Remote Work, Measured

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 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 less like a full reversal and more like employers and workers still arguing over how much office time is required.

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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.

Source: RMAP remote-work survey dataset. About data

Many companies are pushing employees back to the office out of concern that remote workers are less productive. The survey does not support that worry: remote and hybrid workers are more likely to report higher productivity. 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

Career advancement concern

Concern that remote work negatively affects promotion, recognition, or skill development.

Source: RMAP remote-work survey dataset. About data

Productivity is not the only argument in the remote-work debate. Some workers still worry that being away from the office can make them less visible when promotions, recognition, and skill-building opportunities are handed out.

The career-risk story is more mixed than the productivity story. Many respondents do not see remote work as harmful to advancement, but a visible minority do. For those workers, remote work may come with a cost: less visibility at work.

The concern becomes much sharper among workers who find remote work more challenging than in-office work. Career anxiety here is not just about location. It is more common among workers who also report isolation, distractions, or difficulty making remote work manageable.

That friction carries into work-life balance. When remote work makes boundaries harder instead of easier, career concern rises too. The risk is not remote work by itself, but remote work without enough support, structure, and recognition.

RMAP survey

Work model satisfaction

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

Source: RMAP remote-work survey dataset. About data

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 about comfort, but it also matters for retention. 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.

Source: RMAP remote-work survey dataset. About data

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.

Source: RMAP remote-work survey dataset. About data

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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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.

Source: RMAP remote-work survey dataset. About data

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.

Source: RMAP remote-work survey dataset. About data

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.

Source: RMAP remote-work survey dataset. About data

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.

Mental Health

Remote work changed where work happens, but mental health does not sort neatly into remote good or remote bad. The clearest story is more careful: different telework rhythms carry different kinds of strain.

HTOPS · U.S. working adults · weighted microdata

Mental health is not a simple remote-work story

Weighted share of working adults reporting loneliness or recent symptoms, grouped by how many days they worked from home in the last week.

Source: HTOPS public-use microdata. Filtered to respondents who worked in the last 7 days; estimates use person weights. Telework groups are based on days worked from home in the last 7 days. About data

The mental-health picture starts with a warning against easy conclusions. Workers with no telework, hybrid teleworkers, and people working from home five or more days all show signs of strain, but not on the same measures.

Loneliness is where hybrid work stands out. Workers who teleworked one to four days in the last week report frequent loneliness slightly more often than workers with no telework, suggesting that partial flexibility does not automatically mean stronger connection.

Age sharpens the picture. Among workers ages 25 to 34, anxiety rises highest for those with no telework, while frequent loneliness is most visible among hybrid teleworkers. The same work pattern can feel different depending on career stage and social footing.

No-telework work is not one experience either. Among workers who did not telework in the previous week, women report anxiety at roughly three times the rate of men, a reminder that work location intersects with who is carrying the strain.

But the pattern does not hold everywhere. Anxiety is highest among workers with no telework, while worry and feeling down sit closer together. Telework appears to be one condition shaping mental health, not the single driver behind it.

What the data tells us

Remote work reshaped the labour market — and it is still reshaping people

Remote work surged from 2017, accelerated through the pandemic, and never reversed — but its effects are not uniform. Remote workers report higher satisfaction and fewer commute burdens, yet early-career workers still bear the steepest costs, mental health outcomes diverge sharply by work model, gender, and age, and roughly a third of remote workers have already renegotiated where they work or live. The data points in one direction: remote work is a condition people navigate differently, and policy that treats it as uniform will keep missing those who need the most support.

An open question

Has remote work improved accessibility and inclusion for disabled workers? Flexibility removes real barriers — commuting, physical infrastructure, sensory overload — yet no robust large-scale study has tracked disability employment across the remote-work transition. It remains one of the most consequential gaps in the research.

Try it yourself

Click the button below to explore all the graphs and interact with the entire dataset. Filter by industry and years of experience to discover patterns that matter to you.