with access to electricity (%) |
school_enrollment_secondary |
Secondary school enrollment rate |
π‘ Digital & Connectivity Indicators
| Column | Description |
|---|---|
internet_usage_pct |
Internet users as % of population |
mobile_subscriptions_per_100 |
Mobile subscriptions per 100 people |
π Derived / Composite Indices
| Column | Description |
|---|---|
calculated_gdp_per_capita |
Recalculated GDP per capita |
real_economic_growth_indicator |
Derived economic growth metric |
econ_opportunity_index |
Composite economic opportunity score |
co2_emissions_per_capita_tons |
Per capita COβ emissions (metric tons) |
co2_intensity_per_million_gdp |
COβ intensity per million USD of GDP |
green_transition_score |
Score reflecting transition to green energy |
ecological_preservation_index |
Index measuring ecological health |
renewable_energy_efficiency |
Efficiency ratio of renewable energy use |
human_development_composite |
Composite HDI-style score |
healthcare_capacity_index |
Derived healthcare system capacity score |
digital_connectivity_index |
Composite digital access/readiness score |
health_development_ratio |
Ratio of health indicators to development level |
education_health_ratio |
Ratio of education to health indicators |
human_development_index |
HDI estimate |
climate_vulnerability_index |
Climate risk and vulnerability score |
digital_readiness_score |
Digital readiness composite |
governance_quality_index |
Governance quality composite |
global_resilience_score |
Overall resilience composite |
global_development_resilience_index |
Master composite development index |
ποΈ Temporal Features
| Column | Description |
|---|---|
years_since_2000 |
Years elapsed since 2000 |
years_since_century |
Same as above (century baseline) |
is_pandemic_period |
Binary flag β 1 for year 2020 (COVID-19) |
π Potential Use Cases
This dataset is particularly well-suited for:
- Exploratory Data Analysis (EDA) β regional trends, missing data patterns, distributions
- Time-series forecasting β predict GDP, HDI, or emissions over time
- Clustering / Unsupervised learning β group regions by development profile
- Regression modeling β predict composite indices from base indicators
- Dashboard / Visualization β build interactive development dashboards
- Analytical storytelling β narrate global development trends
β οΈ Data Notes
- Many columns contain
nullvalues, especially for later years (2016β2020) where source data was unavailable. - The dataset uses regional aggregates (World Bank group codes), not individual country data.
- The
is_pandemic_periodflag marks 2020 as a notable anomaly year β many indicators show sharp discontinuities. - Some derived indices may have been computed by the dataset author and are not direct World Bank outputs.
π About DataVerse-2026
DataVerse-2026 is a data analytics hackathon organized by the Departmental Statistics Association (DSA), Department of Statistics, Faculty of Science, MSU Baroda (Est. 1949). The competition runs over 2 rounds and spans 3 domains, bringing together students to demonstrate data-driven thinking, creativity, and collaboration.
- π Website: threed2y.github.io/DataVerse-2026
- π§ Contact: dataversestats@gmail.com
- ποΈ Organizer:Departmental Statistics Association, Dept. of Statistics, Faculty of Science, The Maharaja Sayajirao University of Baroda
π License
This dataset is released under the MIT License.
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