Grading bias rarely announces itself. It shows up in small ways, such as rewarding a student whose interpretation matches our own, or reacting more positively to writing that sounds familiar. When the text is a novella like Border Town, set in a culture many students and teachers know little about, these tendencies can be amplified.

One source of bias is the teacher's own cultural knowledge. A teacher with a background in Chinese studies may expect students to catch cultural references that the text does not explain, and may penalize those who miss them. A teacher without that background might accept shallow or inaccurate claims because they cannot judge them. Both situations undermine fairness.

Students bring their own backgrounds, too. Some may have personal connections to rural life or to Chinese culture that shape their readings, while others come to the text entirely as outsiders. A fair grading system values insight from either perspective, so long as the interpretation is supported by the text.

Practical Steps Toward Fairer Grading

Anonymous grading is one of the most effective safeguards. Remove names from papers or use a system that hides identities until scoring is complete, so that your impressions of individual students do not affect the result. Grade one criterion at a time across all essays, rather than reading each essay from start to finish, to reduce the halo effect.

• Grade anonymously whenever your school's workflow allows it
• Score one rubric criterion at a time across the whole set of essays
• Reread a few early essays at the end to check for shifts in your standards
• Write descriptors that focus on observable features of the writing
• Invite students to explain unconventional readings before scoring them down

Handling Cultural Claims in Student Writing

When a student makes a claim about Chinese culture or history, ask whether it is supported by the text, by class material, or by a reliable source. This standard applies to every student, regardless of background. It protects against both overconfident generalizations and unfair dismissal of insights drawn from personal experience.

Language also matters. Students from different linguistic backgrounds may write in ways that differ from standard academic English even when their reasoning is sound. Use a rubric that separates ideas from conventions so that differences in style do not hide quality of thought.

Using Consistency Tools

Rubrics, anchor papers, and calibration sessions all help reduce bias by making standards explicit. Comparing your scores with a colleague's on a sample of essays can reveal patterns you would not notice on your own. If your scores consistently differ for certain kinds of writing, it is worth examining why.

AI grading tools can provide another point of reference, since they apply the same criteria to every essay without fatigue or personal familiarity. They are not free from bias, because they reflect the data and instructions behind them, so their output should always be reviewed. Used as a consistency check alongside human judgment, they can help surface patterns that deserve a closer look.