# CBE 781: Biological Engineering: Molecules, Cells & Systems | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/CBE_781)

## 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

3f5d73d83a33f24eb9bf45f4615eb112b69274e294a408866944265f099da62a

### course id

CBE 781

### course uid

course\_bdc834cf2afe98b01bebe45c

### catalog version id

c1ee0c18fe11d4fc5a33ee0e1b1ca70eb94a6a5f51313c6ec5f08468c9659f27

### course number

781

### subjects

* CBE

### title

BIOLOGICAL ENGINEERING: MOLECULES, CELLS & SYSTEMS

### description

Protein engineering and protein-protein interactions, receptor-ligand binding, cell metabolism and signaling, metabolic engineering and synthetic biology, tissue engineering. Additional topics may be covered such as: regenerative medicine, biomaterials, microbe-host interactions.

### requirements text

Graduate/professional standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:220:024187

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

9b3a2485f6363a9102dbe17873ebba016285abdebf38affb3f1aeec45492968a

### llm model

nvidia/Qwen3.6-35B-A3B-NVFP4

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

CBE 781 covers biological engineering topics including protein engineering, metabolic engineering, synthetic biology, and tissue engineering.

### llm topics

* Protein engineering and protein-protein interactions
* Receptor-ligand binding
* Cell metabolism and signaling
* Metabolic engineering and synthetic biology
* Tissue engineering

### llm skills

None recorded.

### llm assumed background

None recorded.

### llm search phrases

* protein engineering
* synthetic biology
* metabolic engineering
* tissue engineering
* receptor-ligand binding

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

9fd90be3637b02d5a34bf5fa71d1d9e22019475eb79beb2c6be8315d1b8857f6

#### course id

CBE 781

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_140aae13352d0ba532be89cd",
    "message": "No course-specific reviews available",
    "name": "Mai Ngo",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3065190",
    "summary": [
      {
        "citations": [
          {
            "course_id": "CBE 781",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "6fc61e7f-13f2-312f-af11-c3198055881e",
            "source_record": {
              "entity_id": "6fc61e7f-13f2-312f-af11-c3198055881e",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2025: 3.92 GPA, 100.0% A/AB (n=25 letter grades)."
      }
    ]
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Fall 2023: 3.86 GPA, 97.4% A/AB (n=39 letter grades); Fall 2024: 3.88 GPA, 94.1% A/AB (n=34 letter grades); Fall 2025: 3.92 GPA, 100.0% A/AB (n=25 letter grades).

```json
{
  "citations": [
    {
      "course_id": "CBE 781",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "6fc61e7f-13f2-312f-af11-c3198055881e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1242",
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    },
    {
      "course_id": "CBE 781",
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
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    {
      "course_id": "CBE 781",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "6fc61e7f-13f2-312f-af11-c3198055881e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

MAI NGO is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CBE 781",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "6fc61e7f-13f2-312f-af11-c3198055881e",
      "source_record": {
        "entity_id": "6fc61e7f-13f2-312f-af11-c3198055881e",
        "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": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name    | email            | first\_observed\_at              | last\_observed\_at               | instructor\_url       |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ------- | ---------------- | -------------------------------- | -------------------------------- | --------------------- |
| instructor\_140aae13352d0ba532be89cd | enrollment | mtngo2                 | netid           | source\_identified | Mai Ngo | MTNGO2\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/MAI\_NGO |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:220:024187",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1272",
    "source_course_id": "024187",
    "source_subject_id": "220",
    "title": "Biological Engineering: Molecules, Cells & Systems",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:17410",
    "term_id": "1272",
    "source_section_id": "17410",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 55,
    "enrolled": 19,
    "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_a5c6810c0971ff580576c192",
    "source": "madgrades",
    "source_instructor_id": "703684",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SEAN PALECEK",
    "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": 13,
      "quality": 4.31,
      "difficulty": 3.77,
      "quality_count": 13,
      "difficulty_count": 13,
      "profile_id": "rmp:1267141",
      "source_url": "https://www.ratemyprofessors.com/professor/1267141",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:06:30.761975+00:00",
      "courses": {
        "course_615ffa9f09a63710d1f4a9cb": {
          "review_count": 12,
          "quality": 4.33,
          "difficulty": 3.75,
          "quality_count": 12,
          "difficulty_count": 12
        }
      },
      "bayesian_quality": 3.9158701718464215,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.297,
      "graded": 1065,
      "counts": [
        423,
        211,
        195,
        105,
        105,
        23,
        3
      ],
      "sections": 201
    },
    "instructor_url": "/instructors/SEAN_PALECEK--instructor_a5c6810c0971ff580576c192"
  },
  {
    "instructor_uid": "instructor_8c488f9afb5668e9aadd5cbf",
    "source": "madgrades",
    "source_instructor_id": "2600647",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JOHN YIN",
    "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": 3.221,
      "graded": 1455,
      "counts": [
        485,
        327,
        288,
        183,
        127,
        27,
        18
      ],
      "sections": 137
    },
    "instructor_url": "/instructors/JOHN_YIN--instructor_8c488f9afb5668e9aadd5cbf"
  },
  {
    "instructor_uid": "instructor_351db863470c0053513060bb",
    "source": "madgrades",
    "source_instructor_id": "6688590",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MAI NGO",
    "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": 3.168,
      "graded": 167,
      "counts": [
        79,
        13,
        34,
        13,
        9,
        15,
        4
      ],
      "sections": 11
    },
    "instructor_url": "/instructors/MAI_NGO--instructor_351db863470c0053513060bb"
  },
  {
    "instructor_uid": "instructor_140aae13352d0ba532be89cd",
    "source": "enrollment",
    "source_instructor_id": "mtngo2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Mai Ngo",
    "email": "MTNGO2@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/MAI_NGO"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "Sean Palecek"
    ],
    "a": 11,
    "ab": 1,
    "b": 3,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "Sean Palecek"
    ],
    "a": 9,
    "ab": 3,
    "b": 2,
    "bc": 0,
    "c": 0,
    "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": 14,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "John Yin"
    ],
    "a": 10,
    "ab": 3,
    "b": 2,
    "bc": 0,
    "c": 0,
    "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": 15,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "Sean Palecek"
    ],
    "a": 11,
    "ab": 7,
    "b": 4,
    "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": 23,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "Sean Palecek"
    ],
    "a": 11,
    "ab": 6,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 2,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 19,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "John Yin"
    ],
    "a": 15,
    "ab": 2,
    "b": 0,
    "bc": 0,
    "c": 0,
    "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": 17,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Sean Palecek"
    ],
    "a": 12,
    "ab": 1,
    "b": 1,
    "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": 15,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Sean Palecek"
    ],
    "a": 29,
    "ab": 6,
    "b": 0,
    "bc": 1,
    "c": 0,
    "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": 36,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Sean Palecek"
    ],
    "a": 29,
    "ab": 9,
    "b": 1,
    "bc": 0,
    "c": 0,
    "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": 39,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "John Yin"
    ],
    "a": 28,
    "ab": 4,
    "b": 2,
    "bc": 0,
    "c": 0,
    "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": 34,
    "source_aliases": [
      "CBE 781"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Mai Ngo"
    ],
    "a": 21,
    "ab": 4,
    "b": 0,
    "bc": 0,
    "c": 0,
    "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": 25,
    "source_aliases": [
      "CBE 781"
    ]
  }
]
```

### statistics

#### gpa

3.833

#### graded

249

#### counts

* 186
* 46
* 15
* 1
* 1
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_bdc834cf2afe98b01bebe45c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_bdc834cf2afe98b01bebe45c-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_bdc834cf2afe98b01bebe45c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_bdc834cf2afe98b01bebe45c-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_bdc834cf2afe98b01bebe45c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_bdc834cf2afe98b01bebe45c-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_bdc834cf2afe98b01bebe45c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_bdc834cf2afe98b01bebe45c-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.8333333333333335

#### count

249

#### university

##### size

3634

##### gpa Percentile

64

##### count Percentile

63

##### median Count

156

##### 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 | 5     | false   |
| 2.8–3.2 | 257   | false   |
| 3.2–3.6 | 965   | false   |
| 3.6–4.0 | 2406  | true    |

#### departments

```json
[
  {
    "subject": "CBE",
    "comparison": {
      "size": 26,
      "gpaPercentile": 84,
      "countPercentile": 24,
      "medianCount": 366,
      "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": 11,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1162

##### term

1162

##### gpa

3.65625

##### count

16

##### departments

| subject | comparison |
| ------- | ---------- |
| CBE     |            |

#### 1172

##### term

1172

##### gpa

3.75

##### count

14

##### departments

| subject | comparison |
| ------- | ---------- |
| CBE     |            |

#### 1182

##### term

1182

##### gpa

3.7666666666666666

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| CBE     |            |

#### 1192

##### term

1192

##### gpa

3.659090909090909

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| CBE     |            |

#### 1202

##### term

1202

##### gpa

3.823529411764706

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| CBE     |            |

#### 1212

##### term

1212

##### gpa

3.9411764705882355

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| CBE     |            |

#### 1222

##### term

1222

##### gpa

3.892857142857143

##### count

14

##### departments

| subject | comparison |
| ------- | ---------- |
| CBE     |            |

#### 1232

##### term

1232

##### gpa

3.875

##### count

36

##### university

###### size

1216

###### gpa Percentile

79

###### count Percentile

14

###### 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 | 2     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 356   | false   |
| 3.6–4.0 | 670   | true    |

##### departments

```json
[
  {
    "subject": "CBE",
    "comparison": {
      "size": 14,
      "gpaPercentile": 100,
      "countPercentile": 8,
      "medianCount": 55.5,
      "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": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 4,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": true
        }
      ]
    }
  }
]
```

#### 1242

##### term

1242

##### gpa

3.858974358974359

##### count

39

##### university

###### size

1295

###### gpa Percentile

75

###### count Percentile

22

###### median Count

67

###### 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 | 11    | false   |
| 2.8–3.2 | 162   | false   |
| 3.2–3.6 | 394   | false   |
| 3.6–4.0 | 726   | true    |

##### departments

```json
[
  {
    "subject": "CBE",
    "comparison": {
      "size": 16,
      "gpaPercentile": 100,
      "countPercentile": 33,
      "medianCount": 47.5,
      "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": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 6,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.8823529411764706

##### count

34

##### university

###### size

1333

###### gpa Percentile

78

###### count Percentile

10

###### 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   | false   |
| 3.6–4.0 | 773   | true    |

##### departments

```json
[
  {
    "subject": "CBE",
    "comparison": {
      "size": 15,
      "gpaPercentile": 93,
      "countPercentile": 14,
      "medianCount": 39,
      "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": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 4,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 4,
          "current": true
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.92

##### count

25

##### departments

| subject | comparison |
| ------- | ---------- |
| CBE     |            |

### benchmarks

#### all

##### school

###### size

3634

###### gpa

3.674733032745195

###### top Share

82.86759234090563

###### count

156

##### CBE

###### size

26

###### gpa

3.4174038093167263

###### top Share

65.02963177693661

###### count

366

#### terms

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### CBE

###### size

14

###### gpa

3.088323404639556

###### top Share

43.79220908452651

###### count

60

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### CBE

###### size

12

###### gpa

3.111243360284663

###### top Share

41.486644579533326

###### count

55

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### CBE

###### size

15

###### gpa

3.1710242030411973

###### top Share

48.37132867764023

###### count

49

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### CBE

###### size

16

###### gpa

3.2195732806924475

###### top Share

52.989697629644404

###### count

49.5

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### CBE

###### size

19

###### gpa

3.2747323770843324

###### top Share

56.48355588353375

###### count

41

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### CBE

###### size

16

###### gpa

3.261367414384786

###### top Share

54.703653453104145

###### count

50.5

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### CBE

###### size

15

###### gpa

3.301081043744033

###### top Share

58.34239996437519

###### count

49

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### CBE

###### size

14

###### gpa

3.310163018538144

###### top Share

58.07104418178507

###### count

55.5

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### CBE

###### size

16

###### gpa

3.3107695344214405

###### top Share

59.75396757379994

###### count

47.5

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### CBE

###### size

15

###### gpa

3.353765260583217

###### top Share

62.76816802097368

###### count

39

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### CBE

###### size

14

###### gpa

3.140893169661319

###### top Share

50.4684124465262

###### count

48.5

## instructor Trends

```json
[
  {
    "uid": "instructor_a5c6810c0971ff580576c192",
    "name": "SEAN PALECEK",
    "count": 158,
    "terms": [
      {
        "term": "1162",
        "count": 16,
        "sections": 1,
        "gpa": 3.65625
      },
      {
        "term": "1172",
        "count": 14,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1192",
        "count": 22,
        "sections": 1,
        "gpa": 3.659090909090909
      },
      {
        "term": "1202",
        "count": 17,
        "sections": 1,
        "gpa": 3.823529411764706
      },
      {
        "term": "1222",
        "count": 14,
        "sections": 1,
        "gpa": 3.892857142857143
      },
      {
        "term": "1232",
        "count": 36,
        "sections": 1,
        "gpa": 3.875
      },
      {
        "term": "1242",
        "count": 39,
        "sections": 1,
        "gpa": 3.858974358974359
      }
    ]
  },
  {
    "uid": "instructor_8c488f9afb5668e9aadd5cbf",
    "name": "JOHN YIN",
    "count": 66,
    "terms": [
      {
        "term": "1182",
        "count": 15,
        "sections": 1,
        "gpa": 3.7666666666666666
      },
      {
        "term": "1212",
        "count": 17,
        "sections": 1,
        "gpa": 3.9411764705882355
      },
      {
        "term": "1252",
        "count": 34,
        "sections": 1,
        "gpa": 3.8823529411764706
      }
    ]
  },
  {
    "uid": "instructor_351db863470c0053513060bb",
    "name": "MAI NGO",
    "count": 25,
    "terms": [
      {
        "term": "1262",
        "count": 25,
        "sections": 1,
        "gpa": 3.92
      }
    ]
  }
]
```

## following

None recorded.
