Fertility Collapse as
Phase Transition

A Binary Classification Model Across 62 Countries

Global Total Fertility Rate

2.252024
Drag to explore

1800

Source: UN World Population Prospects, Gapminder

2024

62

Countries Analyzed

79%

Classification Accuracy

85%

Modernized Countries Collapsed

1

Unexplained Anomaly: Israel

Prologue

Universe 25

In 1968, ethologist John B. Calhoun built a paradise for mice at NIMH, Maryland. A 4.5-foot metal cube with unlimited food, unlimited water, zero predators, zero disease. The perfect conditions for life.

He introduced 8 mice โ€” 4 males, 4 females. The population doubled every 55 days. By day 560, there were 2,200 mice. The space could hold 4,000.

Then something broke. A generation emerged that Calhoun called the โ€œbeautiful onesโ€ โ€” mice that refused to mate, refused to fight, spent their time obsessively grooming. They were physically perfect and behaviorally dead.

The last birth occurred on day 920. The population spiraled to zero. On May 23, 1973, the final mouse died.

โ€œI shall largely speak of mice, but my thoughts are on man.โ€โ€” John B. Calhoun

Calhoun ran it 25 times.

Every time: extinction.

Experiment Timeline

Day 04M, 4F

8 mice introduced

Day 315620

Population doubles every 55 days

Day 5602,200

Peak population (capacity: 4,000)

Day 600+Refuse to mate

"Beautiful ones" emerge

Day 9200 births

Last birth recorded

1973Extinction

Final mouse dies

Modern Parallel

๐Ÿ‡ฐ๐Ÿ‡ท
0.75
South Korea
๐Ÿ‡ฏ๐Ÿ‡ต
1.20
Japan
๐Ÿ‡จ๐Ÿ‡ณ
1.00
China

The Global Picture

A world map colored by fertility rate reveals a stark pattern: the more modernized a country, the fewer children it produces.

Loading world map...

Analysis

The Classifier

Three logistic regression models were tested. The simplest one โ€” just 3 features โ€” performed best. Adding more variables made it worse.

ModelFeaturesLOO-CV AccuracyMisclassified
Structural (6)urban, speed, edu, internet, WLFP, GDP75.8%15
+ Meaning (7)above + fight_for_country75.8%15
Minimal (3)urban, edu, internet79%13

Modernization Threshold Test

Countries where urbanization > 65% AND internet penetration > 70%

35 collapsed
6 surviving
85%collapsed

Of 41 modernized countries, 35 have collapsed below replacement. The 6 survivors:

South Africa (2.30)Saudi Arabia (2.40)Jordan (2.60)Algeria (2.70)Israel (2.90)Iraq (3.30)

P(Collapse) vs Actual TFR

Israel stands out as the largest anomaly โ€” high predicted probability of collapse, yet the highest TFR among developed nations.

Africa
Americas
East Asia
Europe
MENA
Oceania
S Asia
SE Asia
Israel (anomaly)
Explore

Feature Explorer

Select any two variables to see how they correlate across 62 countries. Israel is always highlighted โ€” it defies every trend line.

X:
Y:
Africa
Americas
East Asia
Europe
MENA
Oceania
S Asia
SE Asia
Israel (anomaly)
Case Studies

Nine Countries, Nine Stories

Each country tells a different chapter of the same story.

๐Ÿ‡ฐ๐Ÿ‡ท

South Korea

Seoul: 0.55
0.75TFR

$270B in incentives. Zero effect. 63% of income goes to mortgage. The lowest fertility rate in recorded human history.

๐Ÿ‡ฏ๐Ÿ‡ต

Japan

11% would fight
1.20TFR

The lowest willingness to fight for country globally. Calhoun's "beautiful ones" โ€” below replacement since 1974. 50 years and counting.

๐Ÿ‡ฎ๐Ÿ‡ท

Iran

7.0 โ†’ 1.7 โ†’ 2.08
2.08TFR

Fastest decline ever recorded. The Islamic Revolution couldn't stop it. Slight bounce during economic crisis โ€” stress sometimes raises fertility.

๐Ÿ‡บ๐Ÿ‡ฆ

Ukraine

War = accelerant
0.90TFR

GDP collapsed, millions fled. War drove fertility lower. The exact opposite response to Israel's war baby boom. Same stimulus, opposite effect.

๐Ÿ‡ธ๐Ÿ‡ช

Sweden

$52K GDP, 480 days leave
1.50TFR

The perfect welfare state. Universal healthcare, subsidized childcare, 480 days parental leave. Still below replacement. Welfare can't fix aspiration.

๐Ÿ‡ฒ๐Ÿ‡ฆ

Morocco

Collapsed at $3,800 GDP
1.97TFR

A smartphone in Casablanca delivers the same aspiration as a penthouse in Stockholm. You don't need to be rich to stop having children.

๐Ÿ‡ช๐Ÿ‡ฌ

Egypt

5 governorates = 45% of births
2.41TFR

A split country. Rose from 3.0 to 3.5 between 2006โ€“2014, then fell again. Rural Egypt and urban Cairo are different civilizations.

๐Ÿ‡ณ๐Ÿ‡ฌ

Nigeria

Lagos 3.6, Sokoto 7.2
4.80TFR

The full model in one country. Southern Nigeria is modernizing and fertility is falling. Northern Nigeria looks like 1960. The entire thesis in miniature.

๐Ÿ‡ฎ๐Ÿ‡ฑ

Israel

P(collapse) = 87%
2.90TFR

The anomaly. 93% urban, 90% internet, $42K GDP, 13 years education. Should have collapsed decades ago. It didn't. We don't know why.

Falsified Hypotheses

Dead Ends

Three popular explanations for fertility decline. Each one fails the data.

โš”๏ธ

"Fight for Country"

Willingness to defend doesn't predict fertility

Morocco94%
1.97
Japan11%
1.20
Vietnam89%
1.90
โœ•

Countries at both extremes of patriotic willingness have collapsed. The variable adds noise, not signal.

๐Ÿ’ฐ

"Welfare State"

Money and benefits can't buy babies

Sweden$52K GDP
1.50
Norway$65K GDP
1.40
Bangladesh$2.8K GDP
1.95
โœ•

Nordic countries prove that even perfect welfare states cannot maintain replacement fertility. Bangladesh proves poverty doesn't protect either.

๐Ÿ•Š๏ธ

"Religion"

Faith doesn't prevent collapse

IranIslamic Republic
2.08
ItalyCatholic heartland
1.20
Thailand95% Buddhist
1.10
โœ•

Every major religion has populations below replacement. Modernization overpowers religious pronatalism in every case tested.

The Outlier

The Israel Anomaly

The model predicts Israel should have collapsed. It didn't. This is the most important data point in the dataset.

Model Prediction

87%

P(Collapse)

Actual TFR

2.90

Well above replacement

Sub-Population Breakdown

Jewish3.06
โ†‘ Rising+1.1%
Muslim2.75
โ†“ Declining+2.0%
Christian1.61
โ†“โ†“ Collapsed-0.2%
Druze1.66
โ†“โ†“ Collapsed-0.9%
Other1.13
โ†“โ†“ Deep collapsen/a

2024 War Baby Boom

Following the October 7th attack and war, Israel experienced a measurable baby boom โ€” the opposite of Ukraine's response to war.

Sept 2023

14,878

births

Sept 2024

15,968

births

Change

+7.3%

increase

Same Stimulus, Opposite Response

๐Ÿ‡ฎ๐Ÿ‡ฑIsrael

October 7 attack โ†’ existential war

TFR: 3.06 โ†’ 3.19

โ†‘ Fertility increased during war

๐Ÿ‡บ๐Ÿ‡ฆUkraine

Russian invasion โ†’ existential war

TFR: 1.16 โ†’ 0.90

โ†“ Fertility collapsed further

Key Finding

The Druze Puzzle

The most important finding in this research. A population that should have the highest fertility in Israel โ€” by every theory โ€” has among the lowest.

Druze Fertility Trajectory

From 7.9 children per woman to 1.66 โ€” a collapse steeper than any modernized nation.

1964: 7.90
2024: 1.66
Change: -79%

Every Protective Factor Present

By every mainstream theory, the Druze should have the highest fertility in Israel.

โœ“
Rural villagesโ†’ High fertility
1.66
โœ“
Deeply religiousโ†’ High fertility
1.66
โœ“
Low divorce (78% two-parent)โ†’ High fertility
1.66
โœ“
Early marriage (84% by 34)โ†’ High fertility
1.66
โœ“
IDF military serviceโ†’ High fertility
1.66
โœ“
Endogamous communityโ†’ High fertility
1.66
โœ•

Result: Below replacement, shrinking 0.9% annually

Population: 148,000 โ†’ declining

โ€œIf every theory says this population should have the highest fertility in Israel, and it has among the lowest โ€” every theory is wrong.โ€
Projections

What Comes Next

Countries approaching the modernization threshold โ€” and likely to cross it within 10-15 years.

High Confidence (by 2035)

๐Ÿ‡ฎ๐Ÿ‡ณ
India

Already at replacement

2.00
๐Ÿ‡ฎ๐Ÿ‡ฉ
Indonesia

At the boundary

2.10
๐Ÿ‡ป๐Ÿ‡ณ
Vietnam

Already collapsed

1.90
๐Ÿ‡ง๐Ÿ‡ฉ
Bangladesh

Already collapsed

1.95
๐Ÿ‡ช๐Ÿ‡ฌ
Egypt

Urban areas already below

2.41
๐Ÿ‡ฒ๐Ÿ‡พ
Malaysia

Already collapsed

1.80

Moderate Confidence (by 2040)

๐Ÿ‡ฉ๐Ÿ‡ฟ
Algeria

Rapid urbanization

2.70
๐Ÿ‡ฏ๐Ÿ‡ด
Jordan

High internet, urban

2.60
๐Ÿ‡ธ๐Ÿ‡ฆ
Saudi Arabia

99% internet, fast decline

2.40

Entering Danger Zone (2035-2040)

๐Ÿ‡ณ๐Ÿ‡ฌ
Nigeria

Lagos already at 3.6

4.80
๐Ÿ‡ฐ๐Ÿ‡ช
Kenya

Urban Kenya declining fast

3.20
๐Ÿ‡ฌ๐Ÿ‡ญ
Ghana

High internet for Africa

3.60

Calhoun ran it 25 times.

Every time: extinction.

The human experiment is running once.

62 data points say we're on the same curve.

1 data point says we might not have to be.

We don't yet understand what makes that one different.