Can, and if so, how do chemists predict the physical characteristics of a chemical reaction that they don’t already know the byproduct of?

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Do they just have an idea of how something will react generally, like knowing something will combust or change color, etc, or can they also predict the degree to which it will occur based on their understanding of the reaction itself? Is there just a lot of speculation?

In: Chemistry