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The new working model during the AI transition: Freelancing

For the past century the default was to stay with one employer and slowly rise through the ranks. Globalisation and the internet made changing employers routine. With the rapid growth of AI, freelancing is becoming mainstream, driven by two key forces.

Summary

For the past century, the default working model for most people was to stay with one employer and slowly rise through the company ranks.

Globalisation, and more recently online job boards like LinkedIn, made changing employers far easier. The long career at a single company, once ordinary, became increasingly more rare. Algorithms could now suggest relevant job opportunities, and the friction of applying was reduced to a few clicks, that often required less than 10 seconds (e.g. with LinkedIn’s “Easy Apply” feature).

However, in the past ~15 years, and especially with the advent of artificial intelligence, a new paradigm has emerged in the job market: freelancing is becoming mainstream, and replacing full-time employment. Two key forces are primarily driving this new trend, and as I explain later in the article, it is expected to become even more prominent over the next 10 to 20 years, as we navigate the AI transition phase and approach ASI (Artificial Superintelligence).

The two key forces

  1. Demand: AI is reshaping the talent companies need, with the demand for AI-related skills surging across industries. Companies are trying to adopt the latest AI technologies, but are struggling to keep up with the pace of change, making the skills gap wider. This creates a growing demand for skilled freelancers who can quickly fill the gap and help companies navigate the AI transition.
  2. Supply: The unprecedented technological advancements since the launch of ChatGPT in 2022 enable a new wave of early-adopters of AI to begin freelancing. This trend, combined with the fact that younger generations hold the strongest preference for working independently, suggests a growing supply of skilled freelancers in the coming years. Evidence of this trend is already visible in the data since the early 2010s, and seems to have accelerated significantly since 2025 (as LLMs reached a level of ‘intelligence’ that enabled them to be used for a wide range of tasks, and not just for research purposes).

How we got here

The 3 phases of the labour market

Since the 20th century, there have been roughly three phases in the labour market. This section walks through all three:

  1. a lifetime at one employer
  2. constantly switching employers every few years
  3. the rise of freelancing

Phase 1: A lifetime at one employer, climbing a single corporate ladder

For most of the last century the default was to stay with one employer and climb the company ranks. The career was a ladder inside a single organisation, and the reward for loyalty was seniority: a better title, more responsibility, and a comfortable pension at the end of it.

Stability and predictability mattered far more then than now, at a time when the available job options were more limited. Information travelled slowly, hiring was local, and a steady position with a known employer was something to hold on to, rather than to trade up from.

The evidence: workers once chose the secure job over the better-paid one, while nowadays, job-security ranks behind balance and pay

According to surveys, when individuals were offered a trade between pay and security, security won by a wide margin. In contrast, nowadays, job security usually ranks behind work-life balance and pay in what people say they want.

Insight #1

ILR Review, 1947US national poll, reported October 1947

In 1947, when given two options, Americans chose the low-paid job they were sure of keeping over the well-paid one they might lose, by about two to one.

The question was a forced choice: “a job which pays quite a low income but which you were sure of keeping” against “a job which pays a good income but which you have a fifty-fifty chance of losing”. About half chose the sure job and about one quarter the risky one. The same choice put to American students in 1943 came out the same way, with 47% picking the sure low-paid job.

Sources: a contemporary national poll quoted in the inaugural issue of the Industrial & Labor Relations Review (October 1947); the student figures are Occupations (March 1943, p. 571). Polls of that era used quota rather than probability sampling, so treat the exact splits as directional.

Insight #2

Gallup Panel, 202213,085 US employees, fielded October 2021

Contrary to the 20th century perception, nowadays, when employees are asked what matters in their next job: stability and job security come fourth, behind pay, work-life balance and the ability to do what they do best.

In Gallup’s probability-based panel, the shares calling each factor “very important” when deciding whether to take a job with a new employer were: income and benefits 64%, greater work-life balance and personal wellbeing 61%, the ability to do what they do best 58%, and greater stability and job security 53%. Since 2015 the balance share has climbed eight points while the security share has not moved.

One honest caveat: job security has not become unimportant. A majority still names it, long-running academic surveys still place it among the top-rated job attributes in absolute terms, and it reliably surges back after downturns, reaching 73.6% “very important” in 2016 in the shadow of the Great Recession. What has changed is its rank among the things people say they are looking for.

Sources: Gallup, “The Top 6 Things Employees Want in Their Next Job” (February 2022; Gallup Panel, 13,085 US employees, fieldwork October 2021). The absolute-importance and recession points are Arne Kalleberg and Peter Marsden, “Work Values in the United States” (The ANNALS of the AAPSS, 2019), from the General Social Survey; the same research finds the overall ranking of job values in the US fairly stable since the 1970s, which is why this pop-up pairs the 1940s with today rather than claiming a steady year-by-year decline.

Executive insights

You stayed loyal, and the company carried you up the ladder for life:

“Like many other large companies in the United States, Europe, and Japan, GE has had an implicit psychological contract based on perceived lifetime employment. … This produced a paternal, feudal, fuzzy kind of loyalty. You put in your time, worked hard, and the company took care of you for life.”
Jack Welch, Chairman and CEO of General Electric, describing the old contract he was then dismantling, in the interview “Speed, Simplicity, Self-Confidence”, Harvard Business Review (September–October 1989); the ellipsis trims a sentence on the rare exceptions.
“For the last sixty or so years, the job market for educated workers worked like an escalator. After graduating from college, you landed an entry-level job at the bottom of the escalator at an IBM or a GE or a Goldman Sachs. … So long as you played nice and well, you moved steadily up the escalator, and each step brought with it more power, income, and job security.”
Reid Hoffman, co-founder of LinkedIn, with Ben Casnocha, in the opening chapter of The Start-up of You (2012); the ellipsis trims two sentences on employer-provided training.

Phase 2: Switching employers becomes easier, and more frequent

Globalisation opened hiring across borders. More recently, since the ‘dot-com’ boom in the early 2000s, the online job boards like LinkedIn further fuelled this new trend of frequently switching employers.

Over time, job-boards’ algorithms got increasingly more sophisticated, and employees could now receive personalized job recommendations, and apply with just a few clicks. This greatly reduced the friction of job searching, and the frequency of switching jobs grew, holding all else constant. The data shows that at any given age under fifty, people now hold a job for less time than their parents did. Also, in America, the ten-year or twenty-year career at a single company, once ordinary, has become the exception.

The evidence: the long single-employer career becomes much rarer, and at any given age under fifty, the typical job tenure is shorter

For economists, it is very complex to accurately measure the average job-tenure over time as it can be influenced by various factors, such as the state of the economy and women’s labour force participation. Despite these complexities, the data from the two studies below show that: (1) Spending a decade (or more) with the same employer went from normal to unusual. (2) The typical job tenure is shorter than it used to be before the 21st century.

Insight #1

Farber, NBER, 2010US private-sector men, 1973 vs 2006

Spending a decade with one employer went from normal to unusual: half of American men in mid-career had done it in 1973, only about a third by 2006.

The decline in long-term employment: share of American men who had spent 10 or 20 years with a single private-sector employer, 1973 vs 2006

19732006
in a 10+ year jobin a 20+ year job

The data shown by the economist Henry Farber demonstrate that the long career at a single employer, once ordinary, has become unusual. It is worth noting that the decline is specific to men in the private sector, as women’s tenure rose over the same period and public-sector tenure held, which is why the all-worker average barely moved.

Source: Henry S. Farber, “Job Loss and the Decline in Job Security in the United States”, in Labor in the New Economy (NBER / University of Chicago Press, 2010). Ten years and over for men aged 35–64, twenty years and over for men aged 45–64.

Insight #2

Goulart and Oesch, EJIR, 2024Six Western European economies, 1993 vs 2021

The average job-tenure is shorter than it used to be: by about a year for people in their late twenties, and nearly two for those in their late forties.

Shorter jobs at every age under 50: mean job tenure in six large European economies, 1993 vs 2021

19932021
age 25–29age 30–39age 40–49

Hold age constant and the job-tenure is shrinking at every stage of life below fifty, which is the same thing as saying people change employers more often than their parents did. Only the over-fifties held on for longer than the same-age worker in 1993.

Source: Kimberly Goulart and Daniel Oesch, “Job tenure in Western Europe, 1993–2021: Decline or stability?”, European Journal of Industrial Relations 30(3) (2024), Table 2, EU-LFS columns. Mean job tenure in years, pooled across Germany, France, Italy, Spain, Poland and the United Kingdom. The aggregate average barely moved (10.9 → 11.1 years): tenure falls at every band under 50 but rises for the over-fifties, and an ageing workforce plus women’s rising tenure hold the total up.

Phase 3: A growing share of skilled workers choose to work independently, as a freelancer.

In the past ~15 years, a new paradigm has emerged in the job market, which has accelerated even further due to the rapid growth of artificial intelligence: freelancing is becoming mainstream, and replacing full-time employment. Across Europe even though the total number of solo self-employed is shrinking, the grew ~27% since 2011. grew fastest of all, up about 43%, and now make up half of Europe’s solo self-employed, up from about a third in 2011.

“Skilled solo self-employed”: working for yourself, employing nobody, in a skilled occupation

Someone who works for themselves, employs nobody else, and whose main job is a skilled occupation: a manager, a professional, or a technician. Those are the two highest of the ILO’s four official skill levels, which makes this a cut by skill, not by industry.

It covers, for example, software developers, graphic designers, consultants, architects, lawyers, accountants, translators, journalists and photographers. It does not cover a solo plumber, a taxi driver, a shopkeeper, a hairdresser or a farmer, however independently they work: those sit in other occupation groups.

This skill-based cut is how IPSE, the UK’s association of the self-employed, defines a freelancer. Treat it as a close proxy rather than a headcount: it also counts solo doctors and one-person company directors who would never use the word.

A “professional on their own account”

“Professionals” is an official occupation group (ISCO major group 2): jobs that normally require a university-level qualification, such as engineers, doctors, lawyers, accountants, software developers, designers and journalists.

“On their own account” means self-employed with no employees: they sell their own work, rather than running a company with staff.

Only two occupation groups grew, and professionals grew fastest: from 3.46 to 4.95 million, up 43%

Solo self-employed in the EU by skilled occupation group, millions of people, 2011 vs 2025

20112025
Managers −4.5%Professionals +43.0%Technicians +14.1%

Own-account professionals went from 3,461,200 to 4,950,600 people, up 43.0%, which is more than four fifths of the skilled group’s entire growth. Technicians and associate professionals grew 14.1%, managers declined 4.5%, and every other occupation group shrank: clerical support workers by 23%, service and sales workers by 14%, farmers by 43%, craft workers by 5%, machine operators by 10% and elementary occupations by 27%. Professionals did not just grow fastest, they are the only large group growing at all.

Source: Eurostat EU Labour Force Survey, dataset lfsa_esgais: self-employed persons without employees (own-account workers), EU27, age 20–64, by ISCO-08 major group. “Professionals” is major group 2 (software developers, engineers, doctors, lawyers, accountants, designers, journalists and the like); managers are group 1, technicians and associate professionals group 3, and together they are the “skilled” line of the chart below. Growth is 2011 to 2025; the same 2011 base and 2021 break apply as in the main chart.

Solo self-employment in the EU: the total is shrinking while the skilled part grows (indexed, 2011 = 100)

  • Skilled solo self-employed · managers, professionals and technicians working for themselves, with no employees
  • All solo self-employed · everyone working for themselves with no employees
901001101201301402011201520192025
Source: Eurostat EU Labour Force Survey, dataset lfsa_esgais, EU27, age 20–64, indexed to 2011 = 100.
More about how this series is measured

Skilled solo self-employed counts people who work on their own (and employ nobody), and whose main job sits in ISCO-08 major groups 1–3: managers, professionals, and technicians and associate professionals. Those are the two highest of the ILO’s four skill levels, which is what makes this a skill cut rather than an industry one. IPSE defines a freelancer with the same skill-based cut, applied to the UK’s occupational classification rather than the international ISCO that Eurostat uses.

Treat it as a proxy rather than a headcount: it counts solo doctors and one-person company directors who would never use the word, and it cannot see anyone who freelances alongside a main job, because only the main job is recorded. The series starts in 2011 because the ISCO-88 to ISCO-08 reclassification that year cuts the recorded number of self-employed managers from 2.5 million to 0.8 million overnight, which makes any earlier comparison meaningless. The 2021 LFS redesign adds a smaller break.

Conclusion

What the evidence points to: freelancing becoming a mainstream way of working through the AI transition phase.

To recap, I set out to explain one shift and why it should last: freelancing is becoming mainstream, and is expected to keep growing through the AI transition. The labour market reached this point in three phases: a lifetime at one employer, then decades of switching jobs more and more often, and now a growing share of skilled people working for themselves.

The question for the next decade is why this should continue, and possibly accelerate. To answer it, I pointed to two forces that sit on opposite sides of the job market:

  1. Demand. AI keeps reshaping the skills companies need, and it does so constantly, as every few months a new model resets what the technology can do. The skills gap is large and needs to be filled: 86% of employers call AI the single biggest force reshaping their business and expect about 39% of core skills to change by 2030. Despite that, only one EU firm in five was using any AI by 2025, and when asked why not, 70% of them said it was because they lacked in-house expertise. Since workers who use AI deliver 15% to 40% more on the tasks measured, bringing in a flexible, AI-skilled freelancer for a few weeks or months lets a company adapt and lower its risk while the skills it needs keep shifting.
  2. Supply. The wish to work independently is old and stable, driven by the desire for autonomy rather than pay, and it runs strongest among the younger age groups. What is new is that people are now acting on it, and that doing so now feels safe: the share of independents who feel more secure on their own than in a traditional job has doubled, from 32% to 67%. The behaviour follows the mood, with 690,000 new founders in Germany in 2025, up 18% in a single year, and an all-time record for new business applications in the United States.

Taken together, the two forces fit each other. The demand side is looking for precisely the flexible, up-to-date skill that the supply side is increasingly willing to offer.

In fact, we are still early in this transition phase. Most of the demand described here has not arrived yet, as the data shows that only one in five EU firms were using any AI as of 2025. Similarly, on the supply side confidence and founder counts are still rising rather than peaking, and AI adoption is growing across domains.

However, what remains unclear is whether the structural shift we are seeing in the labour market will be permanent once the AI transition phase is over, and we reach a new steady-state, or whether the growth of freelancing is a temporary phenomenon that will eventually revert to the old status quo. The answer to this question will depend on how the labour market evolves in the coming years, and whether the forces driving the shift towards freelancing continue to strengthen or weaken over time.