Harvard Business Review published its analysis of nine trends shaping work in 2026 and beyond, drawing from Gartner’s HR practice research. Most of the trends focus on AI-era risks: premature layoffs, low-quality AI output flooding workflows, declining trust in automated hiring. These are getting attention. But one trend in the research, distance bias in hybrid and remote settings, is being systematically ignored by the managers who need to address it most.
Distance bias is the tendency to favor employees who are physically closer to you. It affects promotions, project assignments, performance ratings, and informal development opportunities. And in 2026, with hybrid work now a permanent fixture at most organizations, it is quietly driving your best remote performers toward the door.
How distance bias actually works in hybrid teams
Distance bias is not overt discrimination. It operates through small, repeated decisions that compound over time. The manager who grabs coffee with the person sitting three desks away and brainstorms a new project. The leadership team that fills a task force with people who happened to be in the office during the discussion. The performance review where “visibility” and “executive presence” become proxies for physical proximity.
Research from multiple sources, including HBR’s own earlier work on proximity bias, shows that remote employees are consistently rated lower than their in-office counterparts, even when their measurable output is equivalent or superior. They receive fewer stretch assignments, less informal feedback, and are passed over for promotions at higher rates.
The mechanism is simple. Humans default to what they can see. If you manage a hybrid team, you unconsciously build a mental model of your team that overweights the people you interact with face-to-face. You do not intend to disadvantage your remote workers. You just forget about them more often.
I think this is the hardest bias for managers to fix because it does not feel like bias. It feels like normal relationship-building. The manager who promotes the person they see every day genuinely believes that person is the best candidate. They are not lying. They are just working with incomplete information shaped by physical proximity.
What this means for managers and teams
If you manage a hybrid team, there is a straightforward test. Look at the last five stretch assignments, promotions, or high-visibility projects on your team. Count how many went to people who work in the office three or more days per week versus those who are primarily remote. If the split does not roughly match your team’s composition, you have a distance bias problem.
The cost of ignoring this is not abstract. Your best remote performers know when they are being passed over. They can see the pattern even when you cannot. And because they are good at their jobs, they have options. Competitors who have built evaluation systems based on deliverables and outcomes (rather than visibility) are actively recruiting these people.
This connects directly to the broader challenge of performance evaluation systems that inadvertently punish top performers. Annual reviews that rely on subjective impressions are distance bias amplifiers. The person your boss sees every day gets the benefit of recency and frequency. The remote worker’s contributions from six months ago have faded from memory by review time.
For team members working remotely, the data suggests you should be more proactive about making your work visible. Document your contributions in shared channels. Request regular one-on-ones. Volunteer for cross-functional work that puts you in front of other leaders. This should not be necessary, but until your organization fixes its evaluation systems, it is practical advice for protecting your career.
What leaders should do now
Fixing distance bias requires changes to systems, not just awareness. Telling managers to “be mindful of proximity bias” is the corporate equivalent of telling someone to “just be less biased.” It does not work. You need structural changes.
- Shift performance metrics to output-based evaluation. Define clear deliverables, project milestones, and quality standards for every role. Evaluate against those standards, not against subjective impressions of engagement or visibility. If you cannot articulate what “good performance” looks like in measurable terms, you are leaving room for proximity bias to fill the gap.
- Equalize access to high-visibility work. Create a transparent system for assigning stretch projects and task force roles. Rotate opportunities deliberately. Track who gets assigned what over a 12-month period, and flag any pattern where office-based employees receive disproportionate access.
- Restructure one-on-ones for remote equity. Hold all one-on-ones via video, regardless of whether the employee is in the office. This creates a consistent interaction format that does not advantage in-person employees. It also forces the manager to prepare the same way for every direct report.
- Audit promotion data by location. Pull your promotion and compensation data for the past two years and segment it by work location. If remote employees are being promoted at lower rates despite equivalent or better performance metrics, you have evidence of systemic distance bias that needs to be corrected.
- Train managers on decision hygiene, not just awareness. Decision hygiene means adding structure to the moments where bias creeps in. Use structured interview rubrics for performance reviews. Require written justification for promotion recommendations. Have a second reviewer check whether recognition and rewards are distributed equitably across location types.
Broader context and what to watch
Distance bias is gaining attention in 2026 partly because the return-to-office mandates of 2024 and 2025 have created a two-tier workforce in many organizations. The employees who returned are getting the promotions. The employees who negotiated remote arrangements are doing the work. This is not sustainable.
The HBR trends piece sits alongside research from AIHR, Adecco, and TechSmith that all point to the same conclusion: organizations that evaluate based on presence rather than contribution will lose their best distributed talent. The companies winning the hybrid talent war are building evaluation systems that reward effectiveness rather than visibility.
Watch for legal challenges over the next 12 to 18 months. As more data becomes available showing systematic differences in promotion rates between remote and in-office workers, employment lawyers will begin testing whether distance bias constitutes a form of disparate impact, particularly when remote work accommodations intersect with disability or caregiving status.
The other eight trends in HBR’s list are worth your attention. But distance bias is the one you are most likely to already have and least likely to be measuring. That combination makes it the most dangerous item on the list for managers who want to keep their best people.
