Read: ~8 min · Try it: 30 min
After a term of using AI-assisted feedback, the most useful question is not only, "Did this save time?"
That question matters. But it is too small on its own.
A better question is:
How has my feedback practice changed, and is it changing in the direction I actually value?
That is what the TA39 AI Feedback Literacy: Competency Self-Assessment is designed to help you examine.
It is not an evaluation instrument. It is not a performance review. It is a reflective development tool: a way to notice where your practice is becoming more intentional, where judgment is getting sharper, and where the next growth priority should be.
Use this article as the doorway. When you are ready to score yourself more carefully, open the companion worksheet: TA39 AI Feedback Literacy: Competency Self-Assessment.
Why self-assessment matters
AI-assisted feedback changes the work of teaching in subtle ways.
Some changes are obvious: feedback may be produced faster, templates may become more consistent, rubrics may become clearer.
Other changes are quieter. You may begin noticing rubric weaknesses sooner. You may become more precise about tone. You may get faster at spotting feedback that sounds plausible but is not ready. You may also notice risks: accepting output too quickly, relying on generic templates, or losing track of whether students are actually using the feedback.
Self-assessment helps make those shifts visible.
The goal is not to become "advanced" in every area at once. The goal is to identify the one or two areas that matter most for your next term of practice.
A seven-question diagnostic
The full competency rubric is organized around seven dimensions of AI feedback literacy. You do not need to hold all 28 competencies in your head at once.
Start with one question from each dimension.
1. Design
Have I made my expectations clear enough for the tool to follow?
This includes how well you understand what the tool can and cannot do, when you choose to use it, and how carefully you optimize rubrics and templates.
2. Relational
Does the feedback still feel like it belongs in my classroom?
This includes teacher voice, student knowledge, tone, personalization, and trust.
3. Pragmatic
Is this use of the tool worth it in this context, and what is the saved time being used for?
This includes trade-offs, context appropriateness, time reinvestment, and the institutional pressures around adoption.
4. Critical Evaluation
Can I quickly recognize what is strong, what needs revision, and what should not be sent?
This includes pedagogical quality, bias recognition, quality standards, and curriculum alignment.
5. Strategic Adaptation
Can I adapt feedback efficiently without losing authenticity or precision?
This includes re-voicing, personalization, relational warmth, and connecting feedback to the classroom context.
6. Ethical Awareness
Am I using AI assistance in a way that preserves trust, fairness, and professional responsibility?
This includes transparency, responsibility, privacy, and equity.
7. Metacognitive Reflection
Am I learning from my own use and adjusting deliberately?
This includes self-monitoring, student response tracking, practice-value alignment, and evidence-based adjustment.
Those seven questions are the doorway. The companion worksheet gives the detailed descriptors when you are ready to score yourself more carefully.
The three levels
Each competency uses three levels.
Foundational means you understand the idea and have begun applying it.
Developing means you are testing it across assignments, noticing patterns, and making adjustments.
Established means the practice is reliable, evidence-informed, and often useful to colleagues as well as to your own work.
These are not labels for teacher quality. They describe where a specific practice is right now.
A teacher may be established in rubric optimization and still foundational in student response tracking. That is normal. The point is to see the profile, not chase a perfect score.
How to use the rubric
Use a best-fit approach.
Do not overthink the difference between a 2 and a 3. Read the descriptors and choose the level that most accurately describes current practice.
Then look for patterns:
- Are the design skills stronger than the relational skills?
- Is review quality improving faster than student response tracking?
- Is time being saved, but not clearly reinvested?
- Are templates improving, but transparency with students still unclear?
The pattern tells you where to focus.
Try it: self-assessment and growth priority
Set aside 30 minutes.
- Start with the seven diagnostic questions above.
- Then complete the companion 28-competency rubric using the 1-3 scale.
- Mark your three strongest competencies.
- Mark your three lowest or least confident competencies.
- Choose one priority for the next term.
- Write one specific action connected to that priority.
Examples:
- If the priority is Quality Standards, schedule one peer calibration session using three feedback samples.
- If the priority is Affective Calibration, revise one template to better match different student needs.
- If the priority is Student Response Tracking, review whether students acted on feedback in one revision-based assignment.
- If the priority is Transparency, prepare a short explanation for students about how AI-assisted feedback is reviewed.
Then answer the reflection prompts:
- Strongest area this term:
- Most significant growth:
- Priority for next term:
- One specific action for next term:
- Support needed:
Where TA39 fits
TA39 can make feedback faster. But the deeper question is whether it helps strengthen the teacher's feedback practice.
The self-assessment helps keep that question visible.
It shifts the focus from "Am I using the tool?" to "Am I using it with clearer design, stronger review, better student awareness, and more deliberate judgment?"
That is the difference between adoption and professional growth.
What to read or watch next
Read Calibrating Quality — Is Your Feedback Good Enough? if your priority is quality standards or critical evaluation.
Read Hard Cases — Where Teacher Judgment Matters Most if your priority is relational, ethical, or contextual judgment.
Read Formative vs. Summative — When TA39 Helps Most if your priority is strategic deployment or context appropriateness.
If your priority points beyond individual practice — for example, peer calibration, shared quality standards, or supporting colleagues — the next layer is Leading TA39 Implementation.
Closing thought
The goal is not to score yourself highly.
The goal is to become more conscious of the professional decisions you are already making — and to choose the next one worth improving.