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
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
More playbooks publishing weekly.