# STAT 436: Statistical Data Visualization | UW–Madison [View on UW Courses](https://uwcourses.com/courses/STAT_436) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07 ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T19:50:42.743001+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id 4070a7796842dc4924a55c2bfe6eb4f21cf1a350e3d4f77b1ec9d7140cd0cf8f ### course id STAT 436 ### course uid course\_f57701752c565e5b0c704a1d ### catalog version id a22499f0fe6ed287c183ed885ced2680b8f957b5bc32a556fcd039f056228abb ### course number 436 ### subjects * STAT ### title STATISTICAL DATA VISUALIZATION ### description Techniques for visualization within data science workflows. Topics include data preparation; exploratory data analysis; spatial, tabular, and graph structured data; dimensionality reduction; model visualization and interpretability; interactive queries and navigation. ### requirements text (STAT 240or303), graduate professional/standing, or declared in Statistics VISP ### credits min 3 ### credits max 3 ### credit offering ids * 1272:932:026276 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 1f96ac792b742f82e85b0ef3a33369de04d4abb1aed4d1287df2361908f0809f ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary STAT 436 teaches data visualization techniques within data science workflows, covering data preparation, exploratory analysis, and model interpretability. ### llm topics * Data preparation. * Exploratory data analysis. * Spatial, tabular, and graph structured data. * Dimensionality reduction. * Model visualization and interpretability. * Interactive queries and navigation. ### llm skills * Data visualization techniques for data science. * Data preparation, exploratory data analysis, and handling structured data types. * Model visualization and interpretability. * Interactive queries and navigation. ### llm assumed background * Prerequisite knowledge of R programming, data manipulation, and basic statistical concepts. ### llm search phrases * data visualization techniques * exploratory data analysis * model interpretability * interactive data queries * dimensionality reduction * graph structured data visualization ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash e9095b0f2812c8fce7b586dde75b4ce25bb0e15c05c0594902477a935f935b47 #### course id STAT 436 #### current instructors ```json [ { "instructor_uid": "instructor_57ee08c1d87cd84c250e6aad", "message": "No course-specific reviews available", "name": "FNU Chiranjeevi Vasant", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_be2c112c6bc43655caf1a245", "message": null, "name": "Kris Sankaran", "review_status": "supported", "rmp_instructor_id": "rmp:2658955", "summary": [ { "citations": [ { "instructor_name": "Kris Sankaran", "review_date": "2024-03-16 16:04:08 +0000 UTC", "review_id": "35f61a701ee5535154989004", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTM5MDU1Njgw", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2024-08-27 17:34:50 +0000 UTC", "review_id": "fd9c84bff12c0345c598b320", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTM5NzA5NDcy", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2024-12-26 23:27:42 +0000 UTC", "review_id": "d27511a3a93dc80a8d296520", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQwNDQyMDQz", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-03-02 19:35:44 +0000 UTC", "review_id": "6b85bcaf8acc73ba1263aeb9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQwNzI1MjUz", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-05-16 15:03:45 +0000 UTC", "review_id": "3b3b03ea5cb2a2edbbafcfd4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQxMzAzNDU3", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-05-19 07:23:00 +0000 UTC", "review_id": "92c893ae09e47ac12b80b5dd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQxMzIwMzQ2", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-11-14 22:35:47 +0000 UTC", "review_id": "b5491e2e644905febe991328", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQxODcxMTI4", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-12-20 20:57:18 +0000 UTC", "review_id": "f04161c1d277f78e759f6a6a", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQyMzYxNzg4", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-12-26 01:48:05 +0000 UTC", "review_id": "8c93d422ba60172f302adfc4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQyMzk4NTI0", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" } ], "text": "Kris Sankaran is praised for his clarity, helpfulness, and passion, with clear notes and effective explanations. Reviewers highlight his accessible nature and strong teaching skills. However, one review criticizes his disorganization and fragmented content distribution." }, { "citations": [ { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2024: 3.52 GPA, 71.6% A/AB (n=67 letter grades); Spring 2025: 3.48 GPA, 67.7% A/AB (n=96 letter grades); Fall 2025: 3.53 GPA, 76.1% A/AB (n=92 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload The course uses a flipped format with pre-lecture readings, a large group project, and exams. Some students find it easy to succeed with minimal effort, while others note the material requires deep engagement. ```json { "citations": [ { "instructor_name": "Kris Sankaran", "review_date": "2024-12-26 23:27:42 +0000 UTC", "review_id": "d27511a3a93dc80a8d296520", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQwNDQyMDQz", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-05-16 15:03:45 +0000 UTC", "review_id": "3b3b03ea5cb2a2edbbafcfd4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQxMzAzNDU3", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-05-19 07:23:00 +0000 UTC", "review_id": "92c893ae09e47ac12b80b5dd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQxMzIwMzQ2", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" } ] } ``` #### errors None recorded. #### historical context Cameron Jones is a historical instructor for this course. Reviewers describe him as an amazing professor who taught extremely well and made the compacted summer course manageable with lax deadlines. He helped students master R through effort and time investment. ```json { "citations": [ { "instructor_name": "Cameron Jones", "review_date": "2025-08-12 19:22:03 +0000 UTC", "review_id": "c0ea520953154c86c5bfd007", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2974757", "source_review_id": "UmF0aW5nLTQxNTY4MjQ2", "source_url": "https://www.ratemyprofessors.com/professor/2974757", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Kris Sankaran is praised for articulating concepts clearly and providing helpful in-class examples. Conversely, one reviewer criticizes him as disorganized and notes the course materials are scattered across multiple files. ```json { "citations": [ { "instructor_name": "Kris Sankaran", "review_date": "2024-03-16 16:04:08 +0000 UTC", "review_id": "35f61a701ee5535154989004", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTM5MDU1Njgw", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2024-08-27 17:34:50 +0000 UTC", "review_id": "fd9c84bff12c0345c598b320", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTM5NzA5NDcy", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2024-12-26 23:27:42 +0000 UTC", "review_id": "d27511a3a93dc80a8d296520", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQwNDQyMDQz", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-03-02 19:35:44 +0000 UTC", "review_id": "6b85bcaf8acc73ba1263aeb9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQwNzI1MjUz", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-05-16 15:03:45 +0000 UTC", "review_id": "3b3b03ea5cb2a2edbbafcfd4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQxMzAzNDU3", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-11-14 22:35:47 +0000 UTC", "review_id": "b5491e2e644905febe991328", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQxODcxMTI4", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-12-20 20:57:18 +0000 UTC", "review_id": "f04161c1d277f78e759f6a6a", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQyMzYxNzg4", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-12-26 01:48:05 +0000 UTC", "review_id": "8c93d422ba60172f302adfc4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQyMzk4NTI0", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.48 GPA, 67.7% A/AB (n=96 letter grades); Fall 2025: 3.53 GPA, 76.1% A/AB (n=92 letter grades); Spring 2026: 3.46 GPA, 75.8% A/AB (n=95 letter grades). ```json { "citations": [ { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Students value the clear online notes, helpful examples, and development of visualization and writing skills. Conversely, one reviewer found the course structure incohesive and frustrating to navigate. ```json { "citations": [ { "instructor_name": "Kris Sankaran", "review_date": "2024-03-16 16:04:08 +0000 UTC", "review_id": "35f61a701ee5535154989004", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTM5MDU1Njgw", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2024-12-26 23:27:42 +0000 UTC", "review_id": "d27511a3a93dc80a8d296520", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQwNDQyMDQz", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-03-02 19:35:44 +0000 UTC", "review_id": "6b85bcaf8acc73ba1263aeb9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQwNzI1MjUz", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-12-20 20:57:18 +0000 UTC", "review_id": "f04161c1d277f78e759f6a6a", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQyMzYxNzg4", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" }, { "instructor_name": "Kris Sankaran", "review_date": "2025-12-26 01:48:05 +0000 UTC", "review_id": "8c93d422ba60172f302adfc4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2658955", "source_review_id": "UmF0aW5nLTQyMzk4NTI0", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history CAMERON JONES is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ] } ``` KRIS SANKARAN is recorded teaching in Spring 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "52303953-a6df-3d78-b363-dae9ac280f91", "source_record": { "entity_id": "52303953-a6df-3d78-b363-dae9ac280f91", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4" ], "condition": null, "course": null, "evidence": "(STAT 240or303), graduate professional/standing, or declared in Statistics VISP", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 240, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 240", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 303, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "303", "id": "n2", "kind": "course" }, { "children": [], "condition": "graduate professional/standing", "course": null, "evidence": "graduate professional/standing", "id": "n3", "kind": "condition" }, { "children": [], "condition": "declared in Statistics VISP", "course": null, "evidence": "declared in Statistics VISP", "id": "n4", "kind": "condition" } ] ``` #### notes * The text '(STAT 240or303)' contains a missing space between 240 and or, but is parsed as an OR condition between STAT 240 and STAT 303 based on the linked\_courses context and standard catalog formatting. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_57ee08c1d87cd84c250e6aad", "source": "enrollment", "source_instructor_id": "chiranjeeviv", "identity_basis": "netid", "identity_status": "source_identified", "name": "FNU Chiranjeevi Vasant", "email": "CHIRANJEEVIV@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/FNU_CHIRANJEEVI_VASANT" }, { "instructor_uid": "instructor_be2c112c6bc43655caf1a245", "source": "enrollment", "source_instructor_id": "ksankaran", "identity_basis": "netid", "identity_status": "source_identified", "name": "Kris Sankaran", "email": "KSANKARAN@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 16, "quality": 4.5, "difficulty": 2.62, "quality_count": 16, "difficulty_count": 16, "profile_id": "rmp:2658955", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "match_basis": "exact_name", "observed_at": "2026-09-07 16:25:37.342814+00:00", "courses": { "course_1282dc8dbc1e7c5749f7cc41": { "review_count": 7, "quality": 4.43, "difficulty": 3, "quality_count": 7, "difficulty_count": 7 }, "course_f57701752c565e5b0c704a1d": { "review_count": 9, "quality": 4.56, "difficulty": 2.33, "quality_count": 9, "difficulty_count": 9 } }, "bayesian_quality": 4.033158768636998, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/KRIS_SANKARAN" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:932:026276", "course_id": "STAT 436", "course_uid": "course_f57701752c565e5b0c704a1d", "term_id": "1272", "source_course_id": "026276", "source_subject_id": "932", "title": "Statistical Data Visualization", "credits_min": 3, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:28958", "term_id": "1272", "source_section_id": "28958", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 98, "enrolled": 93, "waitlisted": 17, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:28959", "term_id": "1272", "source_section_id": "28959", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 2, "enrolled": 1, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_abc5e9172ef576551f2478dc", "source": "madgrades", "source_instructor_id": "4484729", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KRIS SANKARAN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 16, "quality": 4.5, "difficulty": 2.62, "quality_count": 16, "difficulty_count": 16, "profile_id": "rmp:2658955", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "match_basis": "exact_name", "observed_at": "2026-09-07 16:25:37.342814+00:00", "courses": { "course_1282dc8dbc1e7c5749f7cc41": { "review_count": 7, "quality": 4.43, "difficulty": 3, "quality_count": 7, "difficulty_count": 7 }, "course_f57701752c565e5b0c704a1d": { "review_count": 9, "quality": 4.56, "difficulty": 2.33, "quality_count": 9, "difficulty_count": 9 } }, "bayesian_quality": 4.033158768636998, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.578, "graded": 747, "counts": [ 376, 195, 125, 28, 20, 1, 2 ], "sections": 41 }, "instructor_url": "/instructors/KRIS_SANKARAN--instructor_abc5e9172ef576551f2478dc" }, { "instructor_uid": "instructor_fe7b7c63890fcfe0026dade3", "source": "madgrades", "source_instructor_id": "6367099", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARGARET TURNER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.709, "graded": 55, "counts": [ 28, 22, 5, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/MARGARET_TURNER--instructor_fe7b7c63890fcfe0026dade3" }, { "instructor_uid": "instructor_498de012b512b033f4df3dd2", "source": "madgrades", "source_instructor_id": "6236186", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YULIANG PENG", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.535, "graded": 85, "counts": [ 39, 25, 14, 4, 2, 1, 0 ], "sections": 2 }, "instructor_url": "/instructors/YULIANG_PENG" }, { "instructor_uid": "instructor_a6c59fe5472f89701089590a", "source": "madgrades", "source_instructor_id": "5758553", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NATHAN AVILES", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.435, "graded": 162, "counts": [ 58, 58, 29, 9, 4, 4, 0 ], "sections": 3 }, "instructor_url": "/instructors/NATHAN_AVILES--instructor_a6c59fe5472f89701089590a" }, { "instructor_uid": "instructor_cea2bf6d18f85a8fa8e26f7b", "source": "madgrades", "source_instructor_id": "6395695", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MATT SATHITVUDH", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.51, "graded": 255, "counts": [ 112, 71, 52, 9, 10, 0, 1 ], "sections": 5 }, "instructor_url": "/instructors/MATT_SATHITVUDH--instructor_cea2bf6d18f85a8fa8e26f7b" }, { "instructor_uid": "instructor_f67b4f33cf692b9a33464db0", "source": "madgrades", "source_instructor_id": "4252883", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARGARET THAIRU", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.403, "graded": 67, "counts": [ 26, 18, 15, 4, 2, 2, 0 ], "sections": 1 }, "instructor_url": "/instructors/MARGARET_THAIRU--instructor_f67b4f33cf692b9a33464db0" }, { "instructor_uid": "instructor_d9e618b3ccbe558e29172b04", "source": "madgrades", "source_instructor_id": "6188409", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CAMERON JONES", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 15, "quality": 4.67, "difficulty": 2.67, "quality_count": 15, "difficulty_count": 15, "profile_id": "rmp:2974757", "source_url": "https://www.ratemyprofessors.com/professor/2974757", "match_basis": "exact_name", "observed_at": "2026-09-07 16:50:06.132806+00:00", "courses": { "course_03f8aaae24bac7658b319ca8": { "review_count": 14, "quality": 4.64, "difficulty": 2.71, "quality_count": 14, "difficulty_count": 14 }, "course_f57701752c565e5b0c704a1d": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 4.092677590598055, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.521, "graded": 354, "counts": [ 166, 84, 73, 19, 11, 0, 1 ], "sections": 7 }, "instructor_url": "/instructors/CAMERON_JONES--instructor_d9e618b3ccbe558e29172b04" }, { "instructor_uid": "instructor_cd4cae1eb6a89f0929c86973", "source": "madgrades", "source_instructor_id": "6785323", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MAJA RUDOLPH", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.576, "graded": 125, "counts": [ 60, 41, 15, 5, 2, 2, 0 ], "sections": 6 }, "instructor_url": "/instructors/MAJA_RUDOLPH--instructor_cd4cae1eb6a89f0929c86973" }, { "instructor_uid": "instructor_57ee08c1d87cd84c250e6aad", "source": "enrollment", "source_instructor_id": "chiranjeeviv", "identity_basis": "netid", "identity_status": "source_identified", "name": "FNU Chiranjeevi Vasant", "email": "CHIRANJEEVIV@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/FNU_CHIRANJEEVI_VASANT" }, { "instructor_uid": "instructor_be2c112c6bc43655caf1a245", "source": "enrollment", "source_instructor_id": "ksankaran", "identity_basis": "netid", "identity_status": "source_identified", "name": "Kris Sankaran", "email": "KSANKARAN@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 16, "quality": 4.5, "difficulty": 2.62, "quality_count": 16, "difficulty_count": 16, "profile_id": "rmp:2658955", "source_url": "https://www.ratemyprofessors.com/professor/2658955", "match_basis": "exact_name", "observed_at": "2026-09-07 16:25:37.342814+00:00", "courses": { "course_1282dc8dbc1e7c5749f7cc41": { "review_count": 7, "quality": 4.43, "difficulty": 3, "quality_count": 7, "difficulty_count": 7 }, "course_f57701752c565e5b0c704a1d": { "review_count": 9, "quality": 4.56, "difficulty": 2.33, "quality_count": 9, "difficulty_count": 9 } }, "bayesian_quality": 4.033158768636998, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/KRIS_SANKARAN" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 436", "course_uid": "course_f57701752c565e5b0c704a1d", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Kris Sankaran", "MARGARET TURNER" ], "a": 28, "ab": 22, "b": 5, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 56, "source_aliases": [ "STAT 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 436", "course_uid": "course_f57701752c565e5b0c704a1d", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Kris Sankaran", "YULIANG PENG" ], "a": 39, "ab": 25, "b": 14, "bc": 4, "c": 2, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 85, "source_aliases": [ "STAT 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 436", "course_uid": "course_f57701752c565e5b0c704a1d", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Kris Sankaran", "MARGARET THAIRU", "MATT SATHITVUDH", "NATHAN AVILES" ], "a": 52, "ab": 40, "b": 32, "bc": 4, "c": 4, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 134, "source_aliases": [ "STAT 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 436", "course_uid": "course_f57701752c565e5b0c704a1d", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "CAMERON JONES", "Kris Sankaran", "MATT SATHITVUDH" ], "a": 44, "ab": 21, "b": 21, "bc": 7, "c": 2, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 96, "source_aliases": [ "STAT 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 436", "course_uid": "course_f57701752c565e5b0c704a1d", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Kris Sankaran", "MATT SATHITVUDH" ], "a": 42, "ab": 28, "b": 14, "bc": 2, "c": 6, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 92, "source_aliases": [ "STAT 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 436", "course_uid": "course_f57701752c565e5b0c704a1d", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "MAJA RUDOLPH", "NATHAN AVILES" ], "a": 32, "ab": 40, "b": 14, "bc": 5, "c": 2, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 95, "source_aliases": [ "STAT 436" ] } ] ``` ### statistics #### gpa 3.512 #### graded 557 #### counts * 237 * 176 * 100 * 22 * 16 * 5 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_f57701752c565e5b0c704a1d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_f57701752c565e5b0c704a1d-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_f57701752c565e5b0c704a1d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_f57701752c565e5b0c704a1d-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_f57701752c565e5b0c704a1d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_f57701752c565e5b0c704a1d-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_f57701752c565e5b0c704a1d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_f57701752c565e5b0c704a1d-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_f57701752c565e5b0c704a1d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_f57701752c565e5b0c704a1d-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.511669658886894 #### count 557 #### university ##### size 3710 ##### gpa Percentile 22 ##### count Percentile 90 ##### median Count 102 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 13 | false | | 2.8–3.2 | 199 | false | | 3.2–3.6 | 944 | true | | 3.6–4.0 | 2554 | false | #### departments ```json [ { "subject": "STAT", "comparison": { "size": 64, "gpaPercentile": 43, "countPercentile": 84, "medianCount": 131.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 26, "current": true }, { "range": "3.6–4.0", "count": 30, "current": false } ] } } ] ``` ### terms #### 1234 ##### term 1234 ##### gpa 3.709090909090909 ##### count 55 ##### university ###### size 1188 ###### gpa Percentile 58 ###### count Percentile 40 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 144 | false | | 3.2–3.6 | 374 | false | | 3.6–4.0 | 650 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 25, "gpaPercentile": 83, "countPercentile": 21, "medianCount": 67, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 5, "current": false }, { "range": "3.2–3.6", "count": 12, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.5352941176470587 ##### count 85 ##### university ###### size 1241 ###### gpa Percentile 37 ###### count Percentile 61 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 9 | false | | 2.8–3.2 | 151 | false | | 3.2–3.6 | 373 | true | | 3.6–4.0 | 706 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 29, "gpaPercentile": 71, "countPercentile": 64, "medianCount": 62, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 13, "current": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.462686567164179 ##### count 134 ##### university ###### size 1333 ###### gpa Percentile 29 ###### count Percentile 77 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | true | | 3.6–4.0 | 773 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 48, "countPercentile": 77, "medianCount": 70.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 14, "current": true }, { "range": "3.6–4.0", "count": 9, "current": false } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.4791666666666665 ##### count 96 ##### university ###### size 1289 ###### gpa Percentile 30 ###### count Percentile 69 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | false | | 3.2–3.6 | 379 | true | | 3.6–4.0 | 765 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 28, "gpaPercentile": 52, "countPercentile": 67, "medianCount": 70, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 6, "current": false }, { "range": "3.2–3.6", "count": 11, "current": true }, { "range": "3.6–4.0", "count": 11, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.532608695652174 ##### count 92 ##### university ###### size 1320 ###### gpa Percentile 33 ###### count Percentile 62 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | true | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 29, "gpaPercentile": 64, "countPercentile": 57, "medianCount": 81, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 12, "current": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.457894736842105 ##### count 95 ##### university ###### size 1283 ###### gpa Percentile 27 ###### count Percentile 67 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | true | | 3.6–4.0 | 789 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 26, "gpaPercentile": 56, "countPercentile": 64, "medianCount": 66, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 9, "current": true }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 3710 ###### gpa 3.6931182191006893 ###### top Share 83.94732180898627 ###### count 102 ##### STAT ###### size 64 ###### gpa 3.5506298302488393 ###### top Share 75.13288536145197 ###### count 131.5 #### terms ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### STAT ###### size 25 ###### gpa 3.396227416481204 ###### top Share 66.8429997070879 ###### count 67 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### STAT ###### size 29 ###### gpa 3.390846810323202 ###### top Share 64.2629736611174 ###### count 62 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### STAT ###### size 32 ###### gpa 3.423918594183889 ###### top Share 68.17668754351217 ###### count 70.5 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### STAT ###### size 28 ###### gpa 3.4752654121860003 ###### top Share 68.35873780152826 ###### count 70 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### STAT ###### size 29 ###### gpa 3.415022952129974 ###### top Share 64.95385808199006 ###### count 81 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### STAT ###### size 26 ###### gpa 3.343399816676682 ###### top Share 63.23102425546245 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_abc5e9172ef576551f2478dc", "name": "KRIS SANKARAN", "count": 395, "terms": [ { "term": "1234", "count": 55, "sections": 2, "gpa": 3.709090909090909 }, { "term": "1244", "count": 85, "sections": 2, "gpa": 3.5352941176470587 }, { "term": "1252", "count": 67, "sections": 2, "gpa": 3.5223880597014925 }, { "term": "1254", "count": 96, "sections": 2, "gpa": 3.4791666666666665 }, { "term": "1262", "count": 92, "sections": 1, "gpa": 3.532608695652174 } ] }, { "uid": "instructor_cea2bf6d18f85a8fa8e26f7b", "name": "MATT SATHITVUDH", "count": 255, "terms": [ { "term": "1252", "count": 67, "sections": 2, "gpa": 3.5223880597014925 }, { "term": "1254", "count": 96, "sections": 2, "gpa": 3.4791666666666665 }, { "term": "1262", "count": 92, "sections": 1, "gpa": 3.532608695652174 } ] }, { "uid": "instructor_a6c59fe5472f89701089590a", "name": "NATHAN AVILES", "count": 162, "terms": [ { "term": "1252", "count": 67, "sections": 1, "gpa": 3.4029850746268657 }, { "term": "1264", "count": 95, "sections": 2, "gpa": 3.457894736842105 } ] }, { "uid": "instructor_d9e618b3ccbe558e29172b04", "name": "CAMERON JONES", "count": 96, "terms": [ { "term": "1254", "count": 96, "sections": 2, "gpa": 3.4791666666666665 } ] }, { "uid": "instructor_cd4cae1eb6a89f0929c86973", "name": "MAJA RUDOLPH", "count": 95, "terms": [ { "term": "1264", "count": 95, "sections": 2, "gpa": 3.457894736842105 } ] }, { "uid": "instructor_498de012b512b033f4df3dd2", "name": "YULIANG PENG", "count": 85, "terms": [ { "term": "1244", "count": 85, "sections": 2, "gpa": 3.5352941176470587 } ] }, { "uid": "instructor_f67b4f33cf692b9a33464db0", "name": "MARGARET THAIRU", "count": 67, "terms": [ { "term": "1252", "count": 67, "sections": 1, "gpa": 3.4029850746268657 } ] }, { "uid": "instructor_fe7b7c63890fcfe0026dade3", "name": "MARGARET TURNER", "count": 55, "terms": [ { "term": "1234", "count": 55, "sections": 2, "gpa": 3.709090909090909 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.5082974240609435 ### grades | grade | percentage | | ----- | ------------------- | | A | 42.24391320365012 | | AB | 32.09625102662552 | | B | 17.448265557535038 | | BC | 3.677524805778496 | | C | 3.5778561135782287 | | D | 0.8228900840966986 | | F | 0.13329920873589696 | ### source Terms * 1264 * 1262 * 1254 * 1252 * 1244 * 1234 ### source Count 557 ### same Season false ### historical Range * 3.4578947368421056 * 3.709090909090909