# ABT 715: Techniques in Biotechnology | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ABT_715)

## 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

7ce189171775209c7e7ecc4ea1a74579e52e617cf468a14dde0f46ed4ab158c0

### course id

ABT 715

### course uid

course\_7a466014281765a83a2b79fc

### catalog version id

18095173602b54c66b8177d512e561f39ad0f2093a617280983362f2d7e60089

### course number

715

### subjects

* ABT

### title

TECHNIQUES IN BIOTECHNOLOGY

### description

Application of biological and chemical methods to modern biotechnological product development. Overview of analysis techniques used to characterize products and evaluate quality and safety. Exploration of technological pipeline from conception to market, including proof-of-concept assessment, pre-clinical trials, clinical trials, and post-production testing.

### requirements text

ABT 700

### credits min

3

### credits max

3

### credit offering ids

* 1272:160:025290

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

0caf72689c9eeaedc5eee5023c7a99fc4e38508c7a53712742f8e1b719d3112f

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ABT 715 teaches techniques for biotechnological product development, quality analysis, and the full product pipeline.

### llm topics

* Biotechnological product development.
* Product characterization and quality/safety analysis.
* Biotech pipeline: proof-of-concept, trials, and post-production testing.

### llm skills

* Application of biological and chemical methods to product development.
* Analysis techniques for product characterization and quality/safety evaluation.
* Navigation of the biotech pipeline from conception to market.

### llm assumed background

* Foundational principles and techniques of biotechnology.

### llm search phrases

* biotechnology product development
* biotech quality control
* clinical trials biotechnology
* ABT 715 techniques

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

da1cab14e91f2b3074646880cb35760412aab3f9a0fe41203a8a42fd860c7c7d

#### course id

ABT 715

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_fdc4b4df08b1bb55cd33fd1d",
    "message": "No course-specific reviews available",
    "name": "Natalie Betz",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "ABT 715",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
            "source_record": {
              "entity_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "ABT 715",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
            "source_record": {
              "entity_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "ABT 715",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
            "source_record": {
              "entity_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 3.26 GPA, 73.7% A/AB (n=19 letter grades); Fall 2025: 3.67 GPA, 66.7% A/AB (n=6 letter grades); Spring 2026: 3.92 GPA, 100.0% A/AB (n=6 letter grades)."
      }
    ]
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90

#### quick take

Recent recorded grades — Spring 2025: 3.26 GPA, 73.7% A/AB (n=19 letter grades); Fall 2025: 3.67 GPA, 66.7% A/AB (n=6 letter grades); Spring 2026: 3.92 GPA, 100.0% A/AB (n=6 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ABT 715",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
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      },
      "table": "grades_latest",
      "term_id": "1254",
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        "file": "tables/observations.parquet",
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        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
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    },
    {
      "course_id": "ABT 715",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

NATALIE BETZ is recorded teaching in Fall 2020, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
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      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
      "source_record": {
        "entity_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "ABT 715",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
      "source_record": {
        "entity_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "ABT 715",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
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      "section_number": 1,
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "ABT 715",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
      "source_record": {
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        "file": "tables/observations.parquet",
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    {
      "course_id": "ABT 715",
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      "section_number": 1,
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      "source_record": {
        "entity_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
        "file": "tables/observations.parquet",
        "kind": "grades",
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      },
      "table": "section_grades_latest",
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      "course_id": "ABT 715",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ABT 715",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
      "source_record": {
        "entity_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ABT 715",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
      "source_record": {
        "entity_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ABT 715",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
      "source_record": {
        "entity_id": "f97ca1cd-d09c-36c4-9fa5-7541e4040891",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 700,
      "minimum_grade": null,
      "subjects": [
        "ABT"
      ],
      "timing": "prior"
    },
    "evidence": "ABT 700",
    "id": "n0",
    "kind": "course"
  }
]
```

#### 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\_fdc4b4df08b1bb55cd33fd1d | enrollment | nabetz                 | netid           | source\_identified | Natalie Betz | NABETZ\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/NATALIE\_BETZ |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:160:025290",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1272",
    "source_course_id": "025290",
    "source_subject_id": "160",
    "title": "Techniques in Biotechnology",
    "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:1272:25877",
    "term_id": "1272",
    "source_section_id": "25877",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Online Only",
    "capacity": 100,
    "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_6d21bc07da00876f9cee3356",
    "source": "madgrades",
    "source_instructor_id": "948165",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "NATALIE BETZ",
    "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": 3.745,
      "graded": 1840,
      "counts": [
        1199,
        444,
        130,
        46,
        18,
        0,
        3
      ],
      "sections": 184
    },
    "instructor_url": "/instructors/NATALIE_BETZ--instructor_6d21bc07da00876f9cee3356"
  },
  {
    "instructor_uid": "instructor_d7b7e25e8b81455d3772b58e",
    "source": "madgrades",
    "source_instructor_id": "4194092",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHELE SMITH",
    "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": 3.732,
      "graded": 41,
      "counts": [
        31,
        6,
        2,
        0,
        1,
        0,
        1
      ],
      "sections": 7
    },
    "instructor_url": "/instructors/MICHELE_SMITH--instructor_d7b7e25e8b81455d3772b58e"
  },
  {
    "instructor_uid": "instructor_fdc4b4df08b1bb55cd33fd1d",
    "source": "enrollment",
    "source_instructor_id": "nabetz",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Natalie Betz",
    "email": "NABETZ@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/NATALIE_BETZ"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "MICHELE SMITH",
      "Natalie Betz"
    ],
    "a": 0,
    "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": 0,
    "source_aliases": [
      "ABT 715"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Natalie Betz"
    ],
    "a": 6,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 11,
    "source_aliases": [
      "ABT 715"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Natalie Betz"
    ],
    "a": 6,
    "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": 8,
    "source_aliases": [
      "ABT 715"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Natalie Betz"
    ],
    "a": 7,
    "ab": 2,
    "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": 10,
    "source_aliases": [
      "ABT 715"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Natalie Betz"
    ],
    "a": 6,
    "ab": 1,
    "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": 7,
    "source_aliases": [
      "ABT 715"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Natalie Betz"
    ],
    "a": 15,
    "ab": 3,
    "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": 18,
    "source_aliases": [
      "ABT 715"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Natalie Betz"
    ],
    "a": 14,
    "ab": 3,
    "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": [
      "ABT 715"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Natalie Betz"
    ],
    "a": 4,
    "ab": 10,
    "b": 2,
    "bc": 2,
    "c": 0,
    "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": 19,
    "source_aliases": [
      "ABT 715"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Natalie Betz"
    ],
    "a": 4,
    "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": 6,
    "source_aliases": [
      "ABT 715"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ABT 715",
    "course_uid": "course_7a466014281765a83a2b79fc",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Natalie Betz"
    ],
    "a": 5,
    "ab": 1,
    "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": 6,
    "source_aliases": [
      "ABT 715"
    ]
  }
]
```

### statistics

#### gpa

3.713

#### graded

101

#### counts

* 67
* 25
* 4
* 3
* 0
* 0
* 2

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_7a466014281765a83a2b79fc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_7a466014281765a83a2b79fc-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_7a466014281765a83a2b79fc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_7a466014281765a83a2b79fc-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_7a466014281765a83a2b79fc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_7a466014281765a83a2b79fc-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.712871287128713

#### count

101

#### university

##### size

4466

##### gpa Percentile

43

##### count Percentile

42

##### median Count

126

##### 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 | 12    | false   |
| 2.8–3.2 | 231   | false   |
| 3.2–3.6 | 1085  | false   |
| 3.6–4.0 | 3138  | true    |

#### departments

```json
[
  {
    "subject": "ABT",
    "comparison": {
      "size": 16,
      "gpaPercentile": 27,
      "countPercentile": 87,
      "medianCount": 56.5,
      "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": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1224

##### term

1224

##### gpa

3.45

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ABT     |            |

#### 1232

##### term

1232

##### gpa

3.875

##### count

8

##### departments

| subject | comparison |
| ------- | ---------- |
| ABT     |            |

#### 1234

##### term

1234

##### gpa

3.75

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ABT     |            |

#### 1242

##### term

1242

##### gpa

3.9285714285714284

##### count

7

##### departments

| subject | comparison |
| ------- | ---------- |
| ABT     |            |

#### 1244

##### term

1244

##### gpa

3.9166666666666665

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| ABT     |            |

#### 1252

##### term

1252

##### gpa

3.911764705882353

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| ABT     |            |

#### 1254

##### term

1254

##### gpa

3.263157894736842

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| ABT     |            |

#### 1262

##### term

1262

##### gpa

3.6666666666666665

##### count

6

##### departments

| subject | comparison |
| ------- | ---------- |
| ABT     |            |

#### 1264

##### term

1264

##### gpa

3.9166666666666665

##### count

6

##### departments

| subject | comparison |
| ------- | ---------- |
| ABT     |            |

### benchmarks

#### all

##### school

###### size

4466

###### gpa

3.700647518719385

###### top Share

84.3746519783307

###### count

126

##### ABT

###### size

16

###### gpa

3.796939208498308

###### top Share

92.90576338719708

###### count

56.5

#### terms

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

## instructor Trends

```json
[
  {
    "uid": "instructor_6d21bc07da00876f9cee3356",
    "name": "NATALIE BETZ",
    "count": 101,
    "terms": [
      {
        "term": "1224",
        "count": 10,
        "sections": 1,
        "gpa": 3.45
      },
      {
        "term": "1232",
        "count": 8,
        "sections": 1,
        "gpa": 3.875
      },
      {
        "term": "1234",
        "count": 10,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1242",
        "count": 7,
        "sections": 1,
        "gpa": 3.9285714285714284
      },
      {
        "term": "1244",
        "count": 18,
        "sections": 1,
        "gpa": 3.9166666666666665
      },
      {
        "term": "1252",
        "count": 17,
        "sections": 1,
        "gpa": 3.911764705882353
      },
      {
        "term": "1254",
        "count": 19,
        "sections": 1,
        "gpa": 3.263157894736842
      },
      {
        "term": "1262",
        "count": 6,
        "sections": 1,
        "gpa": 3.6666666666666665
      },
      {
        "term": "1264",
        "count": 6,
        "sections": 1,
        "gpa": 3.9166666666666665
      }
    ]
  }
]
```

## following

| code    | title                   |
| ------- | ----------------------- |
| ABT 770 | PRODUCT DEVELOPMENT     |
| ABT 775 | TOOLS FOR DATA ANALYSIS |
