EPJ Data Science

Table 4 Occupations with highest and lowest loadings, 3-factor solution, Wikinews

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	bartender	25.04	biologist	80.46	bender	25.78	secretary	44.94	acrobat	37.59
chancellor	70.34	dressmaker	23.47	mathematician	81.78	dishwasher	16.5	prosecutor	86.72	assembler	27.91
dean	65.01	shopkeeper	35.34	zoologist	80.46	maid	14.21	mayor	68.77	bricklayer	22.57
advocate	86.72	blacksmith	25.63	philosopher	83.81	barman	25.04	governor	68.77	jeweller	28.12
commentator	72.83	hairdresser	31.08	physicist	84.61	barista	25.04	chairperson	71.29	goldsmith	28.12
ecologist	80.46	roofer	22.16	botanist	80.46	courier	30.34	commissioner	78.76	shoemaker	18.07
director–general	71.29	barmaid	25.04	historian	83.81	waiter	25.04	senator	68.77	potter	24.43
professor	85.41	locksmith	33.16	ornithologist	80.46	janitor	21.82	attorney	86.72	beekeeper	28.04
historian	83.81	carpenter	26.62	geographer	83.09	clerk	43.33	treasurer	73.38	optician	59.85
sociologist	83.09	barman	25.04	ecologist	80.46	stewardess	46.76	lawyer	86.72	roofer	22.16
biographer	72.83	bricklayer	22.57	sociologist	83.09	babysitter	24.98	chancellor	70.34	tanner	28.08
editor	72.83	waiter	25.04	writer	72.83	barmaid	25.04	dean	65.01	tattooist	50.15
governor	68.77	waitress	25.04	geologist	86.81	waitress	25.04	ambassador	78.76	weaver	28.95
geographer	83.09	plumber	29.16	poet	72.83	cleaner	16.38	councillor	68.77	welder	28.52
marshal	60.92	plasterer	18.02	novelist	72.83	receptionist	39.02	professor	85.41	plasterer	18.02

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