Teaching Excellence

Student Feedback Dashboard

Fanshawe College · School of Information Technology · 4 AI/ML courses across 7 semesters, 44 authentic student voices, and full response distributions.

4.90
Fall 2025 Score
out of 5.00
+33%
Score Growth
Sum'24 → Fall'25
4
AI/ML Courses
15 course deliveries
70.4%
Response Rate
69 of 98 students
44
Student Comments
Across 3 courses
4.96
Effectiveness
Fall 2025 · /5.00
Teaching History

Courses & Semester Record

4 AI/ML courses across 15 deliveries at Fanshawe College · School of Information Technology

Code Course Name Deliveries Semesters
INFO-6152 Deep Learning with TensorFlow & Keras 2 4 26W 25F 25S 25W
INFO-6154 Machine Learning Optimization Strategies 5 25F 25S 25W 24F 24S
INFO-6146 TensorFlow & Keras with Python 3 25F 25S 25W
INFO-6145 Data Science and Machine Learning 3 25W 24F 24W
  W = Winter  ·  S = Summer  ·  F = Fall
5-Semester Trend

Consistent Upward Trajectory

From 3.69 to 4.90 — five semesters of documented, unbroken improvement across all 20 competencies.

From 3.69 → 4.90 · A remarkable teaching journey

Over 5 consecutive semesters, satisfaction improved by +1.21 points (+32.8%). INFO-6154 achieved 6 perfect 5.00/5.00 scores in Fall 2025.

+1.21 pts growth

  Overall Score Trend

Composite & effectiveness scores across all 5 semesters
4.90
Composite Score · All 20 Competencies
4.56
School of IT
+0.34 above
4.63
College
+0.27 above
4.96
Overall Effectiveness Rating
4.26
School of IT
+0.70 above
4.41
College
+0.55 above
5Semesters
+1.21pts growth
20Competencies
Deep Dive Analytics

Explore the Data in Detail

Six interactive views — radar, benchmarks, course breakdown, distributions, rankings, and full data table.

  You vs School vs College — Score Trend

5-semester trajectory: your growth compared to School of IT and College averages

  Competency Profile — Fall 2025 vs Summer 2024

Six teaching dimensions: full transformation visualized
INFO-6146 · TensorFlow & Keras with Python · 3 semesters (25F, 25S, 25W) INFO-6152 · Deep Learning with TF & Keras 2 · 4 semesters (26W, 25F, 25S, 25W) INFO-6154 · Machine Learning Optimization Strategies · 5 semesters (25F, 25S, 25W, 24F, 24S) INFO-6145 · Data Science and Machine Learning · 3 semesters (25W, 24F, 24W)

  Response Frequency Distribution

Percentage of students choosing each response level
Always (5)
Most of the Time (4)
Half of the Time (3)
Rarely / Never

Top & bottom scoring dimensions per course — even the lowest scores remain excellent.

Top 3
1
Well prepared for each class
5.00
2
Respectful of everyone
5.00
3
Respects diverse ways of learning
5.00
Bottom 3 (still very high)
1
Available outside classroom
4.63
2
Sets clear evaluation expectations
4.70
3
Results of tests/assignments promptly
4.75

  All 20 Competencies — Fall 2025

Green ≥ 4.95 · Blue ≥ 4.90 · Teal ≥ 4.85 · Gold otherwise

  Top 8 Highest-Rated Competencies

  Complete 5-Semester History

#CompetencySum'24Fall'24Win'25Sum'25Fall'25Trend
Voices & Moments

Students & Classroom Stories

Classroom moments from INFO-6152 & INFO-6154 — use the filter below to explore by course.

  Filter photos by course

  Classroom Moments

Last session ML Optimization
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Mandarin dinner Deep Learning 2
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Mandarin dinner ML Optimization
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Mandarin group dinner
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Mandarin dinner ML Optimization 2
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Mandarin Deep Learning 2 students
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Mandarin ML Optimization team
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Mandarin final dinner Deep Learning 2
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  What Students Say 44 comments

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