More than 15,000 people in Gwynedd were classed as economically inactive as of March, new figures show.
The latest labour market data has led to condemnation of government policy from opposition political parties.
Estimates from the Office for National Statistics show 16,551 people aged 16 to 64 in Gwynedd were classed as 'economically inactive' as of March – defined as out of work and not recently searching for a job.
This was the equivalent of 22.3 per cent of people in that age bracket in the area – down from 24.1 per cent a year before.
The figures further show 1,987 were claiming unemployment-related benefits in Gwynedd – which includes Universal Credit and Jobseeker's Allowance. This gives the area a claimant rate of 2.8 per cent.
Nationally, the figures have shown unemployment has increased, while rising wages have been eaten up by inflation.
Latest estimates suggest around 2.5 million people were economically inactive due to long-term sickness as of June – up 400,000 from before the coronavirus pandemic.
The ONS said regular pay growth, which excludes bonuses, reached 7.8 per cent in June.
“This is the highest regular annual growth rate we have seen since comparable records began in 2001,” a spokesperson said.
But inflation ate away all this growth – with Consumer Prices Index inflation taken into account, pay actually dropped by 0.6 per cent.
The ONS' director of economic statistics, Darren Morgan, said there were some reasons to be positive.
He said: “Earnings continue to grow in cash terms, with basic pay growing at its fastest since current records began.”
“Coupled with lower inflation, this means the position on people’s real pay is recovering and now looks a bit better than a few months back,” he added.
But shadow work and pensions secretary Jonathan Ashworth said: “These figures confirm once again that the Tories are failing working people and businesses across Britain.
"Families are struggling to get by, there are record numbers of people out of work due to long-term sickness, and the employment rate for over-50s is still below pre-pandemic levels – yet Tory ministers have no solutions to get people back to work."
The Liberal Democrats also said this data will be "cold comfort" to hard-up families.
Chancellor Jeremy Hunt said: “Thanks to the action we’ve taken in the jobs market, it’s great to see a record number of employees."
“Our ambitious reforms will make work pay and help even more people into work – including by expanding free childcare next year – helping to deliver on our priority to grow the economy,” he added.