I'm going to refer to Philosophy of Computer Science ( https://news.ycombinator.com/item?id=20912718 https://news.ycombinator.com/item?id=10388603 ) and say "its not an easy or decided problem".

Section 3 has about 100 pages (in the pdf - I'd have to dig around to find the hard copy) that tries to look into what computer science is. Section 3.10 starts comparing it with engineering... and noting that it's looking at computer science rather than programing aspect of it. Part of the questions being asked is "is computer science a science?"

I'm going to highly recommend the book for those interested in these questions. I'll also point out that across its thousand(!) pages, this book is in large part a survey of the literature of tens of thousands of more pages on the subjects.

I don't believe that most people are approaching software development (be it called computer science or software engineering) with either the mindset of a scientist or an engineer (there are times when one of those mindsets is necessary) Rather, I agree with a later section in it...

    3.14.7 Is CS Magic?

    The great science-fiction author Arthur C. Clarke famously said that “Any sufficiently advanced technology is indistinguishable from magic” (http://en.wikipedia.org/wiki/Clarke’s_three_laws). Could it be that the advanced technology of CS is not only indistinguishable from magic, but really is magic? Not magic as in tricks, but magic as in Merlin or Harry Potter? As one CS student put it,
    Computer science is very empowering. It’s kind of like knowing magic: you learn the right stuff and how to say it, and out comes an answer that solves a real problem. That’s so cool. —Euakarn (Som) Liengtiraphan, quoted in Hauser 2017, p. 16
    Brooks makes an even stronger claim than Clarke:
    The programmer, like the poet, works only slightly removed from pure thought-stuff. He [sic] builds castles in the air, creating by the exertion of the imagination . . . . Yet the program construct, unlike the poet’s words [or the magician’s spells?], is real in the sense that it moves and works, producing visible outputs separate from the construct itself. . . . *The magic of myth and legend has come true in our time. One types the correct incantation on a keyboard, and a display screen comes to life, showing things that never were nor could be.* (Brooks, 1975, pp. 7–8, my emphases).

    ...

    Clearly, programming involves exactly that kind of use of symbols. Or, as Abelson & Sussman put it in their introductory CS text (which we discussed in §3.14.4): A computational process is indeed much like a sorcerer’s idea of a spirit. It cannot be seen or touched. It is not composed of matter at all. However, it is very real. It can perform intellectual work. It can answer questions. It can affect the world by disbursing money at a bank or by controlling a robot arm in a factory. *The programs we use to conjure processes are like a sorcerer’s spells.* They are carefully composed from symbolic expressions in arcane and esoteric programming languages that prescribe the tasks we want our processes to perform. (Abelson et al., 1996, my italics)