The essential chemicals for pool water chemistry management include chlorine or bromine for sanitizing, pH increasers and decreasers to balance acidity, alkalinity increaser to stabilize pH levels, calcium hardness increaser to prevent corrosion and scaling, and cyanuric acid as a stabilizer for chlorine.