r/dataisbeautiful • u/Rauram99 • 4d ago
OC [OC] Housing prices and salaries - Three immigration levels (2023-2024)
Notes:
I only included countries with >0.830 HDI >5 Millions population.
Net migration rates are a cumulative average for the last 5-10 years.
139
Upvotes
4
u/nethead25 4d ago edited 4d ago
It seems like you're trying to draw causation from loosely correlated indicators.
It seems logical that higher relative salaries would drive higher housing prices in most markets. So the correlation between the X and Y axis seems obvious, and it's interesting to see where things fall on either side of the 1:8 ratio line, I think.
I'm not sure how much immigration levels fit in though... most immigration is economic and therefore the countries offering the highest salaries generally see the highest immigration levels. And high salaries generally would mean a tighter labor market, again, incentivizing more immigrants. But it doesn't seem to add anything to the conversation about housing prices.
What is missing from understanding anything about housing prices is housing supply growth and policy relative to net migration and birthrates.