{"url":"/dataset/reflective-essays-on-cs-ta-experience","name":"Reflective essays on CS TA experience","full_name":null,"description_markdown":"Teaching assistants (TAs) are heavily used in computer science courses as a way to handle high enrollment and still being able to offer students individual tutoring and detailed assessments. This data is the result of a multi-institutional, multi-national perspective of challenges that TAs in computer science face. 180 reflective essays written by TAs from three institutions across Europe were analyzed and coded. The thematic analysis resulted in five main challenges: becoming a professional TA, student-focused challenges, assessment, defining and using best practice and threats to best practice. In addition, these challenges were all identified within the essays from all three institutions, indicating that the identified challenges are not particularly context-dependent. (2021-04-11)","description_withheld":null,"homepage":"https://dataverse.no/dataset.xhtml?persistentId=doi:10.18710/O8FCIK","introduced_date":"2021-04-08","introduced_date_note":null,"introduced_by":{"paper":null,"title":"Challenges Faced by Teaching Assistants in Computer Science Education Across Europe","first_author":null,"url":null},"license":{"name":"CC0","url":"https://creativecommons.org/publicdomain/zero/1.0/"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"},{"name":"Tabular","url":"/datasets/modality/tabular"}],"tasks":[],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Reflective essays on CS TA experience"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}