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World Food Security Outlook

World, 1999 - 2030
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Reference ID
WLD_2023_WFSO_v01_M
Producer(s)
Bo Pieter Johannes Andree
Metadata
DDI/XML JSON
Created on
Nov 13, 2023
Last modified
Jan 07, 2025
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34985
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Dataset API

Dataset: World Food Security Outlook
Observations: 29414
The World Food Security Outlook (WFSO) database, provided by the World Bank Development Economics Data Group and the Agriculture Global Practice, tracks and analyzes global food security. It includes historical, preliminary, and forecast data on severe food insecurity worldwide.

API usage

Metadata
https://microdata.worldbank.org/index.php/api/tables/info/fcv/wfso
Data
Data API query parameters
Parameter Description
fields A comma separated list of field/variable names
filter Filter options
Format JSON or CSV. Default is JSON
limit Number of rows. Default is 15 with max value of 1000
offset Offset for pagination
Examples
Use offset to paginate results
Get results as CSV

Data explorer

Filters
Fields
https://microdata.worldbank.org/index.php/api/tables/data/fcv/wfso?limit=15&offset=0
{
  "rows_count": 15,
  "limit": 15,
  "offset": 0,
  "found": 29414,
  "total": 29414,
  "data": [
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 1999,
      "value": 22.3,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2000,
      "value": 21.1,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2001,
      "value": 25.8,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2002,
      "value": 21.8,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2003,
      "value": 19.1,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2004,
      "value": 17.6,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2005,
      "value": 18.4,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2006,
      "value": 18.3,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2007,
      "value": 17,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2008,
      "value": 15.4,
      "flag": "Estimate",
      "type": "Historical model estimate",
      "note": "Modeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2009,
      "value": 14.5,
      "flag": "Estimate",
      "type": "Estimated from IPC-compatible data",
      "note": "Estimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2010,
      "value": 14.7,
      "flag": "Estimate",
      "type": "Estimated from IPC-compatible data",
      "note": "Estimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2011,
      "value": 14.7,
      "flag": "Estimate",
      "type": "Estimated from IPC-compatible data",
      "note": "Estimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2012,
      "value": 14.5,
      "flag": "Estimate",
      "type": "Estimated from IPC-compatible data",
      "note": "Estimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'",
      "estimated": "oct_2024"
    },
    {
      "iso3c": "AFG",
      "country": "Afghanistan",
      "indicator_short": "Prevalence of Severe Food Insecurity (%)",
      "indicator_long": "Prevalence of severe food insecurity in the total population (percent) (3-year centered average)",
      "unit": "%",
      "year": 2013,
      "value": 14.1,
      "flag": "Estimate",
      "type": "Estimated from IPC-compatible data",
      "note": "Estimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'",
      "estimated": "oct_2024"
    }
  ]
}
Total: 29414
Showing 1 - 15 of 29414
#
iso3c
country
indicator
unit
year
value
flag
note
ISO code
Country name
Indicator
Unit
Year
Value
Flag
Note
1 AFGAfghanistan%199922.3EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
2 AFGAfghanistan%200021.1EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
3 AFGAfghanistan%200125.8EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
4 AFGAfghanistan%200221.8EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
5 AFGAfghanistan%200319.1EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
6 AFGAfghanistan%200417.6EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
7 AFGAfghanistan%200518.4EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
8 AFGAfghanistan%200618.3EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
9 AFGAfghanistan%200717EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
10 AFGAfghanistan%200815.4EstimateModeled based on Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts,' with extended coverage following Gatti et al. (2023). 'Altered Destinies: The Long-Term Effects of Rising Prices and Food Insecurity in the Middle East and North Africa.'
11 AFGAfghanistan%200914.5EstimateEstimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'
12 AFGAfghanistan%201014.7EstimateEstimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'
13 AFGAfghanistan%201114.7EstimateEstimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'
14 AFGAfghanistan%201214.5EstimateEstimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'
15 AFGAfghanistan%201314.1EstimateEstimated using 3-year averages of IPC-compatible FEWS NET data, population-weighted with harmonized subnational boundaries, and scaled using a fixed effects model following Andree, B.P.J. (2022). 'Machine Learning Guided Outlook of Global Food Insecurity Consistent with Macroeconomic Forecasts.'
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Data dictionary

# Name Label Codelist
1 iso3c ISO code
2 country Country name
3 indicator Indicator
4 unit Unit
Value Label
USD USD
% Percentage
5 year Year
6 value Value
7 flag Flag
8 note Note
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