Mapping Graduate Attributes to Courses: A CEAB Coordinator's Practical Guide

The Spreadsheet That Defines Your Program

Every CEAB-accredited engineering program has one. It might be a Google Sheet, an Excel workbook, or a carefully formatted Word table. It maps twelve graduate attributes across thirty to sixty courses. Each cell contains evidence of how that course addresses that attribute — syllabus excerpts, assessment rubrics, student work samples, exam questions.

The visiting team will ask to see it. They will look for completeness: is every attribute covered across multiple courses? They will look for recency: is the evidence from the current curriculum, or from three years ago? They will look for depth: does the mapping show how the attribute is assessed, or just that the course mentions it?

This mapping is the backbone of your accreditation evidence. It supports the self-study narrative, drives the evidence room organization, and determines whether the program can demonstrate compliance with Criteria 2 through 5. Getting it right is not optional.

Laptop displaying a data spreadsheet on a professional desk

Why Graduate Attribute Mapping Matters

CEAB's accreditation criteria require that every graduate attribute be addressed throughout the program, not in isolated courses. The visiting team evaluates whether:

Each attribute is covered at the appropriate level. A first-year course may introduce a concept, but the program must demonstrate that students reach the expected competency by graduation. The mapping shows progression across the four or five years of study.

Evidence comes from multiple sources. A single capstone project cannot be the only evidence for a graduate attribute. The visiting team expects to see evidence from different courses, different assessment methods, and different years of the program.

The mapping is current. Curriculum changes happen. Courses are added, retired, restructured. The mapping must reflect the current curriculum — not the one from the last self-study cycle.

See our post on what visiting teams ask about your evidence for the specific questions the team brings to the evidence review.

The Coverage Matrix: What It Is and Why You Need One

A coverage matrix is a table with graduate attributes as rows and courses as columns. Each cell shows whether the course addresses the attribute, at what level, and what evidence exists.

Here is a simplified example:

GA 1 — Engineering Knowledge

ENGR 101 (Intro to Engineering): Introductory. Evidence: Course syllabus, assignment rubric showing problem-solving in fundamental concepts.

ENGR 201 (Statics): Developing. Evidence: Midterm exam questions requiring application of mechanics principles.

ENGR 301 (Mechanics of Materials): Demonstrating. Evidence: Lab report rubric, student lab report sample, final exam analysis question.

ENGR 490 (Capstone Design): Mastered. Evidence: Capstone project rubric, team project deliverable, oral examination transcript.

This progression — introductory, developing, demonstrating, mastered — shows the visiting team that the program does not just mention an attribute once. It develops it systematically across the curriculum.

The coverage matrix makes gaps visible. If GA 3 (Investigate and Analyze Complex Problems) has no evidence beyond the second year, the matrix shows that immediately. Without the matrix, the gap might not surface until the self-study narrative forces you to look.

Building the Matrix: A Step-by-Step Guide

Here is how to build a graduate attribute coverage matrix from scratch — or update an existing one that has drifted from the current curriculum.

Step 1: List Your Graduate Attributes

CEAB defines twelve graduate attributes. Some programs use the standard numbering; others have adapted the language to match institutional terminology. Either way, you need a definitive list. Paste it into the first column of your matrix.

The standard attributes are:

GA 1: Engineering Knowledge — ability to apply mathematics, natural sciences, and engineering fundamentals.

GA 2: Investigate and Analyze Complex Problems — ability to identify, formulate, research, and analyze engineering problems.

GA 3: Design Solutions for Complex Problems — ability to design solutions, systems, or processes.

GA 4: Use Creation, Operation, and Evaluation — ability to develop, evaluate, and apply engineering solutions.

GA 5: Communicate Effectively — ability to communicate with a range of audiences.

GA 6: Recognition of Lifelong Learning — ability to engage in lifelong learning.

GA 7: Function on Multi-Disciplinary Teams — ability to function effectively on teams.

GA 8: Impact of Engineering in Society — ability to understand professional and ethical responsibility.

GA 9: Project Management in a Diverse and Global Environment — ability to function in economically, environmentally, and socially sustainable contexts.

GA 10: Professional Practice — understanding of professional and ethical responsibility.

GA 11: Use of Engineering Techniques, Skills, and Modern Tools — ability to use appropriate techniques and tools.

GA 12: Impact of Engineering Solutions in a Global, Economic, Environmental, and Societal Context — broader implications of engineering solutions.

For a detailed breakdown of each attribute and its indicators, see our earlier post on CEAB graduate attributes explained.

Step 2: List Your Courses

Every course in the current curriculum gets a column. Include the course code, title, and year of study. If your program has options or specializations, build separate matrices for each stream — or use colour coding to show which courses are required versus elective.

Exclude courses that are not part of the accredited program. General education requirements that do not contribute to engineering outcomes do not need to appear on this matrix.

Step 3: Map Each Attribute to Each Course

For every attribute-course combination, answer three questions:

Is this attribute addressed in this course? If yes, what level? If no, leave the cell blank or mark it "N/A."

What evidence exists? Link to the specific assessment instrument, rubric, syllabus section, or student work sample that demonstrates the attribute.

Is the evidence current? Check the date. Evidence from more than two academic years ago should be flagged for replacement.

Use a consistent notation. A common approach is:

I = Introductory exposure. The course introduces the attribute. Evidence: syllabus, introductory assignment.

D = Developing competency. The course develops the attribute further. Evidence: assessment rubric, student work sample.

M = Demonstrated mastery. The course assesses at the expected graduate level. Evidence: capstone rubric, final exam, comprehensive assessment.

Step 4: Identify Gaps

Scan each row. Does every graduate attribute have at least two "D" or "M" entries? Does every attribute show progression across the years of study?

Scan each column. Does every course contribute to at least three attributes? If a course has only one or two entries, it may not be assessed rigorously enough for accreditation purposes.

Our post on moving from spreadsheets to an evidence map covers how a connected system makes gap detection automatic rather than manual.

Step 5: Link Evidence

Each cell in the matrix should point to specific, retrievable evidence. A vague reference like "see course folder" is not useful when the visiting team asks to see the assessment rubric for GA 2 in ENGR 301.

Use consistent file naming. Number the evidence documents to match the course and attribute: ENGR-301-GA2-rubric-2024.pdf. Store them in a shared location that the visiting team can access during the site visit.

See our post on preparing your evidence room for a CEAB visit for practical advice on organizing evidence for quick retrieval.

The Coverage Matrix Template

Here is a fill-in-the-blank template you can use as a starting point. Copy it into a spreadsheet, a document, or your evidence management system.

Program: [Program Name] | Academic Year: [Year] | Version: [Number]

Column Headers:

Example Row:

Example Row:

Example Row:

Fill in every attribute for every course. Blank cells are gaps. The template forces you to look at the complete picture rather than focusing on the courses you know well.

Common Mistakes in Graduate Attribute Mapping

Even experienced coordinators make these errors. They are easy to spot in a review, but harder to self-correct.

Mistake 1: Over-reliance on single courses. GA 5 (Communication) is only assessed in ENGR 101. If that course changes instructors, the evidence disappears. Every attribute needs at least two solid sources, ideally spanning multiple years of study.

Mistake 2: Confusing content coverage with assessment. The syllabus says the course "addresses ethics." That is content coverage. The visiting team needs assessment evidence: a rubric showing how ethics was evaluated, student work demonstrating ethical reasoning, or a reflection essay with a grading criteria tied to the attribute.

Mistake 3: Stale evidence. The mapping references assessment rubrics from 2021. The course was restructured in 2023. The old rubrics no longer reflect what is actually assessed. Update the evidence after every curriculum change — not at self-study time.

Mistake 4: Missing progression. Every course shows "Introductory" level for an attribute. The program introduces the concept but never demonstrates that students reach the expected competency. The matrix should show at least one "Demonstrated mastery" entry per attribute, typically in third or fourth year.

Mistake 5: Incomplete faculty buy-in. The coordinator builds the matrix, but the faculty who teach the courses are not involved. When the visiting team asks a course instructor about their assessment of GA 3, the instructor has no idea. Involve course coordinators in the mapping process — they know the assessments better than anyone.

Our post on what coordinators wish faculty understood covers the communication strategies that make faculty engagement easier.

Maintaining the Matrix Between Visits

The coverage matrix is not a self-study deliverable. It is a living document that supports your program year after year.

Update it after every curriculum change. When a course is modified, review which attributes it maps to. Update the evidence links. If the assessment changed, replace the old rubric with the new one.

Review it annually. A thirty-minute annual review catches gaps before they become findings. Check the "Last Updated" column. Anything older than two years gets flagged for replacement.

See our post on mid-cycle evidence management for the full annual maintenance process.

And our post on the annual accreditation review checklist for a practical step-by-step maintenance routine.

When the Spreadsheet Is Not Enough

Spreadsheet-based mapping works for small programs with stable curricula. It breaks down when:

You have multiple program streams. Mechanical, Civil, Software — each has different courses, different attributes emphasized. A single spreadsheet becomes a maze of tabs and colour coding.

Faculty turnover changes the evidence. A new instructor uses a different assessment method. The spreadsheet still references the old rubric. No one notices until self-study time.

The visiting team asks a cross-cutting question. "Show me every course that assesses GA 3 at the Demonstrated level." In a spreadsheet, you have to scan every column. In a connected evidence map, it is a one-click filter.

Our post on moving from spreadsheets to an evidence map walks through the migration in detail.

A Practical Starting Point

If you do not have a coverage matrix yet, start today. Take the template above, fill in your graduate attributes, list your courses, and spend one hour mapping the first three attributes. You will discover gaps in the first thirty minutes — gaps that the visiting team would find on day one of the site visit.

Completing the full matrix takes two to four hours for a typical four-year engineering program. It is the single most valuable document an accreditation coordinator can produce. It makes the invisible visible. It turns a collection of course files into a coherent program-level story.

And when the visiting team asks to see your evidence, you will not be scrambling through folders. You will open the matrix, point to the row and column, and hand them exactly what they need.

Summary

The graduate attribute to course coverage matrix is the backbone of your accreditation evidence. Build it carefully, maintain it annually, and involve your faculty in the process. A current, complete matrix makes self-study writing faster, evidence room organization easier, and site visit responses confident.

The template in this post gives you a starting point. Use it, adapt it, and update it after every curriculum change. Your future self — and the next visiting team — will thank you.