Course Design · AI in Higher Education

Playbooks

Practitioner essays on course design, Backward Design, AI in higher education, and the discipline of getting Stage 1 right. Written for faculty, instructional designers, and program directors who want to do the work properly.

Program Alignment
The Curriculum Map: Seeing Your Whole Program's Coherence on One Screen

Each course looks fine alone; together a program over-teaches some outcomes and never assesses others. The curriculum map rolls program outcomes across every course — exposing the outcome each course assumes someone else covers and the redundancy nobody planned.

Thomas R. Christian July 8, 2026 ~9 min read
Authentic Assessment
Authentic Assessment Without the Workload: An AI Oral Defense Students Can't Outsource to ChatGPT

The take-home essay assumed the artifact proved the understanding, and AI severed that link. The instrument that survives is the oral defense — now runnable for the whole class, not just the honors section.

Thomas R. Christian July 8, 2026 ~10 min read
Rubrics
A Rubric Your Co-Instructors Actually Agree On: Holistic to Analytic in an Afternoon

Multi-section courses grade inconsistently because a holistic rubric hides the standard inside adjectives. Convert it to an analytic grid your co-instructors apply the same way — in an afternoon.

Thomas R. Christian July 8, 2026 ~9 min read
Assessment Practice
The Review Session That Isn't a Re-Lecture: Designing End-of-Term Review From the Exam Blueprint

A re-lecture gives students the feeling of knowing without the practice of doing. Build the last class from the exam blueprint: retrieval practice matched to what the final asks, attempts before explanation, and a study plan students own.

Thomas R. Christian September 30, 2026 ~7 min read
Assessment Practice
The Final Exam Blueprint: Deciding What the Exam Measures Before You Write a Question

Most final exams are written in the last weeks of term, from memory of what was covered. A blueprint decides first what the exam should measure — outcomes by kinds of thinking, weighted on purpose — while there's still time to teach toward it.

Thomas R. Christian September 25, 2026 ~7 min read
Course Design
Scaffolding the Final Project Backward From Its Due Date

Assigned in week one, ignored until the last weekend, graded as if it measured the whole term. Designed backward instead: milestones that are real pieces of the finished work, feedback timed to be used, and a process record that is hard to fake.

Thomas R. Christian September 23, 2026 ~7 min read
Teaching Practice
The Midterm Feedback Loop: Asking Students While the Answer Still Helps Them

End-of-term evaluations are exit interviews — the students who answer can't benefit. The week-6 three-question instrument, the count-first de-prescribed reading, one sustainable change plus one principled refusal, and the report-back that makes the loop real.

Thomas R. Christian September 18, 2026 ~7 min read
Assessment Practice
The First-Exam Postmortem: Reading the Miss Pattern as Course Evidence

A hard question and a broken question are identical in the gradebook — and only one should cost points. The one-afternoon item grid, three reads: discrimination and distractors, outcome clusters against the alignment matrix, and the at-risk rows worth a named invitation in week five.

Thomas R. Christian September 9, 2026 ~8 min read
Teaching Practice
The Adjunct Handoff: Teaching a Course You Didn’t Design

Three weeks before term, an adjunct inherits an LMS export and a syllabus — the furniture without the floor plan. The six-part handoff packet: outcomes with intent, weights with reasons, calibrated rubrics, known failure points, and the drift log that turns handoffs into iteration.

Thomas R. Christian August 21, 2026 ~8 min read
Backward Design
Backward Design, Stage 3: From Outcomes to a Coherent Assessment Plan

A list of good assessments is not a coherent plan of assessment. Stage 3 is where you make a semester of graded work cover every outcome once, well, without redundancy or waste.

Thomas R. Christian July 8, 2026 ~10 min read
Alignment
The Alignment Matrix: Finding the Outcome Your Final Exam Never Tests

Every syllabus makes promises; the gradebook records what got measured. The alignment matrix checks the two against each other — exposing the outcome nothing tests and the exam mapped to nothing.

Thomas R. Christian July 8, 2026 ~9 min read
Backward Design
Stage 2 of Backward Design: Assessment Evidence That Survives AI

Stage 1 gives you outcomes. Stage 2 decides how you'll know students met them — and AI detonated the old shortcut of treating finished work as proof. The two kinds of evidence that survive.

Thomas R. Christian June 24, 2026 ~11 min read
Backward Design
Stage 1 of Backward Design Is Where Most Courses Quietly Break

Most faculty say they use Backward Design. Most syllabi reveal Stage 1 was skipped. AI didn't break our assessments — it revealed that Stage 1 was already broken.

Thomas R. Christian June 3, 2026 ~12 min read
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