Datasets·Education·rmp_would_take_again

RateMyProfessor — would-take-again DV

RMP: Would take again . PsyProxy quantitative evaluation. The excerpts reflect a diverse range of student experiences with professors, capturing themes of teaching effectiveness , class difficulty , and student engagement . Many comments highlight the contrasting styles of instructors, from those who are described as caring and supportive to others who are perceived as disorganized or even rude . The tone varies widely, with some students expressing enthusiasm and appreciation for their professors, while others voice frustration or disappointment, particularly regarding grading practices and classroom management. Recurring topics include the importance of attendance , the clarity of instructions , and the impact of a professor's personality on the learning environment, emphasizing how these elements shape students' overall educational experiences. [Summary on 50 random texts by ChatGPT 4o Mini].

Distribution of Would take again (yes vs no)
1
2
340,452 at floor1.28 at ceiling
1,623,759
items
324,752
holdout n
Would take again (yes vs no)
target
Binary
kind
4
systems compared
Criterion validity

Reported holdout systems from the verified card

Binary classification uses FVE as the task-primary metric. Secondary columns keep the companion metrics visible so binary, ordinal, regression, and multiclass cards are not compared through one flattened score.

Model-family mix
PsyProxy · 4
SystemFamilyVariantFVEAUCF1Primary scale
psyproxyPsyProxy — Technology Lens v0.5 · 800d
PsyProxypermissive0.5640.9450.947
psyproxyPsyProxy — Sociology Lens v0.5 · 1000d
PsyProxypermissive0.5420.9380.945
psyproxyPsyProxy — Behavioral Sciences Lens v0.5 · 1000d
PsyProxypermissive0.5130.9320.940
psyproxyPsyProxy — Health Lens v0.9 · 1100d
PsyProxypermissive0.4950.9250.939