Remote Work Dataviz

How remote work became a job-market signal

Remote work was once a relatively niche feature of the labor market, concentrated in jobs that could be done digitally and with limited physical presence. The COVID-19 pandemic changed this rapidly: as offices closed and mobility restrictions spread, working from home became a practical necessity for many employers and workers. Even after restrictions eased, remote and hybrid work remained part of job advertising. The pandemic did not simply create a temporary shift. It accelerated a longer-term change in how work is organized.

Illustration of a person working remotely on a laptop at home

Job postings

Remote work is now part of the job market's vocabulary. How does this translate into numbers across the years?

Remote work by year

Posting-weighted average share of job postings advertising remote or hybrid work across 20 countries.

Source: Linkedin / Indeed remote job postings dataset. About data

The overall average shows remote work moving from a niche signal in job postings to a much more visible part of the labour market after 2020.

Before 2020, remote-work signals were strongest in remote-friendly industries, while industries like the lowest-remote industry barely registered.

After the COVID-19 outbreak, previously less remote-heavy industries moved sharply upward. For example, remote education grew as teaching, training, and administrative work were forced into remote formats.

By 2022, remote-work growth was no longer evenly accelerating. It slowed most in industries such as industries with the smallest post-2022 growth, even though the market did not return to its pre-pandemic baseline.

Job postings show that remote job availability cooled after 2022 but stayed far above pre-pandemic levels. The return-to-office push by some companies looks more like a negotiation over the new normal than a reversal of the trend.

Explore the job postings data

Filter by industry to see how remote work trends differ across sectors over time.

Satisfaction

How satisfied are workers with their work model? These charts show satisfaction, productivity, work-life balance, and commute patterns across Remote, Hybrid, and Onsite workers.

RMAP survey

Productivity change

Self-reported change in productivity across all work models.

Many companies are pushing employees back to the office out of concern that remote workers are less productive. These numbers tell the opposite story. Workers themselves report higher output under remote and hybrid arrangements, and forcing a return risks alienating the people the policy is meant to help.

Productivity gains are reported across all work models, but remote workers lead: the majority say their output has increased. Hybrid workers follow closely, while onsite workers show a more even split between increase and decrease.

Workers in their first two years show a sharper productivity drop than any other group when working remotely. The drop onsite is steeper still. Early-career employees may miss the in-person mentorship that offices once provided, but mandating their return does not resolve it.

RMAP survey

Work model satisfaction

Self-reported preference for remote over in-office work, across all work models.

Remote workers overwhelmingly prefer working remotely over in-office work. Hybrid workers lean the same way: nearly three quarters favour remote over in-office. Onsite workers are more evenly split.

Preference is a retention signal, not just a comfort metric. When employees strongly favour a work model and employers remove it, the most mobile workers leave first. Keeping remote and hybrid positions is one of the lowest-cost ways to hold on to good people.

Among workers with eleven or more years of experience, there is almost no neutral ground. Onsite workers split almost evenly between satisfied and dissatisfied, with near-zero neutral responses. Experienced workers know what they want. Forcing the wrong arrangement on them is a reliable way to make them leave.

RMAP survey

Work-life balance difficulty

Self-reported difficulty maintaining work-life balance across all work models.

Flexible work arrangements also expand the candidate pool. A role with no fixed location can draw applicants from anywhere a purely onsite position would never reach. Companies that keep remote and hybrid options open compete for a much larger share of available talent.

Both remote and hybrid workers report similarly low difficulty maintaining work-life balance. Onsite workers are the group most likely to struggle. The friction comes from lacking location flexibility, not from switching between locations.

New workers feel the onsite burden most acutely. Workers in their first two years report by far the greatest difficulty maintaining work-life balance when working onsite. Commuting, early start times, and rigid schedules hit hardest when you are still finding your footing outside work too.

RMAP survey

Commute time distribution

One-way commute duration in minutes across all work models. Zero-minute commuters are fully remote.

The commute is one of the most overlooked costs of onsite work. A 30- or 45-minute trip each way adds up to hours lost every week. That time belongs to the employee, not to traffic or crowded transit.

It is also a financial burden that rarely appears in salary comparisons. Fuel, transit passes, parking, and vehicle wear erode take-home pay in ways that disappear the moment someone works from home. Remote work is, quietly, a pay rise.

Workers early in their careers have the smallest share of zero-minute commuters. Without the track record to negotiate flexible arrangements, newer employees are more likely to be required onsite and absorb the full cost of the commute.

The pattern reverses for workers with eleven or more years in their field. The zero-minute share climbs sharply; fully remote becomes far more common. Experience brings negotiating power, and experienced workers have used it to reclaim their time.

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Filter by industry and years of experience to see how satisfaction, productivity, work-life balance, and commute patterns vary across work models.

Relocation

Remote work has loosened the traditional link between where people work and where they live, shifting both the habits and the geography of work.

RMAP survey · Remote workers only

Workplace location change since 2020

Share of remote workers who changed the geographic location from which they work since 2020.

Remote work has loosened the traditional tie between job location and physical presence. A meaningful share of remote workers changed the location from which they work since 2020, moving to a different city, a different country, or a co-working space.

RMAP survey · Remote workers only

Place of living change due to remote work

Share of remote workers who changed their place of living due to favourable remote working arrangements since 2020.

For a notable share, the change went further. Remote work enabled an actual move of home. Some moved once; a smaller group moved repeatedly, treating location as a choice rather than a fixed condition.

RMAP survey · Relocators only

Why remote workers relocated

Most important reasons selected by respondents who changed their place of living due to favourable remote working arrangements.

Once work no longer fixed people to one place, relocation became a way to rebalance everyday life. The reasons span lifestyle, housing, costs, family, safety, and access to the places people want to be near.

Among those who relocated, quality of life is the clearest pull factor. The decision looks more like aspiration than necessity.

Housing also matters: affordability, living expenses, and home size sit near the top of the reasons list. Remote workers can live cheaply where pay is set elsewhere.

The move is also personal. Family, nature, safety, and access to work-related places all shape where remote workers go. Many are simply looking for a different kind of life.

At the edge of this shift are digital nomads: workers who turn flexibility into mobility. For them, relocation means choosing places for culture, connectivity, and remote-work community rather than settling in one permanently.

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