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Education and academic field

  1. Questions in this section
  2. Levels of education
  3. Academic field for education and professional development
  4. 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 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ 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

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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 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ 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

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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 image/svg+xml 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

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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 image/svg+xml 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

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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 image/svg+xml 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

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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

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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 image/svg+xml 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

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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 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ 0 10 20 30 40 50 60 Doctorate Master degree Undergraduate degree Highest level of education, World

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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 image/svg+xml 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

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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

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2021-08-04T21:03:46.063121 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ Professional qualification, Australia

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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

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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

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2021-08-04T21:03:49.490853 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ Professional qualification, Germany

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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

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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

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2021-08-04T21:03:51.418744 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ Professional qualification, Netherlands

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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 image/svg+xml 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

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2021-08-04T21:03:53.238236 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ Professional qualification, New Zealand

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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

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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

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2021-08-04T21:03:55.192950 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ Professional qualification, South Africa

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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

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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

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2021-08-04T21:03:58.034264 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ Professional qualification, United Kingdom

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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

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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

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2021-08-04T21:04:00.474410 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ Professional qualification, United States

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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

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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

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2021-08-04T21:04:02.798247 image/svg+xml Matplotlib v3.4.2, https://matplotlib.org/ Professional qualification, World

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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