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SDG goal progress signals (2030-target progress velocity, on-track flags)

Value-added UN Sustainable Development Goal progress signals: 10-year progress rates, cross-country improvement z-scores, naive drift projections to the 2030 deadline, and on-track/off-track flags for poverty, electricity access, safe drinking water, and maternal mortality across ~200 countries. All computation is local pandas/numpy; no paid models or APIs.

Source: SDG Goal Progress Signals (derived)15,780 rowsUpdated: 9/22/2026
sdgunited-nationspovertydevelopmentprogress2030-agendasignalsunsdg

Quality

91.7

Attribution

United Nations Statistics Division, SDG Global Database; derived signals by Frontier Data Hub

Schema

ColumnTypeDescription
datestringReference year of the observation (first day of the year), as published in the UN SDG Global Database.
countrystring
country_codestring
series_idstringDerived series identifier: SDG_POVERTY_3D (poverty headcount at $3.00/day), SDG_ELEC_ACCESS (access to electricity), SDG_SAFE_WATER (safely managed drinking water), or SDG_MMR (maternal mortality ratio).
series_labelstringHuman-readable SDG indicator label from the UN SDG Global Database, naming the indicator and its unit.
valuefloatIndicator value as published in the UN SDG Global Database: percentages for poverty, electricity access and safe water; deaths per 100,000 live births for maternal mortality.
progress_rate_10yfloat
improvement_zfloat
projected_2030float
gap_2030float
on_track_flaginteger
rankfloat

Sample rows

datecountrycountry_codeseries_idseries_labelvalueprogress_rate_10yimprovement_zprojected_2030gap_2030on_track_flagrank
1963-01-01United StatesUSASDG_POVERTY_3DPoverty headcount ratio at $3.00 a day (%, UN SDG Global Database)1.60
1964-01-01United StatesUSASDG_POVERTY_3DPoverty headcount ratio at $3.00 a day (%, UN SDG Global Database)1.50
1965-01-01United StatesUSASDG_POVERTY_3DPoverty headcount ratio at $3.00 a day (%, UN SDG Global Database)1.30
1966-01-01United StatesUSASDG_POVERTY_3DPoverty headcount ratio at $3.00 a day (%, UN SDG Global Database)1.20
1967-01-01United StatesUSASDG_POVERTY_3DPoverty headcount ratio at $3.00 a day (%, UN SDG Global Database)1.10

Download sample data

Download the full sample snapshot for this dataset (sample rows, not the complete dataset).

Use with an LLM

Point any LLM at the metadata endpoint — the documentation above is machine-readable too (JSON-LD + Croissant).

cURL

curl "https://datazimuts.com/v1/datasets/sdg_progress_signals/sdg_goal_progress_signals" | jq '{title, rows, columns_count, license}'

Python

import requests

ds = requests.get("https://datazimuts.com/v1/datasets/sdg_progress_signals/sdg_goal_progress_signals").json()
print(ds["title"], ds["rows"], "rows")

# Sample rows for an LLM context window
for row in ds.get("sample_rows", [])[:5]:
    print(row)

API endpoint: https://datazimuts.com/v1/datasets/sdg_progress_signals/sdg_goal_progress_signals

Tip: fetch /llms.txt for the full machine-readable catalog.