4.2. Judging by appearances: From stereotypes to bias

Course Content
1. Culture and Who We Are
Understand culture as a dynamic system that shapes identity, behaviour, learning, and belonging, and reflect on how cultural background influences how we see ourselves and others in VET contexts.
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2. What is Interculturality?
Understand interculturality as a set of skills, attitudes, and everyday practices that support fair interaction, communication, and cooperation in diverse learning and working environments, while developing awareness of power, norms, and inequality.
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3. Inclusion, Intersectionality and Discrimination
Recognising how inclusion and exclusion operate at individual, group, and structural levels, and in understanding how overlapping identities and power relations can shape experiences of discrimination in education and society.
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4. Understanding exclusion to build inclusion
Identify how difference can turn into inequality through stereotypes, bias, discomfort, and social distancing, and to develop practical strategies to move from awareness to everyday actions that promote inclusion and fairness.
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5. Learning from all cultures
Experience interculturality as a learning resource by recognising what different cultures contribute, what they share, and how peer-to-peer exchange strengthens belonging, empathy, and cooperation in everyday learning environments.
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6. Use of GenAI in Cultural Adaptation
Objective: Helping VET trainers understand the use and benefits of AI when learning about interculturality.
0/6
Digital Action Plan – English

Thinking Fast, Thinking Fair

Bias grows when assumptions go unexamined.

 

WHAT CONCEPTS SHOULD YOU KNOW AS EDUCATOR?

People often make quick judgments about others based on what they see first, such as clothing, accent, behaviour, age, or physical appearance. This is a natural human tendency, as the brain tries to organise information quickly. However, in diverse learning and working environments, these first impressions can lead to stereotypes, prejudice, and bias.

STEREOTYPES are simplified and generalised ideas about groups of people. They reduce individuals to a few assumed characteristics and overlook personal differences. In VET contexts, stereotypes can shape expectations about students’ abilities, motivation, or professionalism based on appearance, background, or group membership.

When stereotypes are not questioned, they can develop into PREJUDICE. Prejudice refers to pre-formed attitudes or feelings—often negative—towards individuals or groups, based not on personal experience but on assumptions. Prejudice influences how people are perceived and treated before their actual behaviour or skills are known.

Prejudice can then lead to BIAS, which involves unconscious preferences or judgments that affect decisions and actions. Bias may influence group work, assessment, participation, or access to opportunities in training and workplaces, often without anyone being aware of it.

Judging by appearances can therefore create unfair advantages or disadvantages. Some students may be underestimated or excluded, while others may be favoured. Over time, this contributes to inequality and exclusion, even in environments that aim to be inclusive.

Developing awareness of stereotypes, prejudice, and bias helps learners slow down automatic judgments, question first impressions, and focus on individual skills, actions, and potential. This awareness is a key step toward fairer interaction, cooperation, and inclusion in education and work settings.

 

HOW CAN YOU EXPLAIN IT TO THE STUDENTS?

When we rely on first impressions, we can start using stereotypes, which are simple ideas about groups that ignore individual differences. If these ideas are not questioned, they can turn into prejudice, where we judge people before really knowing them. Over time, this can lead to bias, which affects decisions like who is included in group work, who is trusted, or who gets opportunities. Understanding how stereotypes, prejudice, and bias work helps us stop unfair treatment and focus instead on people’s real skills and actions.

 

ACTION ITEM Interrupt bias early: when stereotypes or prejudices appear, address them calmly by inviting reflection, adding context, and refocusing attention on individual actions, learning processes, and skills rather than group labels.