Proximity
Trust is rarely distributed by policy. Most of the time, it's distributed by resemblance.
The most dangerous kind of favoritism is the kind no one is running.
Ask most managers if they play favorites, and they will tell you, sincerely, that they do not. They will point to their fairness in reviews, their consistent rubric, their open-door policy.
But favoritism was never mostly about reviews. It runs somewhere far less visible — in whose jokes land, whose Friday update gets a reply within the hour, whose name comes to mind first when an opportunity opens up.
Marcus ran a twelve-person product team and prided himself on meritocracy. Reviews were rigorous. Promotions were tied to metrics. He believed, sincerely, that talent decided everything on his team.
Sara, one of his engineers, delivered clean, dependable work for two years. She rarely spoke up in stand-ups, kept her camera off in retros, sent updates in careful, dense documents instead of quick messages.
Devon, hired eight months after her, worked differently. Similar range, technically. But Devon dropped by Marcus's desk to think out loud, sent him memes between meetings, stayed twenty minutes after calls just to keep talking. Marcus found himself, without ever deciding to, giving Devon more airtime in meetings, more benefit of the doubt on a missed deadline, earlier visibility into new projects.
When the reorg came, Marcus recommended Devon for the lead role. Sara resigned three weeks later.
In her exit interview, she said the thing that stayed with him: "I don't think you were unfair to me. I think I was just never in the room you were actually in."
Marcus didn't have a performance problem on his team. He had a proximity problem in himself.
Deep Reflection
Deep Reflection 1: Bias Is Not a Decision — It Is a Default
Proximity bias doesn't announce itself. No manager sits down and decides to trust one employee more than another. It builds in the unscheduled minutes — the hallway comment, the meme, the extra ten minutes after a call — with whoever happens to communicate in a register that feels familiar.
Familiarity produces a felt sense of ease. That ease gets quietly relabeled as competence, as initiative, as "someone I can rely on." It is rarely any of those things. It is proximity, dressed up as judgment.
The employees who work in a different register — quieter, more written, less inclined to perform their thinking out loud — are not less trustworthy. They are simply harder to feel close to without effort. And most managers only extend trust to where it comes easily.
"You do not choose your favorites. You just stop noticing everyone else."
Deep Reflection 2: What It Does to the People Outside the Circle
Sara did not imagine the distance. Employees read these signals with unnerving accuracy — who gets looped in early, who gets the casual check-in, who gets asked "what do you think?" before a decision instead of after.
Once someone notices they are outside that circle, the instinct is rarely to fight for a way in. It is to protect themselves. They share less. They wait to be asked. They stop bringing the half-formed idea, because half-formed ideas require exactly the kind of easy, informal trust they were never given.
The manager then reads this withdrawal as confirmation — she's hard to read, she doesn't speak up, maybe she isn't ready. It is a closed loop. The bias creates the distance. The distance is then used to justify the bias.
"The employee you find hard to read is often the employee you never actually tried to read."
Deep Reflection 3: This Is a Trust Architecture, Not a Character Flaw
Here is what made this hard for Marcus to see: he is not, by any honest measure, a bad manager. He is a manager whose system for building trust only ever extends itself toward people who initiate the way Devon did — informally, socially, on his own turf.
That is not corruption. It is an unexamined architecture. And like any architecture, it can be redesigned once it is named.
In our first conversation, I asked Marcus one question: "Who on your team have you never had an unplanned conversation with?"
He named Sara immediately. Then went quiet for a long time.
Relational intelligence, in a manager, is not warmth distributed evenly by good intention. It is the deliberate act of building trust with people who do not build it the way you do — reaching toward the communication style that isn't natural to you, instead of waiting for someone to meet you in yours.
“Fairness is not the absence of favorites. It is refusing to let comfort decide who gets the benefit of the doubt."
The Essentials
2 Tiny Turns
Closeness that is only ever offered to people who already resemble you isn't closeness. It's a mirror.
If you lead people:
Look back over your last two weeks. Who did you spend unscheduled time with — the hallway chats, the "got a sec?" messages, the after-call lingering? Now name one person on your team who communicates differently than you and has had none of that. This week, start one unstructured conversation with them. No agenda. Let it be slightly uncomfortable. That discomfort is the bias leaving the system.
Visibility isn't a personality contest you were destined to lose. It's a channel mismatch waiting to be named.
If you're the one who feels outside the circle:
Don't wait to be discovered in a register that isn't yours. Tell your manager directly how you work best — in writing, with notice, one-on-one instead of in the room. That is not a limitation to apologize for. It is information they need and likely do not have, because no one has ever said it to them plainly.
A CONVERSATION WITH SWATI MUKHERJEE
Meet the relationship Coach: An ICF-certified coach with over 12 years of experience in psychology and HR, Swati specializes in helping couples on the precipice of separation.
A Final Note
NOTES FROM PROXIMITY -
1 FOUNDATIONAL TRUTH
"The team you built was never chosen by your values. It was chosen by whoever felt easiest to be nearby. The work is closing that gap."
Until next time,
The habit becomes the relationship.