Affinity Bias
Favoring people similar to yourself
What is it?
Affinity bias, also called similarity bias or "like me" bias, is the largely unconscious tendency to prefer people who share our qualities, backgrounds, interests, or experiences. One common explanation is evolutionary: trusting people similar to us may once have been adaptive. In modern contexts, however, it can contribute to discrimination, homogeneous teams, and poor decisions. The bias operates on many dimensions: demographics (age, gender, ethnicity), education (same schools, degrees), interests (hobbies, sports), communication style, and personality. In hiring, it shows up as a preference for candidates who "fit the culture" or with whom interviewers feel a natural rapport. First impressions in interviews form quickly, and surface similarities can color them. Affinity bias can reinforce existing power structures and narrow diversity, creating echo chambers where similar people confirm each other's views. It is particularly insidious because we experience it as genuine connection rather than prejudice. Counteracting it requires structured evaluation criteria, diverse interview panels, blind resume reviews, and actively seeking out people who challenge your perspectives rather than confirm them.
Example
Hiring candidates from your alma mater. Feeling instant rapport with someone who shares your hobby. Trusting colleagues who communicate like you do.
References
Byrne, D. (1971). The Attraction Paradigm. Academic Press.
Montoya, R. M., Horton, R. S., & Kirchner, J. (2008). Is Actual Similarity Necessary for Attraction? A Meta-Analysis of Actual and Perceived Similarity. Journal of Social and Personal Relationships, 25(6), 889-922.
How to Prevent It
Doxa uses AI and can make mistakes. How it's built
Would I evaluate this person differently if we had nothing in common?
Am I favoring familiarity over qualifications?
What are the objective qualifications independent of rapport?
Am I giving the same opportunities to people unlike myself?
Would I feel comfortable defending this choice to an outsider?
Use blind evaluations where possible.
Before an interview, write down what you have in common with the person (school, hobby, hometown) so you can set it aside.
Establish clear criteria before meeting or interviewing candidates.
Have multiple evaluators with different backgrounds score independently.
Track hiring and promotion data by demographic to spot patterns.
Scientific Sources
Related Decisions
Hiring a new team member
May favor candidates similar to yourself
Choosing a co-founder
May favor someone who thinks and works just like you
Promoting a team member
May favor those who are similar to you
Forming a partnership
May prefer partners who are similar to you
Restructuring a team
May give key roles to the people most like you
Resolving team conflicts
May favor the person you relate to more
Delegating responsibilities
May delegate to those most similar to you