Socio-economic vulnerability and disability in Israel
278 settlements analyzed | Real administrative data
This project analyzes the factual correlations between Socio-Economic status and medical conditions across Israel, utilizing the most recent data available.We integrated administrative records from the National Insurance Institute (Bituach Leumi)—specifically benefit recipients in localities with over 2,000 residents, current as of December 2024—with official indices from the Central Bureau of Statistics (CBS). The CBS data includes the Socio-Economic Index (Cluster & Score, updated to 2021) and the Peripherality Index (Cluster & Score, updated to 2020).Based on this unified dataset, we engineered two novel composite features: The Social Index: A weighted combination of the socio-economic score, periphery scale, and income support rates.The Health Index: An aggregation of general disability, special services for persons with disabilities, and mobility benefits.
Dropdown: Socio-economic cluster | Disability rate | Income support rate
Use the dropdown to compare spatial patterns across socio-economic cluster, disability rate, and income support rate. Bubble size reflects population, so dense areas stand out quickly.
Negative values mean higher socio-economic score -> lower disability
Social/Health indices | Spearman r = 0.58
Both indices are normalized to a range of -1 (Distress) to +1 (Resilience).
A weighted measure of a settlement's socio-economic strength:
Meaning: A score of +1 represents a wealthy, central locality; -1 represents a poor, peripheral one.
A weighted measure of the working-age population's health (inverted, so high = healthy):
Meaning: A score of +1 represents a locality with very low disability rates (Healthy); -1 represents high disability rates (Unhealthy).
Residuals from social index -> health index regression
| Settlement | SE Cluster | Residual | Population |
|---|---|---|---|
| טבריה | 3 | -0.96 | 52,388 |
| באר שבע | 5 | -0.72 | 214,661 |
| קריית ים | 5 | -0.70 | 41,520 |
| עפולה | 5 | -0.69 | 65,478 |
| מגדל העמק | 4 | -0.59 | 28,708 |
National averages mark the red zone for priority intervention
The x-axis is the rate of recipients of a general disability pension in each locality, out of the entire working-age population in that locality (ages 18-64). The range is from 0 to the settlement with the highest general disability rate (14.8%).
The y-axis is the rate of recipients of a disabled child benefit in each locality, out of the entire population of children in that locality (ages 0 to 17). The range is from 0 to the settlement with the highest disabled child benefit rate (10.7%).
This scatter plot reveals a possible disturbing correlation between working-age disability (parents) and child disability (future generation). The "Red Zone" (top-right quadrant) represents localities where both rates exceed the national weighted average.
| Settlement | Region | SE Cluster | Child Rate % | Adult Rate % |
|---|---|---|---|---|
| קריית שמונה | North | 5 | 8.84 | 11.06 |
| טבריה | North | 3 | 8.24 | 14.82 |
| בת ים | Center | 5 | 7.93 | 8.27 |
| טירת כרמל | North | 6 | 7.83 | 9.24 |
| רמלה | Center | 4 | 7.33 | 8.08 |
| קריית גת | South | 4 | 7.27 | 8.70 |
| עפולה | North | 5 | 7.19 | 11.22 |
| חצור הגלילית | North | 4 | 7.14 | 11.11 |
| באר שבע | South | 5 | 7.08 | 10.28 |
| אור יהודה | Center | 5 | 7.02 | 8.11 |
Spearman r = 0.73 | Color = peripherality cluster
Benchmark line = overall weighted working-age disability rate
The chart compares the average disability rate across Israeli settlements, grouped into socio-economic quartiles—from the lowest (Q1) to the highest (Q4). The analysis includes only settlements with more than 10,000 residents. Each bar represents the mean disability rate across settlements within that quartile. The key takeaway is that there is no linear downward trend across the three lower quartiles (Q1–Q3): the values are similar, and Q2 is even slightly higher than Q1. In contrast, the highest quartile (Q4) shows a sharp and substantial drop in disability rates compared to the other quartiles.
Benchmark: Overall weighted disability rate = 6.76%.
Spearman r = 0.72
Spearman r = -0.54 | Color = peripherality cluster
Deviation from expected SEI given disability rate
Spearman r = -0.69