Affinity Bias

Also known as: Similarity Bias, Ingroup Preference

Affinity bias, also called similarity bias, is a social bias in which individuals unconsciously prefer, trust, and promote people who share characteristics with them—such as demographic traits, education, interests, or experiences—while undervaluing those who are different. This bias reinforces homogeneity in groups and organizations, even when decision-makers believe they are being meritocratic.

Social Biases

/ Ingroup and similarity

12 min read

experimental Evidence


Affinity Bias: Favoring People Who Feel Like "Us"

We naturally feel more at ease with people who seem familiar—those who share our background, interests, values, or experiences. Affinity bias occurs when this sense of ease and similarity spills over into judgments of competence, trustworthiness, and fit, leading us to favor similar others in decisions that should be based on merit.

Affinity bias is especially important in hiring, promotions, performance evaluations, and networking, where it can quietly reproduce existing patterns of power and representation.

Core Idea

Affinity bias involves patterns such as:

  • Giving more opportunities, mentorship, or positive feedback to people who remind us of ourselves.
  • Interpreting similar others’ behavior more positively and overlooking their weaknesses.
  • Feeling less connection or trust with people from different backgrounds, making it less likely we will advocate for them.

These effects are often unconscious—people may sincerely believe they are being fair while consistently privileging those who feel familiar.

Psychological Mechanisms

  1. Ingroup Favoritism
    Humans evolved in small groups where favoring ingroup members could enhance safety and cooperation. Modern affinity bias channels this instinct into preferences for those who share our social identities or experiences.

  2. Comfort and Reduced Uncertainty
    Interacting with similar others feels easier and more predictable. We may assume smoother communication and shared norms, leading us to see them as better "fits" for teams or roles.

  3. Self-Enhancement and Identity
    Seeing people like ourselves succeed can affirm our own identity and choices, making us more eager to support them.

  4. Informal Networks and Access
    Affinity often shapes who we invite into informal conversations, opportunities, and networks, giving similar others early visibility and information advantages.

Everyday Examples

  • Recruitment: A hiring manager feels an instant connection with a candidate who attended the same university and shares similar hobbies, rating them as a "great cultural fit" even though other candidates are more qualified.

  • Performance Reviews: Managers give more nuanced feedback and stretch assignments to employees who share their background or communication style, while offering only generic or critical feedback to others.

  • Informal Opportunities: Social events, side projects, or networking introductions are offered more frequently to those in the manager’s "comfort circle," often mirroring the manager’s demographics.

Consequences

Affinity bias can:

  • Reduce Diversity and Inclusion: Teams become more homogeneous over time, limiting perspectives and innovation.
  • Undermine Meritocracy: Talent from underrepresented or dissimilar backgrounds may be overlooked, misjudged, or underdeveloped.
  • Create Perceptions of Nepotism or Favoritism: Others may see patterns of who is promoted or favored and infer that identity matters more than performance.

Mitigation Strategies

  1. Structured and Standardized Processes
    Use consistent criteria, scorecards, and questions for all candidates and employees. Limit informal overrides based on "gut feel."

  2. Diverse Decision-Making Panels
    Involve people with varied backgrounds in hiring and promotion decisions to balance individual affinities.

  3. Awareness and Reflection
    Encourage leaders to examine patterns in whom they mentor, sponsor, or informally support. Ask: "Who gets the benefit of my doubt and extra time? Who doesn’t?"

  4. Intentional Networking and Sponsorship
    Set explicit goals to build relationships with people outside one’s usual circle, especially from underrepresented groups.

Relationship to Other Biases

  • Ingroup Bias: Affinity bias is a specific form of ingroup favoritism based on perceived similarity.
  • Stereotyping and Prejudice: Affinity bias can interact with stereotypes, leading to assumptions that dissimilar others are less competent or less of a "fit."
  • Halo Effect: Positive feelings about a similar person can spill over into inflated assessments of their abilities.

Conclusion

Affinity bias illustrates how comfort and similarity can quietly shape decisions that should be based on capability and potential. Because it often feels natural and benign, it can be harder to spot than overt prejudice.

By standardizing evaluation processes, broadening our networks, and consciously questioning whose success we are investing in, we can reduce the distorting effects of affinity bias and build more equitable, high-performing teams.

Common Triggers

Perceived similarity in background or identity

Unstructured decision-making

Typical Contexts

Recruitment and promotions

Mentorship and sponsorship

Team formation

Networking and informal opportunities

Mitigation Strategies

Structured criteria and scorecards: Define in advance what success looks like for a role and rate all candidates against the same criteria.

Effectiveness: high

Difficulty: moderate

Mentorship and sponsorship audits: Review who receives mentoring and high-visibility assignments, and adjust to include a more diverse set of people.

Effectiveness: medium

Difficulty: moderate

Potential Decision Harms

Overreliance on affinity can limit diversity of thought and reduce innovation.

moderate Severity


Related Biases

Explore these related cognitive biases to deepen your understanding

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Correspondence bias is the tendency to infer stable personality traits from others' behavior while underestimating situational influences.

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/ Fundamental Attribution Error

Trait Ascription Bias

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Social Biases / Self–other perception

/ Self–Other Asymmetry

Hostile Attribution Bias

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/ Hostile Attribution of Intent