Maternal care survey panel by country (UNICEF)

Commercial use OKFreshLicense: CC-BY-3.0-IGO

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Survey-wave panel of three headline maternal-care coverage indicators for ~150-190 countries (keyless UNICEF Data Warehouse SDMX, MNCH dataflow): births attended by skilled health personnel (SDG 3.1.2), antenatal care with 4+ visits, and institutional deliveries, 2000-2025 — each wave with its source survey, a chronological wave index, a latest-wave flag, and the change in points versus the country's first wave. The maternal-care layer for development, global-health and country-risk models; joins on country_code with the catalog's other global panels. Survey waves, not an annual panel.

Source: UNICEF maternal-care intelligence
Rows: 4,285
Columns: 13
Source cadence: Yearly
Last refreshed: Oct 5, 2026
Theme: health

Column	Type	Description
country_code	string	ISO 3166-1 alpha-3 country code (UNICEF Data Warehouse field REF_AREA; regional aggregates dropped; XKX kept for Kosovo).
country	string	Country name from the catalog's canonical ISO3 mapper (+Kosovo override).
indicator	string	Canonical indicator slug: sab (SDG 3.1.2), anc4, or instdel.
indicator_label	string	Human-readable indicator definition.
value_pct	float	Survey-wave estimate of the indicator, percent. (unit: %)
estimate_year	integer	Reference year of the survey estimate (TIME_PERIOD).
data_source	string	Source survey name from the UNICEF CL_MATERNAL_SOURCE codelist (raw MNCH_SRC_* code when the codelist has no entry).
source_label	string	Originating database/programme label (SOURCE_LINK, e.g. the Joint UNICEF-WHO Database on Skilled Birth Attendance).
wave_seq	integer	Chronological wave number within (country, indicator), 1 = earliest wave.
is_latest	integer	1 if this is the country's latest wave for the indicator, else 0.
change_pp_vs_first	float	Value minus the country's first-wave value for the indicator, percentage points (0.0 on the first wave). (unit: pp)
obs_status	string	UNICEF observation status (RP on every row).
row_hash	string	Deterministic 12-hex row identity hash (country_code\|indicator\|estimate_year).

First 10 sample rows — a preview, not the complete dataset.

country_code	country	indicator	indicator_label	value_pct	estimate_year	data_source	source_label	wave_seq	is_latest	change_pp_vs_first	obs_status	row_hash
AFG	Afghanistan	anc4	Antenatal care, 4+ visits (%)	16.1	2,010	Afghanistan Mortality Survey 2010	—	1	0	0	RP	b2ec802691c1
AFG	Afghanistan	anc4	Antenatal care, 4+ visits (%)	14.6	2,011	Multiple Indicator Cluster Survey 2010-2011	—	2	0	-1.5	RP	66a3de4fc439
AFG	Afghanistan	anc4	Antenatal care, 4+ visits (%)	22.7	2,014	Living Conditions Survey 2013-2014	—	3	0	6.6	RP	4dc5462e8bc1
AFG	Afghanistan	anc4	Antenatal care, 4+ visits (%)	17.8	2,015	Demographic and Health Survey 2015	—	4	0	1.7	RP	1df6ae935b70
AFG	Afghanistan	anc4	Antenatal care, 4+ visits (%)	16.3	2,017	Afghanistan Living Conditions Survey 2016-17. Kabul: Central Statistics Organization (CSO); 2018.	—	5	0	0.2	RP	9d881e31240e
AFG	Afghanistan	anc4	Antenatal care, 4+ visits (%)	20.9	2,018	Afghanistan Health Survey 2018. Amsterdam: KIT Royal Tropical Institute; 2018.	—	6	0	4.8	RP	2b8ee987115c
AFG	Afghanistan	anc4	Antenatal care, 4+ visits (%)	27.6	2,020	Afghanistan 2019-2020 Income; Expenditure & Labour Force Survey; National Statistics and Information Authority	—	7	0	11.5	RP	c4d2212b9190
AFG	Afghanistan	anc4	Antenatal care, 4+ visits (%)	33.4	2,023	Multiple Indicators Survey 2022-23	—	8	1	17.3	RP	92b200fe39e8
AGO	Angola	anc4	Antenatal care, 4+ visits (%)	61.4	2,016	Demographic and Health Survey 2015-2016	—	1	0	0	RP	597de5f1052a
AGO	Angola	anc4	Antenatal care, 4+ visits (%)	51.2	2,024	Demographic and Household Survey 2023-24 Key Indicators Report	CRAVE 2025 - Template	2	1	-10.2	RP	998e520f1aa6

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

cURL

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

Python

import requests

ds = requests.get("https://datazimuts.com/v1/datasets/unicef_mnch_intel/unicef_mnch_maternal_care_panel").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/unicef_mnch_intel/unicef_mnch_maternal_care_panel

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

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Pinned to snapshot 20261005T182905Z-2969f2a587a4 and its content hash, so readers get exactly the data you used.

APA

UNICEF maternal-care intelligence. (2026). Maternal care survey panel by country (UNICEF) [Data set, snapshot 20261005T182905Z-2969f2a587a4, sha256 2969f2a587a4]. Datazimuts. Retrieved 2026-10-06, from https://datazimuts.com/en/datasets/unicef_mnch_intel/unicef_mnch_maternal_care_panel?snapshot=20261005T182905Z-2969f2a587a4

BibTeX

@misc{dz_unicef_mnch_intel_unicef_mnch_maternal_c_2969f2a5,
  title        = {{Maternal care survey panel by country (UNICEF)}},
  author       = {{UNICEF maternal-care intelligence}},
  year         = {2026},
  publisher    = {Datazimuts},
  howpublished = {\url{https://datazimuts.com/en/datasets/unicef_mnch_intel/unicef_mnch_maternal_care_panel?snapshot=20261005T182905Z-2969f2a587a4}},
  note         = {Snapshot 20261005T182905Z-2969f2a587a4, sha256 2969f2a587a4820a2fa1467cb02d70d64b5f534d8e3c350639f56b8c9aaf1f7a; accessed 2026-10-06}
}

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Maternal care survey panel by country (UNICEF)

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