Infrastructure score vs. Legal system and property rights (Fraser)
Fades after adjusting for income
Across 162 countries, Infrastructure score and Legal system and property rights (Fraser) rise and fall together at r = +0.73 (on a scale from −1 to +1, where 0 means no link). Comparing only countries with similar income (GDP per person) shrinks it to +0.04, which could easily be chance (q = 0.75, allowing for the many pairs tested, and allowing for countries in the same region being alike). So the first figure mostly shows richer countries differing from poorer ones, not a link between these two things. Caution: sign flips when a single country is removed.
Comparing countries across the middle half of legal system and property rights (Fraser), 4.21 to 6.57 points, infrastructure score is better by 0.689 typical gaps at the top of that range than the bottom. Comparing only countries with similar national income, the gap is 0.0231 typical gaps.
Link before adjusting (r)+0.734p = 1.1e-28 · 162 countries
After adjusting for national income+0.041p = 0.605 · likely range [-0.11, +0.19]
p, allowing for regions0.586standard error 0.071 · 7 regions
Check for luck (q)0.746across 17,292 pairs
How to read these.r runs from −1 (one goes up as the other goes down) to +1 (they rise together), and 0 means no link. Adjusting for national income means comparing countries with the same GDP per person, so differences in wealth can’t explain the link. Income is used in percentage terms, since an extra $1,000 means more to a poor country than to a rich one. p is how likely a link this strong would be if there were really none. Below 0.05 means it is unlikely to be chance. Very small values are written in short form: 1.1e-32 means a decimal point followed by 31 zeros and then 11, so very close to zero. The likely range is where the true figure probably lies, and a range that crosses zero means the link could easily be chance. Countries in the same region tend to resemble each other, so the third figure allows for that, which gives a fairer p. The standard error is the typical size of the error in r. Finally, testing this many pairs means some will look strong by luck alone. A q below 0.05 means this link is unlikely to be one of those.
Infrastructure score · typical gaps (standard deviations)link with income +0.90 · proxy
Legal system and property rights (Fraser) · rating (0-10)link with income +0.81 · proxy
Both of these rise and fall closely with national income, so a strong link between them before adjusting was close to certain. Read the adjusted figure, not the first one.
“Link with income” is how closely each measure tracks GDP per person across countries, from −1 to +1.
Every country as a dot
best-fit line line after adjusting
Four ways to measure the link
| Method | r | p | Countries |
|---|---|---|---|
| Standard (Pearson), not adjusted | +0.734 | 1.1e-28 | 162 |
| By rank (Spearman), not adjusted | +0.794 | 2.0e-36 | 162 |
| Standard (Pearson), adjusted for national income | +0.041 | 0.605 | 162 |
| By rank (Spearman), adjusted for national income | +0.213 | 0.007 | 162 |
The rank version uses only each country’s place in line, from lowest to highest, so a few extreme countries count for less. The adjusted and unadjusted versions use the same 162 countries: those that report both measures and GDP per person. So the gap between them comes from the adjustment, not from a change in which countries are counted. Drop in the size of r after adjusting: +0.693 (a minus sign means it grew).
How solid is it?
Leaving out one country at a time, r ranges from -0.004 (without GUY) to +0.065 (without IRQ). The bar above shows that range on a scale from −1 to +1, with the solid line at the full result. The single country that moves r most: GUY (-0.045).
Fragile: this link may not hold up.
- sign flips when a single country is removed
- direction is not consistent across regions
Within each region
Countries are not separate, unrelated cases, and neighbors share a lot. A link that holds inside each region is far more believable than one that shows up only when comparing regions.
| n | r | ||
|---|---|---|---|
| East Asia & Pacific | 20 | -0.07 | |
| Europe & Central Asia | 46 | +0.10 | |
| Latin America & Caribbean | 25 | +0.55 | |
| Middle East, North Africa, Afghanistan & Pakistan | 20 | +0.36 | |
| Sub-Saharan Africa | 44 | +0.20 |
By income third
If the link shows up only in the richest third of countries, it is a feature of rich countries, not a general pattern.
| n | r | ||
|---|---|---|---|
| Poorest third | 54 | +0.05 | |
| Middle third | 54 | +0.02 | |
| Richest third | 54 | +0.66 |
By largest religious group
Countries grouped by a label they share, such as main religion, rather than by a number. Groups of fewer than twelve countries are not shown. These groups differ in income, region and history all at once. So a gap between them is a place to start asking questions, not an answer.
| n | r | ||
|---|---|---|---|
| Christians | 97 | -0.03 | |
| Muslims | 44 | +0.12 |
By last European coloniser
Countries grouped by a label they share, such as main religion, rather than by a number. Groups of fewer than twelve countries are not shown. These groups differ in income, region and history all at once. So a gap between them is a place to start asking questions, not an answer.
| n | r | ||
|---|---|---|---|
| France | 25 | +0.12 | |
| Never a European colony | 18 | -0.10 | |
| Spain | 18 | +0.17 | |
| United Kingdom | 50 | +0.15 |
By official ideology
Countries grouped by a label they share, such as main religion, rather than by a number. Groups of fewer than twelve countries are not shown. These groups differ in income, region and history all at once. So a gap between them is a place to start asking questions, not an answer.
| n | r | ||
|---|---|---|---|
| Nationalist | 23 | +0.07 | |
| No strong official ideology | 111 | +0.14 |
By party system
Countries grouped by a label they share, such as main religion, rather than by a number. Groups of fewer than twelve countries are not shown. These groups differ in income, region and history all at once. So a gap between them is a place to start asking questions, not an answer.
| n | r | ||
|---|---|---|---|
| A few parties banned | 26 | -0.06 | |
| No parties banned | 116 | +0.03 |
Without outliers (countries far outside the middle half of countries on either measure, by more than one and a half times the width of that middle half): r = +0.041 after dropping 0 countries.
Two series, one country
Both measures over the years for one country you pick. The two charts are stacked so they share only the years along the bottom.
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Over time, within countries
Everything above compares countries with each other at one moment. This section compares each country only with itself over 0years. So a link here can’t come from anything about a country that stays the same, such as its history, geography, institutions or culture.
Not enough history inside each country to look at this over time. That needs countries measured for several years in a row, and at least one of these measures is measured too rarely.
The data
typical gaps (standard deviations) | rating (0-10) | Years | |
|---|---|---|---|
| Korea, Rep. KOR | 1.72 | 6.81 | 2024 |
| Switzerland CHE | 1.7 | 8.98 | 2024 |
| France FRA | 1.7 | 7.41 | 2024 |
| Norway NOR | 1.68 | 9.05 | 2024 |
| Saudi Arabia SAU | 1.67 | 6.22 | 2024 |
| China CHN | 1.66 | 4.73 | 2024 |
| Denmark DNK | 1.65 | 9.09 | 2024 |
| Germany DEU | 1.65 | 8.03 | 2024 |
| Belgium BEL | 1.64 | 7.64 | 2024 |
| Malta MLT | 1.63 | 6.89 | 2024 |
| Netherlands NLD | 1.63 | 8.56 | 2024 |
| United Arab Emirates ARE | 1.61 | 7.09 | 2024 |
| Portugal PRT | 1.6 | 7.41 | 2024 |
| United Kingdom GBR | 1.6 | 7.92 | 2024 |
| Luxembourg LUX | 1.59 | 8.63 | 2024 |
wdi
Gwartney, J., Lawson, R., Murphy, R. and others, Economic Freedom of the World: 2026 Annual Report, Fraser Institute. Data from the EFW panel dataset (efotw-2026-master-index-data-for-researchers-iso.xlsx).
Sources
Infrastructure score
Infrastructure score
PlaceStats · via PlaceStats · Derived work; each member keeps its own licence · updated recomputed with the panel
The average of 5 measures from 1 publisher. Each measure is first put on a common scale: 0 is the average country in an average year, and 1 is a typical gap between countries (a standard deviation). Each is turned so that higher is better. Measures are averaged within each publisher first, so a publisher with many measures does not count for more. Members: Electricity access, Slum share of urban population, Mobile subscriptions, Fixed broadband, Internet users.
Legal system and property rights (Fraser)
Economic freedom, area 2, legal system and property rights (Fraser Institute)
Fraser Institute · No licence stated; used with citation · updated annual
Whether courts are independent and fair, contracts are enforced, property is protected and the police are reliable, from 0 to 10. It draws on some of the same expert sources as other rule-of-law measures, so expect it to track them closely.
How this was computed
Data used: most recent value in 2010-2025; values come from 2022–2024. To adjust for income, each measure is first predicted from GDP per person (in percentage terms, on a log scale) with a straight-line fit. Only what is left over is then compared. This is called a partial correlation. The line is drawn the standard way (ordinary least squares), which picks the line that comes closest to all the countries at once. The error margins allow for countries in the same region resembling each other, using 7 World Bank regions. The q-value corrects for testing all 17,292 pairs at once, using the Benjamini–Hochberg method. Underlying data last updated V-Dem v16; V-Party v2. How the country data works · explore Infrastructure score and Legal system and property rights (Fraser)
This page shows that two measures go together. It does not show that Infrastructure score changes Legal system and property rights (Fraser), or the reverse. These figures also describe countries, not individual people. See the ecological fallacy.
More links with Infrastructure score or Legal system and property rights (Fraser)
- Legal system and property rights (Fraser) vs Researchers before +0.80 → after adjusting +0.58
- Interpersonal trust vs Legal system and property rights (Fraser) before +0.71 → after adjusting +0.51
- Family benefits spending vs Legal system and property rights (Fraser) before +0.54 → after adjusting +0.47
- Freedom of association vs Legal system and property rights (Fraser) before +0.50 → after adjusting +0.47
- Legal system and property rights (Fraser) vs Religion very important before -0.72 → after adjusting -0.47
- Extreme poverty rate vs Infrastructure score before -0.81 → after adjusting -0.46
- Legal system and property rights (Fraser) vs One-person households before +0.74 → after adjusting +0.45
- Legal system and property rights (Fraser) vs PISA science before +0.78 → after adjusting +0.44