Lyndon Johnson actually said...
The person chosen each year, with the cooperation of the Commissioner of Education, Department of Health, Education, and Welfare, as National Teacher of the Year shall be one of the members of the Commission.
Context
Executive Order 11155—Providing for the Recognition of Certain Students as Presidential Scholars
05/22/1964