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🌐 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.

πŸ“… Competition Dates: Feb 26–28, 2026 Β· πŸ“ Venue: Dept. of Statistics, MSU Baroda Β· πŸ‘₯ Team Size: 1–4 Members


πŸ“‹ 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.


πŸ“Š Features

The dataset contains 47 columns organized into the following thematic groups:

πŸ†” Identifiers

Column Description
year Year of observation (2000–2020)
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)

πŸ’° 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

🌱 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

❀️ 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

πŸ“‘ Digital & Connectivity Indicators

Column Description
internet_usage_pct Internet users as % of population
mobile_subscriptions_per_100 Mobile subscriptions per 100 people

πŸ“ 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

πŸ—“οΈ 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)

πŸ” 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

⚠️ Data Notes

  • Many columns contain null values, especially for later years (2016–2020) where source data was unavailable.
  • The dataset uses regional aggregates (World Bank group codes), not individual country data.
  • The is_pandemic_period flag 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.

πŸ† 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.


πŸ“„ License

This dataset is released under the MIT License.

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