Jobseekers will be offered coaching and advice on moving into “growing sectors” as part of a £238m employment programme, the government has said.
Job Entry Targeted Support is aimed at helping those out of work because of Covid-19 for three months.
Work and Pensions Secretary Therese Coffey said it would give people “the helping hand they need”.
But Labour said the scheme “offers very little new support” and it was “too little too late”.
Last month, official figures showed that the UK unemployment rate had risen to its highest level for two years, with young people particularly hard hit.
The Job Entry Targeted Support (JETS) scheme will “boost the prospects of more than a quarter of a million people across Britain”, Ms Coffey said.
The Department for Work and Pensions says it is recruiting an additional 13,500 “work coaches” to help deliver the new scheme.
Speaking to the BBC, Ms Coffey said JETS is aimed more at helping “adults beyond the age of 25” learn how their skills “can be used in different parts of the economy” – and she cited construction and care as examples of growing sectors.
Chancellor Rishi Sunak said the scheme would “provide fresh opportunities to those that have sadly lost their jobs, to ensure that nobody is left without hope”.
“Our unprecedented support has protected millions of livelihoods and businesses since the start of the pandemic, but I’ve always been clear that we can’t save every job,” he said.
“I’ve spoken about the damaging effects of being out of work, but through JETS we will provide fresh opportunities to those that have sadly lost their jobs, to ensure that nobody is left without hope.”
However, Labour’s shadow work and pensions secretary, Jonathan Reynolds, said: “By the government’s own admission at least four million people could lose their jobs during the crisis. All it can muster in response are piecemeal schemes and meaningless slogans.
“This new scheme offers very little new support and relies on already overstretched work coaches on the ground, while many of the new work coaches promised have yet to materialise.
“It’s too little too late again from a government that simply can’t get a grip on this jobs crisis.”
Mr Sunak is due to address the Conservative Party Conference later, saying the government has been faced with “difficult trade-offs and decisions” during the coronavirus pandemic.
He will say that while he cannot protect every job, “the pain of knowing it only grows with each passing day”.
Mr Sunak will say his “single priority” as chancellor is “to create support and extend opportunity to as many people as I can”.
“We will not let talent wither, or waste, we will help all who want it, find new opportunity and develop new skills,” he is expected to say.
In an interview with the Sun ahead of his speech, Mr Sunak also defended his Eat Out to Help Out scheme after suggestions it may have helped fuel the second wave of coronavirus cases.
The chancellor said the scheme had helped prop-up two million jobs and that he had no regrets about paying for it.
Mr Sunak also strongly pushed back on the idea of further lockdowns, which he said would be detrimental not just to the economy but to society as well.
“Lockdowns obviously have a very strong economic impact, but they have an impact on many other things,” he said.
On the 22:00 curfew on pubs and restaurants, Mr Sunak said ministers were implementing such rules “to try and nip this in the bud”, but he acknowledged it was “frustrating”.
“Everyone is very frustrated and exhausted and tired about all of this,” he told the paper.
Labour’s shadow chancellor Anneliese Dodds said her party had urged Mr Sunak to introduce a wage support scheme that incentivised employers to keep more staff on, but “he ignored these calls and now nearly a million jobs are at risk when the furlough scheme ends in a few weeks’ time”.
“When he speaks at Conservative Party Conference, Rishi Sunak must promise to get a grip of the jobs crisis before it’s too late,” she said.
“If he doesn’t, Britain risks an unemployment crisis greater than we have seen in decades – and Rishi Sunak’s name will be all over it.”