Datasets·Education·rmp_quality

RateMyProfessor — quality DV

RMP: Course quality . PsyProxy quantitative evaluation. The dataset reflects a diverse array of student experiences and evaluations regarding their professors and courses , showcasing a wide range of teaching styles and classroom dynamics. Common themes include the effectiveness of communication , the perceived fairness of grading practices, and the overall engagement of instructors, with some being described as humorous and approachable, while others are criticized for being disorganized or overly harsh. The tone fluctuates between enthusiastic praise for dedicated educators and frustration towards those deemed ineffective, highlighting the significant impact that teaching quality has on student learning and satisfaction. Additionally, recurring topics such as the importance of attendance , the difficulty of exams, and the necessity of thorough preparation further illustrate the varied academic challenges faced by students. Overall, the sentiments captured in these excerpts provide valuable insights into the educational landscape and the factors that contribute to successful learning experiences. [Summary on 50 random texts by ChatGPT 4o Mini].

Distribution of Course quality
1
2
3
4
5
179,375 at floor972,984 at ceiling
1,623,759
items
324,752
holdout n
Course quality
target
Continuous
kind
4
systems compared
Criterion validity

Reported holdout systems from the verified card

Continuous regression uses 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
SystemFamilyVariantRMSEMAEPrimary scale
psyproxyPsyProxy — Technology Lens v0.5 · 800d
PsyProxypermissive0.6140.850.65
psyproxyPsyProxy — Sociology Lens v0.5 · 1000d
PsyProxypermissive0.5840.890.67
psyproxyPsyProxy — Behavioral Sciences Lens v0.5 · 1000d
PsyProxypermissive0.5440.930.71
psyproxyPsyProxy — Health Lens v0.9 · 1100d
PsyProxypermissive0.5180.950.74