# ECE 512: Power Electronics Laboratory | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ECE_512)

## 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

329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e

### course id

ECE 512

### course uid

course\_b87ee26bf10556cb2d9b5911

### catalog version id

c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f

### course number

512

### subjects

* ECE

### title

POWER ELECTRONICS LABORATORY

### description

This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices. Emphasis is on devices, circuits, gating methods and power quality.

### requirements text

E C E 412, graduate/professional standing, or member of Engineering Guest Students

### credits min

3

### credits max

3

### credit offering ids

* 1272:320:006402

### llm job id

enrich-ecd149b6a6e0877fce2f3d1c

### llm output id

9ccd7f11c8d4611ef1328655fa13b6c7049866d35042c0b90d7deb52e4f989a3

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ECE 512 is a laboratory introducing measurement and simulation of power electronic circuits and semiconductor device characteristics.

### llm topics

* Power electronic circuits and power semiconductor devices
* Gating methods and power quality

### llm skills

* Measurement and simulation of power electronic circuit and device characteristics.
* Analysis of devices, circuits, gating methods, and power quality.

### llm assumed background

* Prerequisite ECE 412, which assumes ECE 342 covering semiconductor device modeling, amplifier analysis, and power converter design.

### llm search phrases

* power electronics laboratory measurement simulation
* ECE 512 power semiconductor devices gating methods
* power quality measurement lab ECE

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

b54441c83f139fc9aba122418a020842e71df39a39ac929c41c02846f99dcefe

#### course id

ECE 512

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_79d44a3f2cf8d53550076114",
    "message": "No course-specific reviews available",
    "name": "Patrick Flannery",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3150819",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ECE 512",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "23d1e3b2-ee98-39ec-91d3-e755d0e8be69",
            "source_record": {
              "entity_id": "23d1e3b2-ee98-39ec-91d3-e755d0e8be69",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2025: 3.80 GPA, 90.0% A/AB (n=20 letter grades)."
      }
    ]
  }
]
```

#### difficulty workload

The course is rated as very difficult by the historical reviewer.

```json
{
  "citations": [
    {
      "instructor_name": "Steven Fredette",
      "review_date": "2023-05-31 19:21:23 +0000 UTC",
      "review_id": "70fab3705a2bb128c970051e",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2143189",
      "source_review_id": "UmF0aW5nLTM4MDA5ODA0",
      "source_url": "https://www.ratemyprofessors.com/professor/2143189",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews for instructor Steven Fredette describe him as arguably the best professor the reviewer has ever had, citing a five-star quality rating. The reviewer also assigned a five-star difficulty rating, indicating a challenging experience.

```json
{
  "citations": [
    {
      "instructor_name": "Steven Fredette",
      "review_date": "2023-05-31 19:21:23 +0000 UTC",
      "review_id": "70fab3705a2bb128c970051e",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2143189",
      "source_review_id": "UmF0aW5nLTM4MDA5ODA0",
      "source_url": "https://www.ratemyprofessors.com/professor/2143189",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Historical reviews for Steven Fredette describe him as arguably the best professor ever, though the course is rated as very difficult.

```json
{
  "citations": [
    {
      "instructor_name": "Steven Fredette",
      "review_date": "2023-05-31 19:21:23 +0000 UTC",
      "review_id": "70fab3705a2bb128c970051e",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2143189",
      "source_review_id": "UmF0aW5nLTM4MDA5ODA0",
      "source_url": "https://www.ratemyprofessors.com/professor/2143189",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Fall 2023: 3.59 GPA, 87.0% A/AB (n=23 letter grades); Fall 2024: 3.89 GPA, 94.4% A/AB (n=18 letter grades); Fall 2025: 3.80 GPA, 90.0% A/AB (n=20 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ECE 512",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "23d1e3b2-ee98-39ec-91d3-e755d0e8be69",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ECE 512",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "23d1e3b2-ee98-39ec-91d3-e755d0e8be69",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ECE 512",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "23d1e3b2-ee98-39ec-91d3-e755d0e8be69",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

The historical reviewer had an exceptional experience with instructor Steven Fredette.

```json
{
  "citations": [
    {
      "instructor_name": "Steven Fredette",
      "review_date": "2023-05-31 19:21:23 +0000 UTC",
      "review_id": "70fab3705a2bb128c970051e",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2143189",
      "source_review_id": "UmF0aW5nLTM4MDA5ODA0",
      "source_url": "https://www.ratemyprofessors.com/professor/2143189",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

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

```json
{
  "citations": [
    {
      "course_id": "ECE 512",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "23d1e3b2-ee98-39ec-91d3-e755d0e8be69",
      "source_record": {
        "entity_id": "23d1e3b2-ee98-39ec-91d3-e755d0e8be69",
        "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"
    ],
    "condition": null,
    "course": null,
    "evidence": "E C E 412, graduate/professional standing, or member of Engineering Guest Students",
    "id": "n0",
    "kind": "any"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 412,
      "minimum_grade": null,
      "subjects": [
        "ECE"
      ],
      "timing": "prior"
    },
    "evidence": "E C E 412",
    "id": "n1",
    "kind": "course"
  },
  {
    "children": [],
    "condition": "graduate/professional standing, or member of Engineering Guest Students",
    "course": null,
    "evidence": "graduate/professional standing, or member of Engineering Guest Students",
    "id": "n2",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_79d44a3f2cf8d53550076114",
    "source": "enrollment",
    "source_instructor_id": "psflannery",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Patrick Flannery",
    "email": "PSFLANNERY@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": 3,
      "quality": 4.33,
      "difficulty": 3.67,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:3150819",
      "source_url": "https://www.ratemyprofessors.com/professor/3150819",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:12:39.888201+00:00",
      "courses": {
        "course_e3e02c2137f67e4a7df59b05": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7471180726492133,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/PATRICK_FLANNERY"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:320:006402",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1272",
    "source_course_id": "006402",
    "source_subject_id": "320",
    "title": "Power Electronics Laboratory",
    "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:1272:25726",
    "term_id": "1272",
    "source_section_id": "25726",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 30,
    "enrolled": 27,
    "waitlisted": 1,
    "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:1272:25727",
    "term_id": "1272",
    "source_section_id": "25727",
    "identity_basis": "class_number",
    "section_number": "301",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 9,
    "waitlisted": 0,
    "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:1272:28446",
    "term_id": "1272",
    "source_section_id": "28446",
    "identity_basis": "class_number",
    "section_number": "302",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 10,
    "waitlisted": 1,
    "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:1272:38064",
    "term_id": "1272",
    "source_section_id": "38064",
    "identity_basis": "class_number",
    "section_number": "303",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 8,
    "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_89a977ba8f4a3a9d16333939",
    "source": "madgrades",
    "source_instructor_id": "1112569",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "VENKATA VENKATARAMANAN",
    "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": 3.791,
      "graded": 2808,
      "counts": [
        2354,
        57,
        283,
        6,
        71,
        24,
        13
      ],
      "sections": 337
    },
    "instructor_url": "/instructors/VENKATA_VENKATARAMANAN--instructor_89a977ba8f4a3a9d16333939"
  },
  {
    "instructor_uid": "instructor_8d3defe1b1105d9ebe251980",
    "source": "madgrades",
    "source_instructor_id": "5175739",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MAHIMA GUPTA",
    "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": 3,
      "quality": 2.33,
      "difficulty": 2.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:3138779",
      "source_url": "https://www.ratemyprofessors.com/professor/3138779",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:21:33.544571+00:00",
      "courses": {},
      "bayesian_quality": 3.4862485074318217,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.578,
      "graded": 243,
      "counts": [
        149,
        48,
        18,
        11,
        8,
        8,
        1
      ],
      "sections": 13
    },
    "instructor_url": "/instructors/MAHIMA_GUPTA--instructor_8d3defe1b1105d9ebe251980"
  },
  {
    "instructor_uid": "instructor_291ec482be1121a6fe38c721",
    "source": "madgrades",
    "source_instructor_id": "1590438",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "PATRICK FLANNERY",
    "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": 3,
      "quality": 4.33,
      "difficulty": 3.67,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:3150819",
      "source_url": "https://www.ratemyprofessors.com/professor/3150819",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:12:39.888201+00:00",
      "courses": {
        "course_e3e02c2137f67e4a7df59b05": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7471180726492133,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.634,
      "graded": 428,
      "counts": [
        220,
        138,
        50,
        11,
        7,
        1,
        1
      ],
      "sections": 17
    },
    "instructor_url": "/instructors/PATRICK_FLANNERY--instructor_291ec482be1121a6fe38c721"
  },
  {
    "instructor_uid": "instructor_79d44a3f2cf8d53550076114",
    "source": "enrollment",
    "source_instructor_id": "psflannery",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Patrick Flannery",
    "email": "PSFLANNERY@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": 3,
      "quality": 4.33,
      "difficulty": 3.67,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:3150819",
      "source_url": "https://www.ratemyprofessors.com/professor/3150819",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:12:39.888201+00:00",
      "courses": {
        "course_e3e02c2137f67e4a7df59b05": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7471180726492133,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/PATRICK_FLANNERY"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1072",
    "term_name": "Fall 2006",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 8,
    "ab": 0,
    "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": 8,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 12,
    "ab": 0,
    "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": 12,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 10,
    "ab": 0,
    "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": 10,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 20,
    "ab": 0,
    "b": 1,
    "bc": 0,
    "c": 2,
    "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": 23,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 14,
    "ab": 0,
    "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": 14,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 8,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 2,
    "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": 11,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 11,
    "ab": 0,
    "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": 11,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 12,
    "ab": 0,
    "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": 12,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 10,
    "ab": 0,
    "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": 12,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 10,
    "ab": 0,
    "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": 12,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "VENKATA VENKATARAMANAN"
    ],
    "a": 7,
    "ab": 13,
    "b": 3,
    "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": 23,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Mahima Gupta"
    ],
    "a": 15,
    "ab": 2,
    "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": 18,
    "source_aliases": [
      "ECE 512"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE 512",
    "course_uid": "course_b87ee26bf10556cb2d9b5911",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Patrick Flannery"
    ],
    "a": 14,
    "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": 20,
    "source_aliases": [
      "ECE 512"
    ]
  }
]
```

### statistics

#### gpa

3.853

#### graded

184

#### counts

* 151
* 20
* 9
* 0
* 4
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_b87ee26bf10556cb2d9b5911-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b87ee26bf10556cb2d9b5911-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_b87ee26bf10556cb2d9b5911-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b87ee26bf10556cb2d9b5911-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_b87ee26bf10556cb2d9b5911-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_b87ee26bf10556cb2d9b5911-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_b87ee26bf10556cb2d9b5911-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_b87ee26bf10556cb2d9b5911-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_b87ee26bf10556cb2d9b5911-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b87ee26bf10556cb2d9b5911-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.8532608695652173

#### count

184

#### university

##### size

3803

##### gpa Percentile

69

##### count Percentile

54

##### 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 | 8     | false   |
| 2.8–3.2 | 310   | false   |
| 3.2–3.6 | 1065  | false   |
| 3.6–4.0 | 2419  | true    |

#### departments

```json
[
  {
    "subject": "ECE",
    "comparison": {
      "size": 95,
      "gpaPercentile": 85,
      "countPercentile": 43,
      "medianCount": 236,
      "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": 39,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 46,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

4

##### count

8

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1132

##### term

1132

##### gpa

4

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1142

##### term

1142

##### gpa

4

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1152

##### term

1152

##### gpa

3.782608695652174

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1162

##### term

1162

##### gpa

4

##### count

14

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1172

##### term

1172

##### gpa

3.590909090909091

##### count

11

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1182

##### term

1182

##### gpa

4

##### count

11

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1192

##### term

1192

##### gpa

4

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1202

##### term

1202

##### gpa

4

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1232

##### term

1232

##### gpa

3.8333333333333335

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1242

##### term

1242

##### gpa

3.5869565217391304

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1252

##### term

1252

##### gpa

3.888888888888889

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

#### 1262

##### term

1262

##### gpa

3.8

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |

### benchmarks

#### all

##### school

###### size

3803

###### gpa

3.6558899203978656

###### top Share

81.64695039298589

###### count

156

##### ECE

###### size

95

###### gpa

3.5629947949951464

###### top Share

76.00713711578132

###### count

236

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

###### ECE

###### size

22

###### gpa

3.1987946107674805

###### top Share

56.64446757576598

###### count

47

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

###### ECE

###### size

31

###### gpa

3.341669205733449

###### top Share

60.24866562304859

###### count

53

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

###### ECE

###### size

34

###### gpa

3.308741102061444

###### top Share

59.724830536617226

###### count

60

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

###### ECE

###### size

30

###### gpa

3.3140597882926164

###### top Share

61.06564628590848

###### count

62

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### ECE

###### size

32

###### gpa

3.319518625747047

###### top Share

59.51472818692325

###### count

68

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### ECE

###### size

35

###### gpa

3.3883507843058354

###### top Share

63.7905998393372

###### count

72

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### ECE

###### size

40

###### gpa

3.456923604087721

###### top Share

68.99771043518125

###### count

63

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### ECE

###### size

38

###### gpa

3.447533461703932

###### top Share

70.3070826404184

###### count

77

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### ECE

###### size

37

###### gpa

3.4499953407109865

###### top Share

70.66752329901533

###### count

78

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### ECE

###### size

44

###### gpa

3.4583903966894223

###### top Share

70.01102622146537

###### count

70

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### ECE

###### size

41

###### gpa

3.4916867437115484

###### top Share

71.95296745580877

###### count

83

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### ECE

###### size

44

###### gpa

3.5595929340853747

###### top Share

76.26079811550397

###### count

74

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### ECE

###### size

41

###### gpa

3.5162416044524014

###### top Share

73.72561877957347

###### count

82

## instructor Trends

```json
[
  {
    "uid": "instructor_89a977ba8f4a3a9d16333939",
    "name": "VENKATA VENKATARAMANAN",
    "count": 146,
    "terms": [
      {
        "term": "1072",
        "count": 8,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1132",
        "count": 12,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1142",
        "count": 10,
        "sections": 2,
        "gpa": 4
      },
      {
        "term": "1152",
        "count": 23,
        "sections": 1,
        "gpa": 3.782608695652174
      },
      {
        "term": "1162",
        "count": 14,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1172",
        "count": 11,
        "sections": 1,
        "gpa": 3.590909090909091
      },
      {
        "term": "1182",
        "count": 11,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1192",
        "count": 12,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1202",
        "count": 10,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1232",
        "count": 12,
        "sections": 1,
        "gpa": 3.8333333333333335
      },
      {
        "term": "1242",
        "count": 23,
        "sections": 1,
        "gpa": 3.5869565217391304
      }
    ]
  },
  {
    "uid": "instructor_291ec482be1121a6fe38c721",
    "name": "PATRICK FLANNERY",
    "count": 20,
    "terms": [
      {
        "term": "1262",
        "count": 20,
        "sections": 1,
        "gpa": 3.8
      }
    ]
  },
  {
    "uid": "instructor_8d3defe1b1105d9ebe251980",
    "name": "MAHIMA GUPTA",
    "count": 18,
    "terms": [
      {
        "term": "1252",
        "count": 18,
        "sections": 1,
        "gpa": 3.888888888888889
      }
    ]
  }
]
```

## following

None recorded.
