Table:
predicted probability

sex

women
5.4

men
5.1

highest level of educational attainment

bachelor's degree without further studies
6.8

bachelor's degree with further studies
3.0

university certificate or diploma above bachelor level without further studies
3.7

university certificate or diploma above bachelor level with further studies
2.6

degree in medicine, dentistry, veterinary medicine or optometry
2.3

master's degree without further studies
2.4

master's degree with further studies
0.4

doctorate acquired
0.5

field of study

education
3.3

visual and performing arts, and communications technologies
8.2

humanities
11.4

social and behavioural sciences and law
8.3

business, management and public administration
5.4

physical and life sciences and technologies
5.7

mathematics, computer and information sciences
2.4

architecture, engineering, and related technologies
3.0

agriculture, natural resources and conservation
8.0

health and related fields
3.0

other
10.0

level of familiarity with official languages

1. highest level
3.9

2
4.4

3
4.7

4
5.7

5
7.3

6. lowest level
8.5

location of study

canada
3.8

north america
5.1

central and south america
7.3

caribbean and bermuda
12.1

western europe
5.7

eastern europe
10.9

northern europe
3.7

southern europe
7.1

sub-saharan africa
8.6

northern africa
7.3

west central asia
8.7

eastern asia
8.2

southeast asia
20.4

southern asia
18.2

oceania
6.2

Statement: persistent overqualification was less likely not only among graduates from canada , and northern europe.
Question: list the top 3 locations of study least likely to be overqualified.
Answer: northern europe, canada, north america