I gave some advice to a politician last week who had read some MMT literature that he said indicated that using the Job Guarantee reduces inflationary pressures in a recovery relative to a situation where a nation had an unemployment buffer stock. I was surprised by the question because the assertions didn’t appear congruent with the facts. It appeared to be rehearsing and endorsing the standard neoliberal supply-side agenda that defined the so-called ‘activation’ approach to unemployment, which militated against job creation programs in favour of training initiatives – the full employability rather than the full employment mindset. The fact is that long-term unemployment always lags behind the overall unemployment movements given it takes time for people to work their way through the duration categories until they get to 52 weeks, after which the national statistician terms a person long-term unemployed. The longer the recession the higher average duration of unemployment becomes and the larger the pool of long-term unemployed as people start to flow into that category. However, the way we think about solutions has been influenced by the myths about the way long-term unemployment behaves, which we summarise as the – ‘irreversibility hypothesis’. This idea has influenced governments to rely on training approaches rather than job creation as solutions to unemployment. And, it has led to the various pernicious unemployment management policies where the victims of the system’s failure to create enough jobs are considered culpable in their own misfortune and shunted through a series of compliance processes in order to receive income support, which do little to get them work.