1. Demographic Information of Academic Chemist Participants.

Stage	Pseudonym	Gender	Race/Ethnicity	Highest Degree	Post-Doc Experience	Job Title	Specialization
Early (1–5 yrs)	Harrison	Man	White or Caucasian	PhD	Yes	Assistant Professor	Inorganic
	Evelyn	Woman	White or Caucasian	PhD	Yes	Assistant Professor	Chemistry Education (Organic)
	Avery	Gender- fluid	White or Caucasian	PhD	Yes	Assistant Professor	Chemistry Education (Analytical)
	Grace	Woman	White or Caucasian	PhD	Yes	Assistant Professor	Chemistry Education (Analytical)
	Stella	Woman	White or Caucasian	PhD	No	Assistant Director of General Chemistry	Chemistry Education (Organic)
	Kai	Man	Asian or Pacific Islander	PhD	No	Assistant Teaching Professor	Biochemistry
Late (>10 yrs)	Victoria	Woman	White or Caucasian	PhD	No	Associate Professor	Chemistry Education (Analytical)
	Charlotte	Woman	White or Caucasian	PhD	No	Professor	Chemistry Education (Inorganic)
	Theodore	Man	White or Caucasian	PhD	Yes	Professor	Physical
	Scarlett	Woman	White or Caucasian	PhD	Yes	Academic Specialist	Analytical
	Madison	Woman	White or Caucasian	PhD	No	Senior Academic Specialist	Biochemistry
	Nathaniel	Man	White or Caucasian	PhD	Yes	Professor	Analytical
	Clara	Woman	Hispanic or Latino	PhD	No	Educational Designer	Chemistry Education (Inorganic)