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In-Group Bias: What Brain Research Can Tell Us

Writer: Joe Conway
Joe Conway
Mar 9
8 min read

Updated: 3 days ago

Familiarity can tilt judgment before you notice it.


Illustrative meeting scene divided into two groups, with people talking on one side and others sitting apart.
Familiarity is not a fair selection rule. Look at criteria, access, and outcomes before explaining motives.

That is not poetry. That is pattern recognition with a badge and a caffeine problem.


In-group bias means favoring members of a group you identify with. The group may involve race, department, faith, politics, or an arbitrary label. It does not tell you why a particular person made a decision.


So let’s kill a lazy assumption early.


In-group bias in leadership is not just about hatred. It is often about comfort.


It is the quiet tilt toward people who feel familiar. The ones who sound like us, move like us, joke like us, worship like us, lead like us, or reassure us that our norms are normal. The harm often comes not from open hostility, but from “preferential warmth,” the nearly invisible lean toward those who feel like “ours.”


That is why this bias is so slippery.


Nobody has to put on a villain cape. They just have to keep calling familiarity “fit.”


The old brain still runs new meetings


Group membership can shape favoritism. Research includes groups based on real identities and arbitrary labels. The effects depend on context; there is no universal ten-second sorting rule.


That should sober leaders up.


Group favoritism is a reason to inspect the system as well as individual choices.


The question is not, “Do I mean well?” The question is, “What does my system reward when my brain goes on autopilot?”


In-group bias shapes who gets the stretch assignment, who gets the benefit of the doubt, and whose idea gets dismissed by sentence three.


That is the real battlefield.


Not just attitudes. Access. Trust. Opportunity. Air time.


What Neuroscience Can Show


This is where the conversation gets less comfortable and more useful.


Saarinen and colleagues combined 87 fMRI datasets with 2,328 participants (2021). They found differences in responses to in-groups and out-groups across several regions. The patterns were largely context-specific. These scans do not diagnose one employee or show what every leader does before speaking.


Molenberghs and Louis reviewed studies of perception, empathy, mentalizing, moral sensitivity, and reward (2018). Group membership influenced some findings, with context and individual differences. A laboratory brain response is not proof of a particular hiring or promotion decision.


That matters because many leaders still act like fairness begins at conscious intention.


It doesn’t.


By the time you are explaining your decision, your brain may already have edited the cast.


Same facts. Different tribes. Different reality.


This is not new.


In the classic 1954 “They Saw a Game” study, Princeton and Dartmouth students watched the same football film and came away reporting different levels of fouls depending on which team they identified with. Same footage. Different reality filters.

People do not merely interpret events through group identity. They often perceive them through group identity.


That old study still has teeth.


The board meeting version sounds like this:

  • “Her tone was aggressive.” “He was just being direct.”

  • “She seems political.” “He is strategically minded.”

  • “She is not a culture fit.” “He feels like leadership material.”


Same behavior. Different tribe. Different story.


That is not meritocracy. That is group loyalty in a blazer.


Trauma changes the stakes


Here is where shallow bias talk usually falls apart.


Not everyone enters a team, classroom, hospital, church, or workplace with the same safety history. Trauma-informed approaches recognize that past adversity can shape present responses and that institutions should actively work to avoid retraumatization. SAMHSA’s guidance centers principles such as safety, trustworthiness, peer support, collaboration, empowerment, and attention to cultural and historical issues.


That matters because in-group bias often makes safety selective.


Some people are read as promising. Others are read as risky.


Some people get room to be complicated. Others get reduced to a stereotype with the speed of a paper cut.


If someone seems guarded, ask what current barriers or treatment they have encountered. Do not label caution unprofessional or diagnose it as trauma.


That is not a small mistake.


Past harm and present unfairness can both matter. Establish what happened rather than guessing.


Trauma-informed leadership does not mean lowering standards. It means refusing to confuse dominant-group comfort with neutral reality.


Where in-group bias in leadership hides at work


This bias rarely barges in through the front door, yelling slurs.


It slips in through ordinary decisions.


Hiring, evaluations, project assignment, referrals, knowledge flow, and access to visibility are all places where in-group bias shows up quietly and compounds over time.


And the research backs that up.


Cunningham and Cunningham analyzed Project Implicit responses from over five million website visitors across 23 occupations (2022). Managers showed explicit and implicit biases on these measures. The volunteers were not a representative sample of all managers, and test scores do not establish every person's conduct.


Du and colleagues surveyed 500 full-time corporate employees in China (2022). Perceived leader bias, marginalization, and knowledge hiding were linked. Survey relationships do not establish that favoritism caused each outcome.


Withheld information is a risk worth checking. Ask what helps or prevents people from sharing concerns and useful knowledge.


That line earns its rent.


Because once people stop sharing what they know, the team gets dumber while thinking it is more loyal.


The logical fallacies that keep smart leaders stuck

Bias survives on autopilot. Then it hires a lawyer.


That lawyer is bad reasoning.


Purdue OWL defines logical fallacies as common errors in reasoning that undermine an argument because the claim lacks valid support. In-group bias loves these mistakes because they let leaders protect their self-image while dodging the evidence.


1. The meritocracy illusion - "We just hire the best.”

Based on what? If “best” means “sounds like current leadership,” “has executive presence,” or “fits our culture,” then you may be calling resemblance by a more flattering name.


That is circular reasoning wearing a name badge.


2. The anecdotal exception

  • “We have one woman in senior leadership.”

  • “We promoted a Black manager last year.”

  • “So we’re good.”


No, you have an anecdote. You do not have a pattern analysis.


3. The appeal to nature — "This is just human nature." A behavior's being natural does not show that it is good, fair, or beyond change.

So is stress. So is tribalism. So is snapping at people when we are hungry. “Natural” does not mean “good,” and it sure does not mean “untouchable.”


4. The reverse-bias dodge - “Everybody is biased.”

True. And useless as a defense.


That move confuses universality with innocence. Rain falls everywhere. It still floods some neighborhoods more than others.


5. The intent exemption - “I didn’t mean anything by it.”

Intent matters. Impact matters too.


If a leader keeps treating intent like a get-out-of-accountability card, trust dies a little every meeting.


Neuroplasticity means the story is not over


Now for the good news.


The brain is not concrete. It is wet wiring.


Learning is possible. Devine and colleagues' 12-week intervention reduced implicit race bias on their measure (2012). The study did not scan brains or establish a universal change in workplace behavior.


The intervention combined awareness, concern about discrimination, and strategies for responding differently. It supports a bounded behavioral finding; it is not evidence that one workshop rewires a team's brain.


That is the part most organizations hate.


Because it means the answer is not a one-hour webinar and a diversity stock photo on the website.


It means reps. Structures. Feedback. Interruptions. Practice under pressure.


Neuroplasticity is hopeful… but not magical.


Practice fair criteria, feedback, and review. Look for changes in access and decisions, not just changes in how fair the process feels.


What leaders must do now


  1. Audit the pattern, not just the intent

    Look at your last ten promotions, stretch assignments, invitations, and conflict decisions. Who keeps getting trusted? Who keeps getting tested?

  2. Pre-commit to criteria

    Write the standards before you review the person. If you define excellence after you see the candidate, bias will sneak in and call itself nuance.

  3. Expand proximity on purpose

    Kershaw and colleagues tested leadership messages in two student studies (2021). Effects depended on the leader's group and how strongly members identified with theirs. Shared purpose may help, but erasing group differences is not a universal solution.

  4. Name the fallacy in the room

    When someone says “we’re a meritocracy” or “it’s just human nature,” do not argue vibes with vibes. Slow the room down. Ask for evidence. Challenge the logic.

  5. Build safety as a system

    People do not innovate where they feel pre-judged. If they expect dismissal, they will ration honesty.

  6. Stop rewarding comfort as competence

    Familiarity can feel efficient. It can also be a crooked measuring stick.

  7. Think like a neuroplastic leader

    Do not ask, “Did we do the training?”Ask, “What are we repeatedly practicing?”


That is the difference between compliance theater and real culture change.


The cost is not abstract


Assess the costs you can document: withheld information, unequal access, complaints, and missed opportunities. Global disengagement estimates cannot tell you the cost caused by in-group bias in your organization.


So no, in-group bias is not a side quest.


It shapes whether talent stays. Whether truth gets spoken. Whether leadership is trusted. Whether belonging is real.


Final word for leaders


You do not have to be cruel to cause harm. You do not have to hate people to underestimate them. You do not have to say “them” out loud for your systems to whisper it every day.


The issue is not whether in-group bias exists in your organization.


Check your decisions and access patterns. The presence and extent of bias need evidence.


The issue is whether you are brave enough to stop confusing your comfort with fairness.


That is the work.


Not branding. Not slogans. Not diversity wallpaper.


Real leadership.


Leadership that can tell the truth about the brain…without surrendering to it.

Leadership that understands trauma…without pathologizing people.

Leadership that respects neuroplasticity…enough to build new habits instead of old excuses.


Because when “we” becomes a weapon, everybody loses. Even the people who think they are winning.


And when leaders widen the circle with discipline, evidence, and courage…belonging stops being a buzzword and starts becoming infrastructure.


Call to Action


If you lead people, audit one decision this week.


One hire. One project assignment. One performance conversation. One moment where your gut said, “They just feel right.”


Then ask:

  • What evidence am I using?

  • What group story is hiding inside my certainty?

  • Who gets grace here?

  • Who gets proof-of-worth?


Do that honestly, and you do more than spot bias.


You start retraining culture.


Sources and Further Reading


Saarinen, A., et al. (2021). Neural basis of in-group bias and prejudices: A systematic meta-analysis. Neuroscience & Biobehavioral Reviews, 131, 1214–1227. Neural-bias meta-analysis


Molenberghs, P., & Louis, W. R. (2018). Insights from fMRI studies into ingroup bias. Frontiers in Psychology, 9, 1868. fMRI research review


Cunningham, G. B., & Cunningham, H. R. (2022). Bias among managers: Its prevalence across a decade and comparison across occupations. Frontiers in Psychology, 13, 1034712. Manager bias survey


Du, S., Xie, W., & Wang, J. (2022). How leaders' bias tendency affects employees' knowledge hiding behavior. Frontiers in Psychology, 13, 965972. Knowledge-hiding survey


Kershaw, C., Rast, D. E., III, Hogg, M. A., & van Knippenberg, D. (2021). Battling ingroup bias with effective intergroup leadership. British Journal of Social Psychology, 60(3), 765–785. Intergroup leadership studies


Devine, P. G., Forscher, P. S., Austin, A. J., & Cox, W. T. L. (2012). Long-term reduction in implicit race bias: A prejudice habit-breaking intervention. Journal of Experimental Social Psychology, 48(6), 1267–1278. Habit-breaking study


Substance Abuse and Mental Health Services Administration. (n.d.). Trauma-Informed Approaches and Programs. SAMHSA guidance



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