EPJ Data Science

Table 3 Occupations with highest and lowest loadings, 3-factor solution, CC corpus

From: The presence of occupational structure in online texts based on word embedding NLP models

First factor				Second factor				Third factor
Highest loadings		Lowest loadings		Highest loadings		Lowest loadings		Highest loadings		Lowest loadings
Rank order	ISEI	Rank order	ISEI	Rank order	ISEI	Rank order	ISEI	Rank order	ISEI	Rank order	ISEI
chairperson	71.29	dressmaker	23.47	ecologist	80.46	courier	30.34	secretary	44.94	brazier	28.52
ecologist	80.46	electrician	36.35	historian	83.81	stewardess	46.76	commissioner	78.76	animator	79.74
professor	85.41	waiter	25.04	biologist	80.46	waiter	25.04	treasurer	73.38	tattooist	50.15
chancellor	70.34	shopkeeper	35.34	writer	72.83	vendor	23.53	mayor	68.77	plasterer	18.02
advocate	86.72	roofer	22.16	philosopher	83.81	driver	26.85	chancellor	70.34	cleaner	16.38
dean	65.01	maid	14.21	geographer	83.09	babysitter	24.98	prosecutor	86.72	acrobat	37.59
director.general	71.29	barman	25.04	zoologist	80.46	cleaner	16.38	dean	65.01	potter	24.43
commentator	72.83	barmaid	25.04	novelist	72.83	housemaid	16.38	senator	68.77	dancer	61.82
neurologist	81.92	housemaid	16.38	sociologist	83.09	barmaid	25.04	rector	70.34	painter	61.82
historian	83.81	barber	31.08	physicist	84.61	brazier	28.52	governor	68.77	weaver	28.95
commissioner	78.76	plumber	29.16	mathematician	81.78	constable	51.5	chairperson	71.29	bender	25.78
environmentalist	80.46	blacksmith	25.63	ornithologist	80.46	receptionist	39.02	clerk	43.33	cook	24.53
curator	77.19	plasterer	18.02	poet	72.83	waitress	25.04	attorney	86.72	assembler	27.91
biologist	80.46	carpenter	26.62	journalist	72.83	clerk	43.33	congressman	68.77	dishwasher	16.5
sociologist	83.09	bricklayer	22.57	botanist	80.46	maid	14.21	constable	51.5	welder	28.52

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