The reason is Soviets wanted to catch up to the Western world in science.

That's it, there is no other explanation.

Stalin took the reigns of a devastated, poor, agricultural society and left it as a nuclear armed superpower who won WW2. The State had the goal of being a strong state and educating its people to be strong people