A drama unit, such as one built around Novela od Stanca, often produces essays across several class sections and several assignment types. Scores can drift between sections, or between the first batch and the last, even when the same teacher is doing the grading. AI-assisted grading offers a way to hold standards steady, but only if it is set up thoughtfully.

Consistency begins with a rubric that is detailed enough to guide scoring. Vague descriptors such as good analysis leave too much room for interpretation, whether the reader is a human or a machine. Clear descriptors that describe observable features of the writing produce more reliable results.

It is equally important to give the tool the context of the assignment. Share the prompt, the key themes you expect students to address, and any constraints on length or evidence. The more precisely the tool understands the task, the more closely its feedback will match your expectations.

Calibrating before the full run

Before grading an entire class, calibrate on a small sample. Choose five to eight essays that span the range of quality, grade them yourself, and compare your scores with the tool's. Look at where the scores diverge and adjust the rubric wording to close the gap.

• Select papers that represent weak, average, and strong work
• Score them independently before looking at the tool's results
• Note any systematic differences, such as leniency or harshness
• Revise rubric descriptors that caused the disagreement
• Repeat the check after changes to confirm alignment

Monitoring across sections and time

Even a well-calibrated tool benefits from monitoring. Periodically compare average scores across sections and across batches to look for unexpected differences. A sudden shift may indicate a change in the assignment, the rubric, or the student population.

Revisit a few papers from earlier batches after finishing the later ones. If you would now score them differently, investigate why. This check helps catch drift in your own standards as well as in the tool's output.

Human review remains essential

No tool replaces the teacher's judgment, particularly for essays that take creative or unconventional approaches. Review every score and comment before release, and give extra attention to papers near grade boundaries. These borderline cases carry the highest stakes for students.

When you override the tool, take note of why. Patterns in your overrides show where the rubric needs clarification or where the tool struggles. Over time, this feedback loop makes the whole system more accurate.

Communicating with students

Be transparent with students about how their essays are evaluated. Explain that the rubric guides scoring, that technology assists with first-pass feedback, and that the teacher makes final decisions. Openness builds trust and reduces anxiety about how grades are determined.

Invite students to ask questions about their scores and to point out anything that seems inconsistent. A clear process for review shows that you take fairness seriously. Students who trust the system are more willing to engage with feedback and revise their work.