Unlike one-off tools, Column From Examples records transformation steps so results remain stable as new data is added.

Maria Nichols has worked in LAUSD for 42 years but has led the principals union for less than two years. She helped negotiate a new contract and stood in solidarity with two other LAUSD unions.