Education and academic field
Questions in this section
Levels of education
Academic field for education and professional development
Academic field of work
This section contains the information about the type of education the
participants have, as well as their highest degree obtained.
We asked the participants, in which field they are working. With that question,
it is possible to see which current field employed the most of RSE/RSD. The
questions was specific to each country and was multiple choice. Each
participant could choose several fields. We then calculate the different
proportion by dividing each field by the total of participants that have
selected at least one option.
Questions in this section
What is the highest level of education you have attained? (one choice list)
In which discipline is your highest academic qualification? (one choice list)
Which professional qualification do you hold? (free text)
Levels of education
Australia
Highest level of education for Australia
Count
Percentage
AQF 10 - Doctoral Degree
63
64.2857
AQF 8 - Bachelor Honours Degree / Graduate Certificate / Graduate Diploma
13
13.2653
AQF 9 - Masters Degree
11
11.2245
AQF 7 - Bachelor Degree
11
11.2245
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2021-08-04T21:03:41.226079
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0
10
20
30
40
50
60
AQF 10 - Doctoral Degree
AQF 8 - Bachelor Honours
Degree / Graduate Certificate
/ Graduate Diploma
AQF 7 - Bachelor Degree
AQF 9 - Masters Degree
Highest level of education, Australia
PNG SVG
Germany
Highest level of education for Germany
Count
Percentage
Percentage in 2017
Difference with previous year
Master degree
169
50.9036
43.0769
7.82669
Doctorate
133
40.0602
48.3077
-8.24745
Undergraduate degree
19
5.72289
4.61538
1.10751
Final secondary-school examinations, general qualification for university entrance
7
2.10843
1.53846
0.569972
Other
4
1.20482
2.15385
-0.949027
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2021-08-04T21:03:41.587138
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0
10
20
30
40
50
Other
Final secondary-school
examinations, general
qualification for university
entrance
Undergraduate degree
Doctorate
Master degree
1%
2%
6%
40%
51%
Highest level of education, Germany
−5
0
5
Δ
PNG SVG
Netherlands
Highest level of education for Netherlands
Count
Percentage
Percentage in 2017
Difference with previous year
PhD
27
50
57.3333
-7.33333
WO (Wetenschappelijk onderwijs) Master
20
37.037
36
1.03704
HBO (Hoger beroepsonderwijs) Master
3
5.55556
1.33333
4.22222
WO (Wetenschappelijk onderwijs) Bachelor
3
5.55556
2.66667
2.88889
HBO (Hoger beroepsonderwijs) Bachelor
1
1.85185
2.66667
-0.814815
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2021-08-04T21:03:41.995851
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Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
50
HBO (Hoger beroepsonderwijs)
Bachelor
WO (Wetenschappelijk
onderwijs) Bachelor
HBO (Hoger beroepsonderwijs)
Master
WO (Wetenschappelijk
onderwijs) Master
PhD
2%
6%
6%
37%
50%
Highest level of education, Netherlands
−5
0
Δ
PNG SVG
New Zealand
Highest level of education for New Zealand
Count
Percentage
Doctorate
14
37.8378
Master degree
10
27.027
Undergraduate degree
10
27.027
Further Education (NVQ A-Level, …)
2
5.40541
Other
1
2.7027
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2021-08-04T21:03:42.354572
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Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
30
35
Doctorate
Undergraduate degree
Master degree
Further Education (NVQ
A-Level, ...)
Other
Highest level of education, New Zealand
PNG SVG
South Africa
Highest level of education for South Africa
Count
Percentage
Percentage in 2017
Difference with previous year
Doctorate
7
30.4348
73.6842
-43.2494
Master degree
6
26.087
15.7895
10.2975
Undergraduate degree
6
26.087
nan
nan
Further Education (NVQ A-Level, …)
2
8.69565
nan
nan
Other
2
8.69565
nan
nan
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2021-08-04T21:03:42.708623
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Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
30
Other
Further Education (NVQ
A-Level, ...)
Undergraduate degree
Master degree
Doctorate
9%
9%
26%
26%
30%
Highest level of education, South Africa
−25
0
Δ
PNG SVG
United Kingdom
Highest level of education for United Kingdom
Count
Percentage
Percentage in 2017
Difference with previous year
Doctorate
166
70.339
67.8862
2.4528
Master degree
48
20.339
22.3577
-2.01874
Undergraduate degree
21
8.89831
9.34959
-0.451288
GSCEs
1
0.423729
nan
nan
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2021-08-04T21:03:43.077944
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
50
60
70
GSCEs
Undergraduate degree
Master degree
Doctorate
0%
9%
20%
70%
Highest level of education, United Kingdom
0.0
2.5
Δ
PNG SVG
United States
Highest level of education for United States
Count
Percentage
Percentage in 2017
Difference with previous year
Doctorate
67
45.5782
60.1227
-14.5445
Master degree
46
31.2925
25.1534
6.13914
Undergraduate degree
33
22.449
11.6564
10.7925
Other
1
0.680272
0.613497
0.0667752
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2021-08-04T21:03:43.442441
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Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
Other
Undergraduate degree
Master degree
Doctorate
1%
22%
31%
46%
Highest level of education, United States
−10
0
10
Δ
PNG SVG
Rest of the World
Highest level of education for World
Count
Percentage
Doctorate
35
64.8148
Master degree
14
25.9259
Undergraduate degree
5
9.25926
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2021-08-04T21:03:43.748902
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Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
50
60
Doctorate
Master degree
Undergraduate degree
Highest level of education, World
PNG SVG
Comparison between countries
Even if the countries have different education levels, it is possible to match
them on the common “Doctorate” and “Master degree”. Therefore we compare them
with these two equivalent levels and merge all others under the category
“other”.
Country
education comparison
Total count
Percentage per countries
0
Australia
Doctorate
63
64.29
1
Australia
Other
24
24.49
2
Australia
Master degree
11
11.22
3
Germany
Master degree
309
47.03
4
Germany
Doctorate
290
44.14
5
Germany
Other
58
8.83
6
Netherlands
Doctorate
70
54.26
7
Netherlands
Master degree
51
39.53
8
Netherlands
Other
8
6.2
9
New Zealand
Doctorate
14
37.84
10
New Zealand
Other
13
35.14
11
New Zealand
Master degree
10
27.03
12
South Africa
Doctorate
21
50
13
South Africa
Other
12
28.57
14
South Africa
Master degree
9
21.43
15
United Kingdom
Doctorate
333
69.09
16
United Kingdom
Master degree
103
21.37
17
United Kingdom
Other
46
9.54
18
United States
Doctorate
165
53.23
19
United States
Master degree
87
28.06
20
United States
Other
58
18.71
21
World
Doctorate
35
64.81
22
World
Master degree
14
25.93
23
World
Other
5
9.26
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2021-08-04T21:03:44.324091
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Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
50
60
70
Percentage
Australia
Germany
Netherlands
New Zealand
South Africa
United Kingdom
United States
World
Country
64
44
54
38
50
69
53
65
11
47
40
27
21
21
28
26
24
9
6
35
29
10
19
9
Percentage of Doctorate and Master per country
Doctorate
Master degree
Other
PNG SVG
Academic field for education and professional development
Alongside of question about education level we also asked the participants in
which field they finished their highest level of education. Here again the
propositions were specific to each countries so the comparison is difficult
despite lot of overlapping in the categories.
Australia
Field of education for Australia
Count
Percentage
Physical Sciences
27
27.8351
Information and Computing Sciences
21
21.6495
Biological Sciences
15
15.4639
Engineering
10
10.3093
Earth Sciences
8
8.24742
Mathematical Sciences
8
8.24742
Medical and Health Sciences
2
2.06186
Psychology and Cognitive Sciences
1
1.03093
Chemical Sciences
1
1.03093
Studies in Creative Arts and Writing
1
1.03093
Environmental Sciences
1
1.03093
Technology
1
1.03093
Philosophy and Religious Studies
1
1.03093
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2021-08-04T21:03:45.039838
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
Physical Sciences
Information and Computing
Sciences
Biological Sciences
Engineering
Mathematical Sciences
Earth Sciences
Medical and Health
Sciences
Philosophy and Religious
Studies
Technology
Environmental Sciences
Studies in Creative
Arts and Writing
Chemical Sciences
Psychology and Cognitive
Sciences
Field of education, Australia
PNG SVG
2021-08-04T21:03:46.063121
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
Professional qualification, Australia
PNG SVG
Germany
Field of education for Germany
Count
Percentage
Percentage in 2017
Difference with previous year
Computer Science
85
25.8359
16.6154
9.22048
Physics and Astronomy
75
22.7964
25.5385
-2.74211
Geography & Environmental Sciences
25
7.59878
7.07692
0.521861
Biological Sciences
24
7.29483
11.3846
-4.08978
Mathematics
24
7.29483
5.23077
2.06406
Electrical & Electronic Engineering
18
5.47112
2.46154
3.00959
Mechanical Engineering
11
3.34347
1.53846
1.805
Geology
9
2.73556
1.84615
0.889408
Materials Technology
6
1.82371
nan
nan
Chemical Engineering
5
1.51976
1.23077
0.288988
History
5
1.51976
0.923077
0.59668
General Engineering
5
1.51976
0.923077
0.59668
Civil Engineering
4
1.21581
0.615385
0.600421
Philosophy
3
0.911854
0.615385
0.296469
Economics
3
0.911854
0.307692
0.604162
Librarianship & Information Management
3
0.911854
0.923077
-0.0112228
German
3
0.911854
0.923077
-0.0112228
Chemistry
3
0.911854
1.84615
-0.9343
Classics & Ancient History
2
0.607903
0.923077
-0.315174
Robotics
2
0.607903
nan
nan
Psychology
2
0.607903
2.46154
-1.85364
Linguistics
2
0.607903
0.307692
0.30021
Communication & Media Studies
1
0.303951
0.615385
-0.311433
English
1
0.303951
0.307692
-0.00374094
Agriculture & Forestry
1
0.303951
0.923077
-0.619126
Art & Design
1
0.303951
nan
nan
Medicine
1
0.303951
0.307692
-0.00374094
Education
1
0.303951
nan
nan
Aeronautical & Manufacturing Engineering
1
0.303951
0.615385
-0.311433
Business & Management Studies
1
0.303951
nan
nan
Criminology
1
0.303951
nan
nan
Theology & Religious Studies
1
0.303951
nan
nan
Download CSV
2021-08-04T21:03:47.324635
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
Theology & Religious
Studies
Criminology
Business & Management
Studies
Aeronautical & Manufacturing
Engineering
Education
Medicine
Art & Design
Agriculture & Forestry
English
Communication & Media
Studies
Linguistics
Psychology
Robotics
Classics & Ancient History
Chemistry
German
Librarianship & Information
Management
Economics
Philosophy
Civil Engineering
General Engineering
History
Chemical Engineering
Materials Technology
Geology
Mechanical Engineering
Electrical & Electronic
Engineering
Mathematics
Biological Sciences
Geography & Environmental
Sciences
Physics and Astronomy
Computer Science
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
2%
2%
2%
2%
3%
3%
5%
7%
7%
8%
23%
26%
Field of education, Germany
0
5
Δ
PNG SVG
2021-08-04T21:03:49.490853
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
Professional qualification, Germany
PNG SVG
Netherlands
Field of education for Netherlands
Count
Percentage
Percentage in 2017
Difference with previous year
Physics and Astronomy
18
33.3333
24
9.33333
Computer Science
11
20.3704
26.6667
-6.2963
Biological Sciences
8
14.8148
12
2.81481
Chemistry
3
5.55556
9.33333
-3.77778
Civil Engineering
2
3.7037
nan
nan
Geography & Environmental Sciences
2
3.7037
5.33333
-1.62963
Electrical & Electronic Engineering
2
3.7037
1.33333
2.37037
Mathematics
1
1.85185
2.66667
-0.814815
General Engineering
1
1.85185
nan
nan
Aeronautical & Manufacturing Engineering
1
1.85185
nan
nan
Chemical Engineering
1
1.85185
nan
nan
Psychology
1
1.85185
nan
nan
Art & Design
1
1.85185
nan
nan
Politics
1
1.85185
nan
nan
Communication & Media Studies
1
1.85185
4
-2.14815
Download CSV
2021-08-04T21:03:50.436199
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
30
35
Communication & Media
Studies
Politics
Art & Design
Psychology
Chemical Engineering
Aeronautical & Manufacturing
Engineering
General Engineering
Mathematics
Electrical & Electronic
Engineering
Geography & Environmental
Sciences
Civil Engineering
Chemistry
Biological Sciences
Computer Science
Physics and Astronomy
2%
2%
2%
2%
2%
2%
2%
2%
4%
4%
4%
6%
15%
20%
33%
Field of education, Netherlands
0
10
Δ
PNG SVG
2021-08-04T21:03:51.418744
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
Professional qualification, Netherlands
PNG SVG
New Zealand
Field of education for New Zealand
Count
Percentage
Computer Science
11
29.7297
Biological Sciences
7
18.9189
Mathematics
4
10.8108
Physics and Astronomy
4
10.8108
Business & Management Studies
2
5.40541
Mechanical Engineering
2
5.40541
Electrical & Electronic Engineering
2
5.40541
Civil Engineering
1
2.7027
Chemistry
1
2.7027
General Engineering
1
2.7027
Geography & Environmental Sciences
1
2.7027
Chemical Engineering
1
2.7027
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2021-08-04T21:03:52.152942
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Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
30
Computer Science
Biological Sciences
Physics and Astronomy
Mathematics
Electrical & Electronic
Engineering
Mechanical Engineering
Business & Management
Studies
Chemical Engineering
Geography & Environmental
Sciences
General Engineering
Chemistry
Civil Engineering
Field of education, New Zealand
PNG SVG
2021-08-04T21:03:53.238236
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
Professional qualification, New Zealand
PNG SVG
South Africa
Field of education for South Africa
Count
Percentage
Percentage in 2017
Difference with previous year
Computer Science
10
45.4545
5.26316
40.1914
Biological Sciences
4
18.1818
nan
nan
Mathematics
3
13.6364
nan
nan
Physics and Astronomy
1
4.54545
63.1579
-58.6124
Business & Management Studies
1
4.54545
nan
nan
Economics
1
4.54545
5.26316
-0.717703
Communication & Media Studies
1
4.54545
nan
nan
Psychology
1
4.54545
nan
nan
Download CSV
2021-08-04T21:03:53.933963
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
Psychology
Communication & Media
Studies
Economics
Business & Management
Studies
Physics and Astronomy
Mathematics
Biological Sciences
Computer Science
5%
5%
5%
5%
5%
14%
18%
45%
Field of education, South Africa
−50
0
Δ
PNG SVG
2021-08-04T21:03:55.192950
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
Professional qualification, South Africa
PNG SVG
United Kingdom
Field of education for United Kingdom
Count
Percentage
Percentage in 2017
Difference with previous year
Physics and Astronomy
81
34.4681
28.1633
6.30482
Computer Science
56
23.8298
26.9388
-3.10899
Biological Sciences
28
11.9149
6.12245
5.79244
Mathematics
18
7.65957
7.7551
-0.0955276
Chemistry
12
5.10638
6.53061
-1.42423
Geography & Environmental Sciences
11
4.68085
4.08163
0.599218
Electrical & Electronic Engineering
6
2.55319
3.26531
-0.712115
Geology
4
1.70213
1.22449
0.477638
General Engineering
4
1.70213
1.22449
0.477638
English
2
0.851064
nan
nan
Sociology
2
0.851064
nan
nan
Medicine
2
0.851064
0.816327
0.0347373
Aeronautical & Manufacturing Engineering
2
0.851064
0.816327
0.0347373
Mechanical Engineering
2
0.851064
1.63265
-0.781589
Civil Engineering
1
0.425532
2.44898
-2.02345
History
1
0.425532
0.408163
0.0173686
Robotics
1
0.425532
0.408163
0.0173686
Theology & Religious Studies
1
0.425532
0.408163
0.0173686
Materials Technology
1
0.425532
1.22449
-0.798958
Download CSV
2021-08-04T21:03:56.186964
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
30
35
Materials Technology
Theology & Religious
Studies
Robotics
History
Civil Engineering
Mechanical Engineering
Aeronautical & Manufacturing
Engineering
Medicine
Sociology
English
General Engineering
Geology
Electrical & Electronic
Engineering
Geography & Environmental
Sciences
Chemistry
Mathematics
Biological Sciences
Computer Science
Physics and Astronomy
0%
0%
0%
0%
0%
1%
1%
1%
1%
1%
2%
2%
3%
5%
5%
8%
12%
24%
34%
Field of education, United Kingdom
0
5
Δ
PNG SVG
2021-08-04T21:03:58.034264
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
Professional qualification, United Kingdom
PNG SVG
United States
Field of education for United States
Count
Percentage
Percentage in 2017
Difference with previous year
Physics and Astronomy
44
30.3448
14.1104
16.2344
Computer Science
38
26.2069
25.1534
1.05352
Biological Sciences
14
9.65517
14.7239
-5.06875
Mathematics
13
8.96552
5.52147
3.44404
Electrical & Electronic Engineering
6
4.13793
3.06748
1.07045
Geography & Environmental Sciences
4
2.75862
0.613497
2.14512
Music
2
1.37931
0.613497
0.765813
Chemistry
2
1.37931
8.58896
-7.20965
Mechanical Engineering
2
1.37931
4.29448
-2.91517
Economics
2
1.37931
nan
nan
History
2
1.37931
nan
nan
Materials Technology
2
1.37931
nan
nan
Chemical Engineering
2
1.37931
1.84049
-0.46118
Philosophy
2
1.37931
nan
nan
Geology
2
1.37931
2.45399
-1.07468
Psychology
1
0.689655
1.22699
-0.537339
Accounting & Finance
1
0.689655
nan
nan
East & South Asian Studies
1
0.689655
nan
nan
Politics
1
0.689655
0.613497
0.0761582
Business & Management Studies
1
0.689655
0.613497
0.0761582
Civil Engineering
1
0.689655
1.22699
-0.537339
Linguistics
1
0.689655
0.613497
0.0761582
Education
1
0.689655
nan
nan
Download CSV
2021-08-04T21:03:59.113681
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
30
Education
Linguistics
Civil Engineering
Business & Management
Studies
Politics
East & South Asian Studies
Accounting & Finance
Psychology
Geology
Philosophy
Chemical Engineering
Materials Technology
History
Economics
Mechanical Engineering
Chemistry
Music
Geography & Environmental
Sciences
Electrical & Electronic
Engineering
Mathematics
Biological Sciences
Computer Science
Physics and Astronomy
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
3%
4%
9%
10%
26%
30%
Field of education, United States
0
10
Δ
PNG SVG
2021-08-04T21:04:00.474410
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
Professional qualification, United States
PNG SVG
World
Field of education for World
Count
Percentage
Physics and Astronomy
10
18.5185
Biological Sciences
10
18.5185
Computer Science
9
16.6667
Mathematics
6
11.1111
Geography & Environmental Sciences
3
5.55556
Electrical & Electronic Engineering
2
3.7037
Education
2
3.7037
Psychology
2
3.7037
Librarianship & Information Management
1
1.85185
Geology
1
1.85185
Marketing
1
1.85185
Chemistry
1
1.85185
Medicine
1
1.85185
Business & Management Studies
1
1.85185
Chemical Engineering
1
1.85185
Pharmacology & Pharmacy
1
1.85185
History of Art, Architecture & Design
1
1.85185
Accounting & Finance
1
1.85185
Download CSV
2021-08-04T21:04:01.346610
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0.0
2.5
5.0
7.5
10.0
12.5
15.0
17.5
Physics and Astronomy
Biological Sciences
Computer Science
Mathematics
Geography & Environmental
Sciences
Electrical & Electronic
Engineering
Education
Psychology
History of Art, Architecture
& Design
Accounting & Finance
Geology
Marketing
Chemistry
Medicine
Business & Management
Studies
Chemical Engineering
Pharmacology & Pharmacy
Librarianship & Information
Management
Field of education, World
PNG SVG
2021-08-04T21:04:02.798247
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
Professional qualification, World
PNG SVG
Academic field of work
Australia
field of work for Australia
Count
Percentage
08 Information and Computing Sciences
45
45.4545
02 Physical Sciences
36
36.3636
06 Biological Sciences
34
34.3434
10 Technology
26
26.2626
01 Mathematical Sciences
24
24.2424
11 Medical and Health Sciences
24
24.2424
09 Engineering
23
23.2323
04 Earth Sciences
22
22.2222
05 Environmental Sciences
21
21.2121
03 Chemical Sciences
10
10.101
07 Agricultural and Veterinary Sciences
10
10.101
13 Education
9
9.09091
20 Language, Communication and Culture
5
5.05051
16 Studies in Human Society
4
4.0404
19 Studies in Creative Arts and Writing
3
3.0303
21 History and Archaeology
3
3.0303
22 Philosophy and Religious Studies
3
3.0303
17 Psychology and Cognitive Sciences
3
3.0303
15 Commerce, Management, Tourism and Services
2
2.0202
14 Economics
2
2.0202
12 Built Environment and Design
2
2.0202
18 Law and Legal Studies
1
1.0101
Download CSV
2021-08-04T21:04:03.881297
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
08 Information and Computing
Sciences
02 Physical Sciences
06 Biological Sciences
10 Technology
01 Mathematical Sciences
11 Medical and Health
Sciences
09 Engineering
04 Earth Sciences
05 Environmental Sciences
03 Chemical Sciences
07 Agricultural and
Veterinary Sciences
13 Education
20 Language, Communication
and Culture
16 Studies in Human
Society
19 Studies in Creative
Arts and Writing
21 History and Archaeology
22 Philosophy and Religious
Studies
17 Psychology and Cognitive
Sciences
12 Built Environment
and Design
15 Commerce, Management,
Tourism and Services
14 Economics
18 Law and Legal Studies
field of work, Australia
PNG SVG
Germany
field of work for Germany
Count
Percentage
Percentage in 2017
Difference with previous year
Computer Science
138
41.4414
34.7692
6.67221
Physics and Astronomy
81
24.3243
27.3846
-3.06029
Geography & Environmental Sciences
56
16.8168
20.3077
-3.49088
Biological Sciences
53
15.9159
26.7692
-10.8533
Electrical & Electronic Engineering
40
12.012
3.69231
8.3197
Mathematics
36
10.8108
9.23077
1.58004
Mechanical Engineering
30
9.00901
2.15385
6.85516
Robotics
27
8.10811
2.76923
5.33888
General Engineering
23
6.90691
3.07692
3.82998
Geology
23
6.90691
7.38462
-0.477708
Materials Technology
22
6.60661
0.307692
6.29891
Aeronautical & Manufacturing Engineering
19
5.70571
0.923077
4.78263
Chemistry
16
4.8048
6.15385
-1.34904
Medicine
16
4.8048
5.23077
-0.425964
Education
15
4.5045
5.23077
-0.726265
Librarianship & Information Management
14
4.2042
5.53846
-1.33426
German
12
3.6036
1.53846
2.06514
History
12
3.6036
2.76923
0.834373
Agriculture & Forestry
12
3.6036
2.15385
1.44976
Communication & Media Studies
10
3.003
0.923077
2.07993
Civil Engineering
10
3.003
0.923077
2.07993
Linguistics
9
2.7027
3.07692
-0.37422
Classics & Ancient History
9
2.7027
3.07692
-0.37422
Economics
8
2.4024
2.76923
-0.366828
Chemical Engineering
8
2.4024
1.84615
0.556249
Theology & Religious Studies
7
2.1021
1.53846
0.563641
Law
6
1.8018
0.615385
1.18642
Psychology
6
1.8018
2.76923
-0.967429
Philosophy
5
1.5015
0.615385
0.886117
Politics
5
1.5015
0.307692
1.19381
Art & Design
4
1.2012
0.615385
0.585817
Pharmacology & Pharmacy
4
1.2012
0.923077
0.278124
History of Art, Architecture & Design
4
1.2012
0.923077
0.278124
Business & Management Studies
4
1.2012
0.615385
0.585817
Sociology
3
0.900901
nan
nan
Marketing
3
0.900901
0.307692
0.593209
Music
3
0.900901
0.307692
0.593209
Accounting & Finance
3
0.900901
0.923077
-0.022176
Food Science
3
0.900901
0.615385
0.285516
American Studies
3
0.900901
nan
nan
Criminology
3
0.900901
nan
nan
Land & Property Management
2
0.600601
nan
nan
Veterinary Medicine
2
0.600601
0.615385
-0.014784
English
2
0.600601
nan
nan
Middle Eastern and African Studies
2
0.600601
0.307692
0.292908
Social Work
2
0.600601
nan
nan
Anthropology
2
0.600601
0.307692
0.292908
Architecture
1
0.3003
0.307692
-0.00739201
Town & Country Planning and Landscape Design
1
0.3003
0.307692
-0.00739201
Sports Science
1
0.3003
0.307692
-0.00739201
Anatomy & Physiology
1
0.3003
1.23077
-0.930469
Social Policy
1
0.3003
nan
nan
Russian & East European Languages
1
0.3003
nan
nan
Counselling
1
0.3003
0.615385
-0.315084
Complementary Medicine
1
0.3003
nan
nan
Physiotherapy
1
0.3003
nan
nan
Iberian Languages/Hispanic Studies
1
0.3003
0.307692
-0.00739201
Dentistry
1
0.3003
nan
nan
Ophthalmics
1
0.3003
nan
nan
Nursing
1
0.3003
0.307692
-0.00739201
East & South Asian Studies
1
0.3003
nan
nan
Fashion
1
0.3003
nan
nan
French
1
0.3003
0.307692
-0.00739201
Hospitality, Leisure, Recreation & Tourism
1
0.3003
nan
nan
Youth Work
1
0.3003
nan
nan
Download CSV
2021-08-04T21:04:06.398355
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
Youth Work
Hospitality, Leisure,
Recreation & Tourism
French
Fashion
East & South Asian Studies
Nursing
Ophthalmics
Dentistry
Iberian Languages/Hispanic
Studies
Physiotherapy
Complementary Medicine
Counselling
Russian & East European
Languages
Social Policy
Anatomy & Physiology
Sports Science
Town & Country Planning
and Landscape Design
Architecture
Anthropology
Social Work
Middle Eastern and African
Studies
English
Veterinary Medicine
Land & Property Management
Criminology
American Studies
Food Science
Accounting & Finance
Music
Marketing
Sociology
Business & Management
Studies
History of Art, Architecture
& Design
Pharmacology & Pharmacy
Art & Design
Politics
Philosophy
Psychology
Law
Theology & Religious
Studies
Chemical Engineering
Economics
Classics & Ancient History
Linguistics
Civil Engineering
Communication & Media
Studies
Agriculture & Forestry
History
German
Librarianship & Information
Management
Education
Medicine
Chemistry
Aeronautical & Manufacturing
Engineering
Materials Technology
Geology
General Engineering
Robotics
Mechanical Engineering
Mathematics
Electrical & Electronic
Engineering
Biological Sciences
Geography & Environmental
Sciences
Physics and Astronomy
Computer Science
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
0%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
2%
2%
2%
2%
2%
2%
2%
3%
3%
3%
3%
4%
4%
4%
4%
5%
5%
5%
6%
7%
7%
7%
8%
9%
11%
12%
16%
17%
24%
41%
field of work, Germany
−10
0
Δ
PNG SVG
Netherlands
field of work for Netherlands
Count
Percentage
Percentage in 2017
Difference with previous year
Computer Science
20
37.037
53.3333
-16.2963
Physics and Astronomy
15
27.7778
26.6667
1.11111
Biological Sciences
14
25.9259
28
-2.07407
Medicine
11
20.3704
14.6667
5.7037
Geography & Environmental Sciences
8
14.8148
13.3333
1.48148
Chemistry
5
9.25926
14.6667
-5.40741
Linguistics
4
7.40741
13.3333
-5.92593
Communication & Media Studies
3
5.55556
6.66667
-1.11111
Education
3
5.55556
8
-2.44444
History
3
5.55556
12
-6.44444
Civil Engineering
2
3.7037
5.33333
-1.62963
Psychology
2
3.7037
2.66667
1.03704
Politics
1
1.85185
nan
nan
Philosophy
1
1.85185
1.33333
0.518519
Pharmacology & Pharmacy
1
1.85185
5.33333
-3.48148
Ophthalmics
1
1.85185
nan
nan
Mathematics
1
1.85185
6.66667
-4.81481
Anatomy & Physiology
1
1.85185
nan
nan
History of Art, Architecture & Design
1
1.85185
1.33333
0.518519
General Engineering
1
1.85185
1.33333
0.518519
Art & Design
1
1.85185
1.33333
0.518519
Food Science
1
1.85185
6.66667
-4.81481
Electrical & Electronic Engineering
1
1.85185
nan
nan
Dentistry
1
1.85185
nan
nan
Classics & Ancient History
1
1.85185
4
-2.14815
Chemical Engineering
1
1.85185
1.33333
0.518519
Sociology
1
1.85185
1.33333
0.518519
Download CSV
2021-08-04T21:04:08.159048
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
30
35
Sociology
Chemical Engineering
Classics & Ancient History
Dentistry
Electrical & Electronic
Engineering
Food Science
Art & Design
General Engineering
History of Art, Architecture
& Design
Anatomy & Physiology
Mathematics
Ophthalmics
Pharmacology & Pharmacy
Philosophy
Politics
Psychology
Civil Engineering
History
Education
Communication & Media
Studies
Linguistics
Chemistry
Geography & Environmental
Sciences
Medicine
Biological Sciences
Physics and Astronomy
Computer Science
2%
2%
2%
2%
2%
2%
2%
2%
2%
2%
2%
2%
2%
2%
2%
4%
4%
6%
6%
6%
7%
9%
15%
20%
26%
28%
37%
field of work, Netherlands
−10
0
Δ
PNG SVG
New Zealand
field of work for New Zealand
Count
Percentage
Computer Science
17
45.9459
Geography & Environmental Sciences
15
40.5405
Biological Sciences
10
27.027
Physics and Astronomy
9
24.3243
Mathematics
7
18.9189
Civil Engineering
5
13.5135
Mechanical Engineering
4
10.8108
General Engineering
4
10.8108
Electrical & Electronic Engineering
4
10.8108
Geology
3
8.10811
Materials Technology
3
8.10811
Chemistry
3
8.10811
Agriculture & Forestry
3
8.10811
Education
2
5.40541
Aeronautical & Manufacturing Engineering
2
5.40541
Linguistics
2
5.40541
Medicine
2
5.40541
Psychology
1
2.7027
Robotics
1
2.7027
Social Work
1
2.7027
Accounting & Finance
1
2.7027
History
1
2.7027
Communication & Media Studies
1
2.7027
Chemical Engineering
1
2.7027
Art & Design
1
2.7027
Anthropology
1
2.7027
Anatomy & Physiology
1
2.7027
Youth Work
1
2.7027
Download CSV
2021-08-04T21:04:09.212504
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
Computer Science
Geography & Environmental
Sciences
Biological Sciences
Physics and Astronomy
Mathematics
Civil Engineering
Mechanical Engineering
General Engineering
Electrical & Electronic
Engineering
Agriculture & Forestry
Geology
Materials Technology
Chemistry
Education
Aeronautical & Manufacturing
Engineering
Linguistics
Medicine
Anatomy & Physiology
Psychology
Robotics
Social Work
Accounting & Finance
History
Communication & Media
Studies
Chemical Engineering
Art & Design
Anthropology
Youth Work
field of work, New Zealand
PNG SVG
South Africa
field of work for South Africa
Count
Percentage
Percentage in 2017
Difference with previous year
Computer Science
12
52.1739
26.3158
25.8581
Biological Sciences
10
43.4783
nan
nan
Education
4
17.3913
10.5263
6.86499
Physics and Astronomy
4
17.3913
63.1579
-45.7666
Electrical & Electronic Engineering
2
8.69565
5.26316
3.43249
Mathematics
2
8.69565
21.0526
-12.357
Communication & Media Studies
1
4.34783
5.26316
-0.915332
Economics
1
4.34783
nan
nan
Librarianship & Information Management
1
4.34783
nan
nan
Linguistics
1
4.34783
5.26316
-0.915332
Psychology
1
4.34783
nan
nan
Download CSV
2021-08-04T21:04:09.879739
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
50
Psychology
Linguistics
Librarianship & Information
Management
Economics
Communication & Media
Studies
Mathematics
Electrical & Electronic
Engineering
Physics and Astronomy
Education
Biological Sciences
Computer Science
4%
4%
4%
4%
4%
9%
9%
17%
17%
43%
52%
field of work, South Africa
−25
0
25
Δ
PNG SVG
United Kingdom
field of work for United Kingdom
Count
Percentage
Percentage in 2017
Difference with previous year
Physics and Astronomy
90
38.1356
32.5203
5.61527
Computer Science
88
37.2881
43.0894
-5.8013
Biological Sciences
67
28.3898
34.9593
-6.56952
Geography & Environmental Sciences
43
18.2203
13.8211
4.3992
Medicine
39
16.5254
15.0407
1.48477
Chemistry
37
15.678
15.8537
-0.175692
Mathematics
30
12.7119
16.6667
-3.9548
Mechanical Engineering
20
8.47458
9.7561
-1.28152
General Engineering
17
7.20339
8.13008
-0.926691
Education
17
7.20339
4.87805
2.32534
Materials Technology
17
7.20339
6.50407
0.699325
Aeronautical & Manufacturing Engineering
16
6.77966
4.47154
2.30812
Chemical Engineering
14
5.9322
4.87805
1.05415
Civil Engineering
13
5.50847
4.87805
0.630426
Electrical & Electronic Engineering
12
5.08475
10.1626
-5.07786
Geology
12
5.08475
4.47154
0.613201
Agriculture & Forestry
12
5.08475
2.43902
2.64572
Economics
11
4.66102
3.25203
1.40898
Robotics
11
4.66102
3.65854
1.00248
Sociology
11
4.66102
2.43902
2.22199
History
10
4.23729
3.25203
0.985256
Linguistics
9
3.81356
4.06504
-0.251481
Pharmacology & Pharmacy
8
3.38983
2.43902
0.950806
Classics & Ancient History
8
3.38983
2.84553
0.544302
Psychology
8
3.38983
4.06504
-0.67521
Librarianship & Information Management
8
3.38983
3.25203
0.137798
Social Policy
7
2.9661
2.84553
0.120573
Art & Design
6
2.54237
1.62602
0.916357
English
6
2.54237
0.813008
1.72936
History of Art, Architecture & Design
5
2.11864
1.21951
0.899132
Accounting & Finance
5
2.11864
nan
nan
Communication & Media Studies
5
2.11864
1.21951
0.899132
Anatomy & Physiology
5
2.11864
4.47154
-2.3529
Dentistry
4
1.69492
0.406504
1.28841
French
4
1.69492
0.406504
1.28841
Music
4
1.69492
0.406504
1.28841
Town & Country Planning and Landscape Design
4
1.69492
1.62602
0.068899
Criminology
4
1.69492
0.406504
1.28841
Business & Management Studies
3
1.27119
2.43902
-1.16784
Nursing
3
1.27119
1.21951
0.0516742
Complementary Medicine
3
1.27119
0.406504
0.864682
Ophthalmics
3
1.27119
1.62602
-0.35483
Sports Science
3
1.27119
0.406504
0.864682
Theology & Religious Studies
3
1.27119
1.62602
-0.35483
Land & Property Management
3
1.27119
0.813008
0.458178
Iberian Languages/Hispanic Studies
3
1.27119
0.406504
0.864682
Food Science
3
1.27119
1.62602
-0.35483
Architecture
3
1.27119
3.25203
-1.98085
Social Work
2
0.847458
0.406504
0.440954
Anthropology
2
0.847458
2.03252
-1.18506
Veterinary Medicine
2
0.847458
0.406504
0.440954
German
2
0.847458
0.406504
0.440954
Philosophy
2
0.847458
0.813008
0.0344495
Middle Eastern and African Studies
2
0.847458
2.03252
-1.18506
Marketing
2
0.847458
0.406504
0.440954
East & South Asian Studies
2
0.847458
0.406504
0.440954
Law
2
0.847458
0.813008
0.0344495
Youth Work
2
0.847458
0.406504
0.440954
Physiotherapy
1
0.423729
0.406504
0.0172247
Politics
1
0.423729
0.813008
-0.389279
Russian & East European Languages
1
0.423729
nan
nan
Counselling
1
0.423729
0.406504
0.0172247
American Studies
1
0.423729
0.406504
0.0172247
Fashion
1
0.423729
0.406504
0.0172247
Hospitality, Leisure, Recreation & Tourism
1
0.423729
0.406504
0.0172247
Download CSV
2021-08-04T21:04:12.242123
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
Hospitality, Leisure,
Recreation & Tourism
Fashion
American Studies
Counselling
Russian & East European
Languages
Politics
Physiotherapy
Youth Work
Law
East & South Asian Studies
Marketing
Middle Eastern and African
Studies
Philosophy
German
Veterinary Medicine
Anthropology
Social Work
Architecture
Food Science
Iberian Languages/Hispanic
Studies
Land & Property Management
Theology & Religious
Studies
Sports Science
Ophthalmics
Complementary Medicine
Nursing
Business & Management
Studies
Criminology
Town & Country Planning
and Landscape Design
Music
French
Dentistry
Anatomy & Physiology
Communication & Media
Studies
Accounting & Finance
History of Art, Architecture
& Design
English
Art & Design
Social Policy
Librarianship & Information
Management
Psychology
Classics & Ancient History
Pharmacology & Pharmacy
Linguistics
History
Sociology
Robotics
Economics
Agriculture & Forestry
Geology
Electrical & Electronic
Engineering
Civil Engineering
Chemical Engineering
Aeronautical & Manufacturing
Engineering
Materials Technology
Education
General Engineering
Mechanical Engineering
Mathematics
Chemistry
Medicine
Geography & Environmental
Sciences
Biological Sciences
Computer Science
Physics and Astronomy
0%
0%
0%
0%
0%
0%
0%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
2%
2%
2%
2%
2%
2%
2%
2%
2%
3%
3%
3%
3%
3%
3%
3%
4%
4%
5%
5%
5%
5%
5%
5%
6%
6%
7%
7%
7%
7%
8%
13%
16%
17%
18%
28%
37%
38%
field of work, United Kingdom
−5
0
5
Δ
PNG SVG
United States
field of work for United States
Count
Percentage
Percentage in 2017
Difference with previous year
Physics and Astronomy
63
42.8571
24.5399
18.3173
Computer Science
59
40.1361
56.4417
-16.3057
Biological Sciences
39
26.5306
32.5153
-5.98473
Geography & Environmental Sciences
23
15.6463
12.2699
3.37632
Mathematics
15
10.2041
14.1104
-3.90635
Medicine
9
6.12245
7.97546
-1.85301
Economics
8
5.44218
3.68098
1.7612
Electrical & Electronic Engineering
8
5.44218
7.97546
-2.53328
Geology
6
4.08163
14.1104
-10.0288
Chemical Engineering
6
4.08163
5.52147
-1.43984
Materials Technology
5
3.40136
7.97546
-4.5741
Education
5
3.40136
6.13497
-2.73361
Social Policy
5
3.40136
0.613497
2.78786
Sociology
5
3.40136
3.68098
-0.279621
Chemistry
4
2.72109
14.1104
-11.3893
Pharmacology & Pharmacy
4
2.72109
1.22699
1.49409
Anthropology
4
2.72109
1.84049
0.880598
Mechanical Engineering
4
2.72109
12.2699
-9.54885
Politics
3
2.04082
2.45399
-0.413171
Communication & Media Studies
3
2.04082
0.613497
1.42732
Anatomy & Physiology
3
2.04082
1.22699
0.813822
Psychology
3
2.04082
3.68098
-1.64017
Business & Management Studies
3
2.04082
1.22699
0.813822
History
3
2.04082
0.613497
1.42732
Librarianship & Information Management
3
2.04082
3.68098
-1.64017
Linguistics
3
2.04082
1.22699
0.813822
Robotics
2
1.36054
4.29448
-2.93393
Theology & Religious Studies
2
1.36054
nan
nan
Middle Eastern and African Studies
2
1.36054
nan
nan
Accounting & Finance
2
1.36054
0.613497
0.747047
General Engineering
2
1.36054
5.52147
-4.16093
Agriculture & Forestry
2
1.36054
3.06748
-1.70694
Civil Engineering
2
1.36054
5.52147
-4.16093
Art & Design
2
1.36054
0.613497
0.747047
Architecture
2
1.36054
0.613497
0.747047
American Studies
2
1.36054
nan
nan
Veterinary Medicine
2
1.36054
1.22699
0.13355
Marketing
1
0.680272
1.84049
-1.16022
Law
1
0.680272
nan
nan
Land & Property Management
1
0.680272
nan
nan
English
1
0.680272
nan
nan
Philosophy
1
0.680272
nan
nan
Criminology
1
0.680272
nan
nan
Complementary Medicine
1
0.680272
nan
nan
Classics & Ancient History
1
0.680272
nan
nan
Town & Country Planning and Landscape Design
1
0.680272
0.613497
0.0667752
Download CSV
2021-08-04T21:04:14.491941
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
10
20
30
40
Town & Country Planning
and Landscape Design
Classics & Ancient History
Complementary Medicine
Criminology
Philosophy
English
Land & Property Management
Law
Marketing
Veterinary Medicine
American Studies
Architecture
Art & Design
Civil Engineering
Agriculture & Forestry
General Engineering
Accounting & Finance
Middle Eastern and African
Studies
Theology & Religious
Studies
Robotics
Linguistics
Librarianship & Information
Management
History
Business & Management
Studies
Psychology
Anatomy & Physiology
Communication & Media
Studies
Politics
Mechanical Engineering
Anthropology
Pharmacology & Pharmacy
Chemistry
Sociology
Social Policy
Education
Materials Technology
Chemical Engineering
Geology
Electrical & Electronic
Engineering
Economics
Medicine
Mathematics
Geography & Environmental
Sciences
Biological Sciences
Computer Science
Physics and Astronomy
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
2%
2%
2%
2%
2%
2%
2%
2%
3%
3%
3%
3%
3%
3%
3%
3%
4%
4%
5%
5%
6%
10%
16%
27%
40%
43%
field of work, United States
0
20
Δ
PNG SVG
World
field of work for World
Count
Percentage
Biological Sciences
22
40
Computer Science
20
36.3636
Mathematics
9
16.3636
Physics and Astronomy
8
14.5455
Geography & Environmental Sciences
8
14.5455
Medicine
6
10.9091
Education
5
9.09091
General Engineering
4
7.27273
Agriculture & Forestry
3
5.45455
Psychology
3
5.45455
Sociology
3
5.45455
Economics
2
3.63636
Anatomy & Physiology
2
3.63636
Politics
2
3.63636
Pharmacology & Pharmacy
2
3.63636
Chemistry
2
3.63636
Materials Technology
2
3.63636
Communication & Media Studies
2
3.63636
History
2
3.63636
Marketing
2
3.63636
Civil Engineering
2
3.63636
Geology
2
3.63636
Classics & Ancient History
2
3.63636
Electrical & Electronic Engineering
2
3.63636
English
1
1.81818
Social Work
1
1.81818
Social Policy
1
1.81818
Architecture
1
1.81818
Art & Design
1
1.81818
Philosophy
1
1.81818
Middle Eastern and African Studies
1
1.81818
Ophthalmics
1
1.81818
History of Art, Architecture & Design
1
1.81818
Business & Management Studies
1
1.81818
French
1
1.81818
Linguistics
1
1.81818
Librarianship & Information Management
1
1.81818
Iberian Languages/Hispanic Studies
1
1.81818
German
1
1.81818
Download CSV
2021-08-04T21:04:15.901381
image/svg+xml
Matplotlib v3.4.2, https://matplotlib.org/
0
5
10
15
20
25
30
35
40
Biological Sciences
Computer Science
Mathematics
Physics and Astronomy
Geography & Environmental
Sciences
Medicine
Education
General Engineering
Psychology
Sociology
Agriculture & Forestry
History
Economics
Anatomy & Physiology
Politics
Pharmacology & Pharmacy
Chemistry
Materials Technology
Communication & Media
Studies
Marketing
Geology
Classics & Ancient History
Electrical & Electronic
Engineering
Civil Engineering
Iberian Languages/Hispanic
Studies
Ophthalmics
Librarianship & Information
Management
Linguistics
French
Business & Management
Studies
History of Art, Architecture
& Design
Art & Design
Middle Eastern and African
Studies
Philosophy
Architecture
Social Policy
Social Work
English
German
field of work, World
PNG SVG