The number of economies[2] included in the GDSP depends on the availability of household surveys in the World Bank’s Global Monitoring Database (GMD) as of April 2023.[3] Shared prosperity is harder to monitor than global poverty. Whereas one household survey is needed to compute poverty, two comparable household surveys are needed to compute shared prosperity. Moreover, these surveys must be conducted around the same years in all economies to measure shared prosperity for roughly the same period. These requirements mean shared prosperity cannot be measured in some of the most deprived economies, which often lack sufficient survey data (a more detailed discussion can be found here). Table 1 below shows how GDSP coverage varies between updates.[4]
________
[2] The term country, used interchangeably with economy, does not imply political independence but refers to any territory for which authorities report separate social or economic statistics.
[3] The Global Monitoring Database (GMD) is the World Bank’s repository of multitopic income and expenditure household surveys used to monitor global poverty and shared prosperity. The household survey data are typically collected by national statistical offices in each country, and then compiled, processed, and harmonized by the Data for Goals (D4G) team in the Poverty Global Practice.
[4] The largest number of economies covered was in the fourth edition of the GDSP in 2017 (which was used in World Bank, 2020), with 93 economies
Table 1. Country coverage across editions of the GDSP, by region
Edition
|
Release Date
|
Circa
|
EAP
|
ECA
|
LAC
|
MNA
|
OHI
|
SAR
|
SSA
|
Total
|
1
|
AM2014
|
2006-2011
|
3
|
23
|
14
|
4
|
0
|
6
|
15
|
65
|
2
|
AM2015
|
2007-2012
|
4
|
23
|
14
|
4
|
19
|
6
|
15
|
85
|
3
|
AM2016
|
2008-2013
|
7
|
24
|
16
|
2
|
20
|
4
|
9
|
82
|
4
|
AM2017
|
2009-2014
|
7
|
26
|
16
|
5
|
20
|
4
|
15
|
93
|
5
|
SM2018
|
2010-2015
|
6
|
27
|
16
|
4
|
20
|
3
|
12
|
88
|
6
|
AM2018
|
2010-2015
|
8
|
26
|
16
|
3
|
22
|
4
|
12
|
91
|
7
|
SM2020
|
2012-2017
|
7
|
24
|
14
|
4
|
23
|
4
|
15
|
91
|
8
|
SM2021
|
2013-2018
|
8
|
25
|
14
|
3
|
27
|
3
|
8
|
88
|
9
|
SM2022
|
2014-2019
|
8
|
26
|
14
|
2
|
23
|
2
|
5
|
80
|
10
|
AM2022
|
2014-2019
|
8
|
26
|
14
|
2
|
23
|
3
|
5
|
81
|
11
|
SM2023
|
2015-2020
|
7
|
24
|
15
|
2
|
23
|
3
|
4
|
78
|
Source: World Bank compilation based on data of GDSP (Global Database of Shared Prosperity), World Bank, Washington, DC, 2023 http://www.worldbank.org/en/topic/poverty/brief/global-database-of-shared-prosperity
Note: AM=Annual meetings in October; SM=Spring meetings in April. EAP = East Asia and Pacific; ECA = Europe and Central Asia; LAC = Latin America and Caribbean; MNA = Middle East and North Africa; OHI=Other High-Income countries; SAR = South Asia; SSA = Sub-Saharan Africa.
Survey data are selected according to two criteria: (i) to match the time periods as closely as possible across all countries, while including the most recent data; and (ii) to ensure the widest possible coverage of countries, across regions and income levels. Comparability is assessed according to the database available here. Although 168 countries have an international poverty estimate in the World Bank’s Poverty and Inequality Platform (PIP), significantly fewer have a shared prosperity estimate due to the stricter data requirements referenced above.
Overall, the GDSP now includes coverage for approximately 5.69 billion people, or 74 percent of the world’s population in 2019. However, outside of Europe and Central Asia, the total number of countries with shared prosperity data is low relative to the total countries in each region (Table 2).
Table 2. Global Database of Shared Prosperity, 11th edition, circa 2015-2020
Country Group
|
Population, Millions
|
Number of Economies
|
|
All economies
|
Economies with poverty rate
|
Economies with SP
|
All
|
Economies with poverty rate
|
Economies with SP
|
East Asia & Pacific
|
2,106.5
|
2,064.4
|
1,990.8
|
26
|
20
|
7
|
Eastern Europe & Central Asia
|
495.2
|
495.0
|
438.6
|
31
|
30
|
24
|
Latin America & the Caribbean
|
641.0
|
599.5
|
559.4
|
31
|
24
|
15
|
Middle East & North Africa
|
409.9
|
398.7
|
192.2
|
14
|
12
|
2
|
South Asia
|
1,861.6
|
1,823.8
|
1,628.2
|
8
|
7
|
3
|
Sub-Saharan Africa
|
1,121.5
|
1,100.5
|
64.4
|
48
|
45
|
4
|
Rest of the World
|
1,108.4
|
1,039.6
|
824.5
|
60
|
30
|
23
|
Fragile and conflict-affected
|
926.0
|
833.2
|
2.8
|
39
|
33
|
1
|
IDA and blend
|
1,699.2
|
1,625.4
|
304.0
|
74
|
66
|
6
|
Low income
|
680.0
|
597.0
|
64.3
|
27
|
25
|
3
|
Lower middle income
|
3,313.9
|
3,297.7
|
2,024.7
|
55
|
53
|
14
|
Upper middle income
|
2,483.9
|
2,464.1
|
2,651.6
|
55
|
45
|
23
|
High income
|
1,266.2
|
1,162.8
|
957.5
|
80
|
45
|
38
|
Total
|
7,744.09
|
7,521.57
|
5,698.2
|
218
|
168
|
78
|
Sources: 11th edition of the GDSP Global Database of Shared Prosperity); World Development Indicators (WDI); http://data.worldbank.org/products/wdi
Note: Population data are from 2019. The list of IDA countries and economies in fragile and conflict-affected situations is from fiscal year (FY) 2022. Number of economies with poverty rate counts economies that reported poverty estimates in 2012 or later. SP = shared prosperity indicator. Averages across economies are simple averages, not population weighted.
Shared Prosperity Trends
Comparing shared prosperity across regions and over time should be made with caution. There is a wide range of periods represented in the circa 2015–20 shared prosperity indicators. For example, growth is measured from 2014-2019 for China but 2016–2021 for Brazil and Argentina. Moreover, in the Latin America and Caribbean (LAC) and Europe and Central (ECA) regions, countries with 2020 data are presenting shared prosperity indicators that capture the impact of the COVID-19 pandemic and corresponding policy response. These countries would require their own separate analysis given the extent of the shock to incomes in 2020. The Poverty and Shared Prosperity Report 2022 (World Bank, 2022) contains a separate discussion of trends for 13 countries with data collected in 2020 to provide an estimate of the impacts of the pandemic on shared prosperity.
So long as concerns on changing country coverage are considered, one can still use the various editions of the GDSP to study trends in shared prosperity over time. Comparing the benchmark established for the 2014 Annual Meetings (data circa 2006-2011) to the latest edition (circa 2015-2020), we observe shared prosperity generally increased in Europe and Central and the rest of the world (or Other High-Income countries, OHI). Average shared prosperity has been consistently high in the East Asia and Pacific (EAP) region across most editions of the GDSP. Meanwhile, in the Latin America and the Caribbean (LAC), the Middle East and North Africa (MNA), and Sub-Saharan Africa (SSA) regions, shared prosperity has been more varied, declining starting around Spring Meeting 2018 (8th) edition of the GDSP, before rebounding slightly.