Ask any Irish secondary teacher about their workload and they'll tell you the same thing: the correcting never ends. Monday brings 5th Year Business reports. Thursday brings 3rd Year Junior Cycle English essays. Mock season brings everything at once.
The ASTI's workload surveys have been consistent and alarming. Irish secondary teachers regularly report working 45–55 hours per week, with marking and correction accounting for a disproportionate share of that time — particularly for essay-based subjects. It's one of the leading factors in teacher burnout and early departure from the profession.
AI essay marking is changing this for teachers who've adopted it. This piece looks at what's actually happening in Irish classrooms, how the technology works in practice, and how to get started without adding a new layer of complexity to an already demanding role.
📋 Table of Contents
The Correcting Numbers: Irish Teachers' Reality
Let's do the arithmetic for a typical Irish secondary English teacher:
- 4 class groups averaging 28 students = 112 students
- Major essay assignment every 3 weeks = approximately 17 rounds per year
- 8 minutes per essay (optimistic) × 112 students = 15 hours per round
- 17 rounds × 15 hours = 255 hours per year just on essay correction
That's more than six full working weeks — just for essay correction, for one subject. Teachers with multiple essay-based subjects (many Irish teachers teach two subjects) can double or triple that figure.
No one entered teaching to spend 255 hours a year in a chair with a red pen. And the tragedy is that much of that time produces feedback that students read once, if at all, before stuffing it into their bag and forgetting it. The current model is inefficient for teachers and ineffective for students.
What Mock Season Actually Looks Like
January mock season is the most acute version of this problem. In the space of two to three weeks, 6th Year teachers receive:
- Full sets of mock Leaving Cert papers from multiple class groups
- Long-form essays from English, History, Geography, Business, Home Economics
- Papers that need to be corrected, marked to H1–H8 standard, and returned with feedback before the next assessment cycle begins
All of this while continuing to teach — because mock season doesn't pause the school year. 5th Years still need lessons. 1st and 2nd Years still have Junior Cycle work.
An English teacher with two 6th Year classes and one 5th Year class can easily have 170+ essays to correct in January. Without support, this means weeks of evening work, weekend marking, and the kind of exhaustion that makes February feel like the grimmest month in education.
"I spent three evenings in January correcting mock essays. I wasn't sleeping properly, I was snappy with my family, and the feedback I was giving by the fourth class group was noticeably worse than the first. It's not sustainable." — 6th Year English teacher, Co. Cork
The AI Marking Workflow in Practice
Here's what AI-assisted marking actually looks like for an Irish Leaving Cert English teacher:
- Set up your rubric once: Enter the P/C/L/M criteria and the marking scheme descriptors for HL English. This takes about 20 minutes the first time. You save it as a template and reuse it for every subsequent batch.
- Import essays from Moodle: If students submitted via Moodle, the GradingPen Moodle integration pulls all submissions into a grading queue automatically. No manual uploading of individual files. (See the Moodle integration guide for setup details.)
- Run batch AI grading: Select all essays in the batch and run the AI analysis. For 28 essays, this completes in under 5 minutes.
- Review the dashboard: You see all 28 students with their provisional grades and a flag system highlighting borderline cases, outliers, or essays where the AI noted uncertainty.
- Focus your attention where it's needed most: Borderline H2/H3 cases get your detailed attention. Clear H4 and H5 cases need a 2-minute review to confirm the AI's assessment is reasonable.
- Add personalised notes: For each student, you can add a brief personal note that the AI's feedback doesn't cover — a specific encouragement, a class-specific reference, or anything that reflects your knowledge of that student.
- Release to students via Moodle: Grades and feedback push back to the Moodle gradebook. Students receive feedback directly in their assignment submission.
| Task | Traditional Marking | AI-Assisted Marking |
|---|---|---|
| Per-essay time | 8–15 minutes | 1–3 minutes (review + personalise) |
| 28-student class | 3.5–7 hours | 30–90 minutes |
| Mock season (84 essays) | 10–18 hours | 2.5–4 hours |
| Feedback quality | Variable (degrades with fatigue) | Consistent (AI doesn't get tired) |
| Criterion specificity | Depends on time available | P/C/L/M breakdown on every essay |
AI Marking for Junior Cycle
Junior Cycle English uses a different framework — the Junior Cycle Profile of Achievement (JCPA) — but essay writing is still central to the English classroom at Junior Cycle level. Short stories, personal essays, and imaginative writing are assessed as part of Classroom-Based Assessments (CBAs) and in-class writing tasks.
AI marking tools work for Junior Cycle writing too. You configure your rubric based on the Junior Cycle English specification criteria, and the AI evaluates student writing against those benchmarks. This is particularly useful for formative feedback on in-class writing tasks — giving students specific, written feedback on work that would otherwise receive only a brief comment or a holistic grade.
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The Leaving Cert's well-defined marking schemes — P/C/L/M for English, essay question criteria for History and Geography — make it one of the strongest use cases for AI marking. The criteria are explicit, the rubrics are publicly available from the SEC, and the marking conventions are well-established.
For English, the P/C/L/M breakdown that AI provides is actually more structured than what many teachers provide when time-pressed — because each criterion gets evaluated separately, every time. A student whose Language is strong but whose Coherence is weak will see that explicitly in their feedback, which is more actionable than "needs better structure."
For History and Geography, where essays are marked by a set of question-specific criteria, you configure those criteria in your GradingPen rubric. The AI evaluates responses against the specific analytical demands of each question type — not just generic essay quality. Visit the Leaving Cert essay grading page and the GradingPen Ireland page for subject-specific setup guides.
Addressing Common Concerns
Concern: "What if the AI misses something important?"
It will, occasionally — just as any marker will occasionally miss something on their 25th essay of the evening. The safeguard is teacher review. You're not outsourcing marking; you're reviewing AI-generated marks. The professional judgment responsibility remains with you, and you exercise it on every essay.
In practice, the AI's accuracy on clear cases is very high. The cases where it's most likely to miss nuance are borderline essays and particularly sophisticated or unusual responses — both of which you'd want to look at closely anyway.
Concern: "What about students using AI to write their essays?"
This is a real issue, but it's entirely separate from the question of teacher marking tools. Students using AI to write essays is an academic integrity concern that predates any teacher's marking workflow. Use your professional judgment, have clear classroom policies, and use detection tools if warranted. But don't let this concern prevent you from using a tool that can give you your evenings back.
Concern: "Is the student data secure?"
GDPR compliance is essential. Before any school-wide deployment, ensure there's a Data Processing Agreement in place, that the tool processes data within GDPR-compliant infrastructure, and that student data is not used to train AI models. GradingPen provides a DPA template and compliant data handling. Involve your DPO early in any school-level rollout.
SEC Guidelines on AI in Assessment
The State Examinations Commission's position is clear: teachers are responsible for assessment decisions. This means AI tools can support the marking process, but every grade submitted must reflect the teacher's professional judgment.
GradingPen is designed to support this — the AI generates a provisional assessment, the teacher reviews and approves it, and nothing reaches students without teacher sign-off. This is the correct and appropriate model for AI-assisted teacher marking.
The SEC has been particularly focused on AI use by students in exam preparation and assessment — which is a different issue. Using AI to help you mark is not the same as students using AI in exams. If you're asked about this by school management, be clear about the distinction: you're using AI as a marking assistant, not as a substitute for your professional judgment.
Introducing AI Tools to Your School
If you want to introduce AI marking tools at a school level, here's how to frame the conversation:
- Position it as workload reduction, not quality reduction. Present data on time savings and explain that teacher review remains central to the process.
- Start with a pilot. Propose a trial with one subject group — typically English or History — for one term. Present results to management before seeking broader adoption.
- Address data concerns upfront. Have the GDPR and DPA documentation ready when you approach management. Anticipate the privacy question and answer it before it's asked.
- Involve your department head. Teachers in the same department using the same rubric templates will produce more consistent marking across classes — which is a quality argument, not just a convenience argument.
- Share the student feedback improvement. Students receiving criterion-specific P/C/L/M breakdowns on every essay will show measurable improvement faster. That's an educational outcome argument.
Getting Started
The fastest path to getting started:
- Visit gradingpen.com/ireland and create a free account
- Set up a Leaving Cert English rubric using the P/C/L/M criteria (or your subject equivalent)
- Upload a set of essays you've recently marked by hand and compare the AI's grades to your own
- Calibrate the rubric if needed — adjust criterion weights or descriptors based on your own marking standards
- Use it for your next full class batch, reviewing every grade before release
- After two or three rounds, approach your department head about department-wide adoption