The best replacement for science major is engineering major.

The best alternatives to science major are rated as following:
★★★★★  engineering major
★★★  biology
★  history major
★  business major

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Speaking about science major, one probably shouldn't forget about math minor.

Other search terms related to science major and their ratings are:
★★★★★ math minor
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science major
engineering major
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