From Kirchoff's loop rule: the sum of voltages around a closed loop in a circuit is zero.
This is also known as "Kirchoff's voltage law" or KVL, but fundamentally it is just an expression of the conservation of energy. When you go around a closed loop, the amount of energy gained by the charges has to be equal to the amount of energy lost, otherwise you are creating energy from nothing.
Conservation of energy is very much a physics principle. You do need to know physics in order to do circuit analysis.
How do I know it's a voltage drop when you go from the top side of the current source to the bottom side? Conservation of energy. Let's say I start at the battery minus terminal and move clockwise around the circuit (this is the opposite direction from the current flow, but let's say we go in this direction, just for the sake of argument). I gain potential energy in moving up across the battery, since the electric potential is higher at the top (+ terminal) than at the bottom. I gain even more energy in moving across the resistor from left to right, because the potential is lower on the left side of the resistor than on the right side. (The potential drop across a resistor is always in the direction of current flow). So, now, all the energy I've gained up to this point has to be lost in going across the current source from top to bottom. So the electric potential at the bottom end of the current source must be lower than it is at the top end.
If you don't know what electric potential is, then you don't know what voltage is, so I'd highly recommend you brush up on this concept in that case.
EDIT: It makes no sense that this is for a math course, unless it's a very low-level math course (middle school or early high school). I can't think of what math this problem would be testing other than basic algebra.