Table 2 Non-environment-related SDG indicators ranked by the Goal Sustainability Index (GSI) and their alignment with UN SDG taxonomies

From: The disparities and development trajectories of nations in achieving the sustainable development goals

Group

GSI in 2022

Indicator code in this study

Indicator code in SDR 2023

Indicator definitions

UNSD target

UNSD match

4

1.98

9.E

sdg9_rdex

Expenditure on research and development

9.5.1

Match

1.87

9.A

sdg9_articles

Articles published in academic journals

9.5

Closely aligned

1.30

3.G

sdg3_neonat

Neonatal mortality rate

3.2.2

Match

1.29

3.M

sdg3_uhc

Universal health coverage (UHC) index of service coverage

3.8.1

Match

1.23

8.A

sdg8_accounts

Adults with an account at a bank or other financial institution or with a mobile-money-service provider

8.10.2

Match

1.17

11.C

sdg11_slums

Proportion of urban population living in slums

11.1.1

Match

1.08

9.G

sdg9_uni

The Times Higher Education Universities Ranking: Average score of top 3 universities

Not in UNSTATS

1.08

3.I

sdg3_swb

Subjective well-being

3.4

Closely aligned

1.08

9.C

sdg9_lpi

Logistics Performance Index: Quality of trade and transport-related infrastructure

9.1

Closely aligned

1.07

16.C

sdg16_cpi

Corruption Perceptions Index

16.5.1, 16.5.2

Closely aligned

1.06

3.K

sdg3_traffic

Traffic deaths

3.6.1

Match

1.05

1.A

sdg1_lmicpov

Poverty headcount ratio at 3.65 US Dollars ($)/day

1.1.1

Match

1.04

4.D

sdg4_second

Lower secondary completion rate

4.1.2

Match

1.03

3.D

sdg3_lifee

Life expectancy at birth

3.1:3.9

Closely aligned

1.02

9.B

sdg9_intuse

Population using the internet

17.8.1

Match

1.01

9.F

sdg9_roads

Rural population with access to all-season roads

9.1.1

Match

1.01

4.A

sdg4_earlyedu

Participation rate in pre-primary organized learning

4.2.2

Closely aligned

0.98

3.B

sdg3_fertility

Adolescent fertility rate

3.7.2

Match

0.97

6.B

sdg6_sanita

Population using at least basic sanitation services

6.2.1

Closely aligned

0.95

2.E

sdg2_stunting

Prevalence of stunting in children under 5 years of age

2.2.1

Match

0.94

9.D

sdg9_mobuse

Mobile broadband subscriptions

9.c.1, 17.6.1

Closely aligned

0.91

2.G

sdg2_undernsh

Prevalence of undernourishment

2.1.1

Match

0.84

17.C

sdg17_statperf

Statistical Performance Index

17.18.1: 17.19.2

Closely aligned

0.81

16.E

sdg16_exprop

Expropriations are lawful and adequately compensated

16.6

Closely aligned

0.75

3.F

sdg3_ncds

Age-standardized death rate due to cardiovascular disease, cancer, diabetes, or chronic respiratory disease in adults aged 30–70 years

3.4.1

Match

0.66

2.A

sdg2_crlyld

Cereal yield

2.3, 2.4

Closely aligned

0.66

17.B

sdg17_govex

Government spending on health and education

1.a.1

Closely aligned

0.58

16.B

sdg16_clabor

Children involved in child labor

8.7.1

Closely aligned

0.52

8.E

sdg8_rights

Fundamental labor rights are effectively guaranteed

8.8.2

Match

0.51

16.I

sdg16_safe

Population who feel safe walking alone at night in the city or area where they live

16.1.4

Match

5

0.47

10.B

sdg10_palma

Palma ratio

10.1

Closely aligned

0.47

16.D

sdg16_detain

Unsentenced detainees

16.3.2

Match

0.42

1.B

sdg1_wpc

Poverty headcount ratio at 2.15 US Dollars ($)/day

1.1.1

Match

0.42

5.B

sdg5_familypl

Demand for family planning satisfied by modern methods

3.7.1

Match

0.39

16.H

sdg16_rsf

Press Freedom Index

16.1

Closely aligned

0.37

16.F

sdg16_homicides

Homicides

16.1.1

Match

0.36

16.G

sdg16_justice

Access to and affordability of justice

16.3.1, 16.3.3

Closely aligned

0.30

6.E

sdg6_water

Population using at least basic drinking water services

6.1.1

Closely aligned

0.28

2.H

sdg2_wasting

Prevalence of wasting in children under 5 years of age

2.2.2

Match

0.26

16.A

sdg16_admin

Timeliness of administrative proceedings

16.6

Closely aligned

0.05

11.A

sdg11_pipedwat

Access to improved water source, piped

11.1

Closely aligned

0.05

3.N

sdg3_vac

Surviving infants who received 2 WHO-recommended vaccines

3.b.1

Closely aligned

0.00

8.F

sdg8_slavery

Victims of modern slavery

8.7

Closely aligned

−0.01

16.J

sdg16_u5reg

Birth registrations with civil authority

16.9.1

Match

−0.07

3.L

sdg3_u5mort

Mortality rate, under-5

3.2.1

Match

−0.13

8.B

sdg8_adjgrowth

Adjusted GDP growth

8.1.1

Closely aligned

−0.15

7.C

sdg7_elecac

Population with access to electricity

7.1.1

Match

−0.15

5.A

sdg5_edat

Ratio of female-to-male mean years of education received

4.5.1

Closely aligned

−0.15

10.A

sdg10_gini

Gini coefficient

10.1

Closely aligned

−0.15

5.D

sdg5_parl

Seats held by women in national parliament

5.5.1

Match

−0.19

11.D

sdg11_transport

Satisfaction with public transport

11.2.1

Closely aligned

−0.19

4.B

sdg4_literacy

Literacy rate

4.6.1

Match

−0.27

3.C

sdg3_hiv

New HIV infections

3.3.1

Match

−0.37

3.A

sdg3_births

Births attended by skilled health personnel

3.1.2

Match

−0.39

3.E

sdg3_matmort

Maternal mortality rate

3.1.1

Match

−0.51

3.J

sdg3_tb

Incidence of tuberculosis

3.3.2

Match

−0.57

4.C

sdg4_primary

Net primary enrollment rate

4.1.2

Closely aligned

−0.82

5.C

sdg5_lfpr

Ratio of female-to-male labor force participation rate

5.5

Closely aligned

6

−1.06

8.G

sdg8_unemp

Unemployment rate

8.5.2

Match

−1.45

17.A

sdg17_cohaven

Corporate Tax Haven Score

Not in UNSTATS

−1.60

8.D

sdg8_impslav

Victims of modern slavery embodied in imports

8.7

Closely aligned

−1.67

8.C

sdg8_impacc

Fatal work-related accidents embodied in imports

8.8.1

Closely aligned

−1.68

2.F

sdg2_trophic

Human Trophic Level

Not in UNSTATS

−1.69

16.K

sdg16_weaponsexp

Exports of major conventional weapons

16.1

Closely aligned

−1.81

2.B

sdg2_obesity

Prevalence of obesity, BMI ≥ 30

2.2

Closely aligned

  1. The non-environment-related indicators are divided into three groups based on their GSI values. Group 4: GSI > 0.5. Group 5: −1.0 ≤ GSI ≤ 0.5. Group 6: GSI < −1.0. To simplify the representation of individual indicator names, we have labeled the indicators for each goal in alphabetical order, such as 1.A and 1.B.