Ryan Mathias, Bejamin Howes, Victoria Cock, Charles Cock
Reduced gastrointestinal-related hospitalisation costs following rescheduling of over-the-counter codeine-containing compound analgesics in Australia: results of a single hospital audit in South Australia
Internal medicine journal
occupations typically characterized nominal form format limits options hypothesis testing data analysis drew upon ratings knowledge skills abilities 966 occupations listed us department labors occupational classification network onet database create accessible standardized multidimensional space occupations quantitatively localized compared principal component analysis revealed occupation space comprises three main dimensions correspond 1 required amount education training 2 degree occupation falls within science technology engineering mathematics stem discipline versus social sciences humanities 3 whether occupations mathematically health related additional occupational spaces reflecting cognitive versus labororiented categories created finergrained characterization dimensions within occupational sets defined higher lower required educational preparation datadriven groupings related occupations obtained hierarchical cluster analysis hca proofofprinciple demonstrated realworld dataset 470 participants nathan kline institute rockland sample nkirs whereby verbal nonverbal abilitiesas assessed standardized testingwere related stem versus social sciences humanities dimension visualization latent components assessed onet occupations volcano provided research community freely accessible tool along shiny app users extract quantitative scores along relevant dimensions volcano brings muchneeded standardization unwieldy occupational data moreover used create new occupational spaces customized specific research domains