Simpson's paradox
The trend may reverse if you pool the observations from strata. Also related to the differences across pooled, random effects, and fixed effects Regression analysis.
https://www.youtube.com/watch?v=ebEkn-BiW5k
- Hernán2011simpsons: The Simpson’s paradox unraveled