Assalamu alaikum wa rehmatullahi wa barakatuh
Yes.Islam encourages it with pure intentions,with proper goals and objectives.
Following are some verses where people are asked to use their reasoning ability,to use their logical intelligence.
Indeed, in the creation of the heavens and earth, and the alternation of the night and the day, and the [great] ships which sail through the sea with that which benefits people, and what Allah has sent down from the heavens of rain, giving life thereby to the earth after its lifelessness and dispersing therein every [kind of] moving creature, and [His] directing of the winds and the clouds controlled between the heaven and the earth are signs for a people who use reason.(2:164)
Thus does Allah make clear to you His verses that you might use reason.(2:242)
And within the land are neighboring plots and gardens of grapevines and crops and…
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