In this talk we will use three examples to illustrate our efforts in reducing or replacing Pt-group metals for HER and OER. The first example is the utilization of monolayer (ML) Pt-group metals over transition metal carbide (TMC) substrates for HER in acid electrolyte. Metal-modified TMCs are promising inexpensive replacements for Pt-group metals because they have shown the ability to tune hydrogen binding energy, which is a descriptor for predicting the HER activity in acid. We will also use ML Pt-NbC thin films to compare the HER activity in acid and alkaline electrolytes, and to illustrate the impurity tolerance of Pt-NbC in the presence of tap water ions. The second example utilizes non-precious bimetallic catalysts for HER in alkaline electrolyte. The value of hydrogen binding energy appears to be a useful descriptor for predicting monometallic and bimetallic catalysts for HER in alkaline electrolyte. The last example shows the feasibility of coating monolayer coverages of IrO2 on transition metal nitrides for OER in acid electrolyte. All three examples demonstrate the importance of correlating theoretical calculations with experimental measurements for identifying alternative electrocatalysts for water electrolysis.