糖心Vlog

The Global University Employability Ranking 2016

The 150 best universities for delivering work-ready graduates

Published on
November 16, 2016
Last updated
October 8, 2025
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The idea of employability is full of paradoxes. The most striking is that, while universities and employers agree that it鈥檚 increasingly important for graduates, there鈥檚 little agreement on what it means.

The Technical University of Munich is the only institution outside the US, UK or Japan to make it into the top 10 in the new Global University Employability Survey, designed by French human resources company Emerging and published exclusively in 糖心Vlog (see box below for details of the methodology). Wolfgang Herrmann, TUM鈥檚 president, credits this success to the deep relationships between the university and industry in Bavaria. The university鈥檚 academics also work for companies such as BMW, Siemens and Lindner, which gives students an immediate insight into the work environment.

鈥淭here is no other technical university that has such a rich economic environment and especially a technical economic environment [as] we do here in Munich,鈥 says Herrmann.

A number of other institutions at the top of the ranking 鈥 including the Massachusetts Institute of Technology, the California Institute of Technology and Stanford University 鈥 are also well known for their industry connections and entrepreneurial environment.

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Nonetheless, Brett Alpert, Stanford鈥檚 associate dean of career education (and director of its employer engagement programme, known as Career Ventures), puts less stress on specific relationships with companies and instead plays up the opportunities for students to have a broad range of experiences at university. 鈥淚t is important for students entering today鈥檚 workplace to connect with many different people, from a range of professions, in order to discover potential areas of interest and opportunities in fields that they may not have initially considered,鈥 he says.

鈥淎 broad-based curriculum is certainly beneficial in helping students develop the combination of leadership skills, critical thinking skills and technical expertise needed to successfully navigate workplace and societal challenges and opportunities 鈥 while enabling them to find success not only in their careers, but in life more generally.鈥

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This view is echoed by Shelagh Green, director of the careers service at the University of Edinburgh and president of the Association of Graduate Careers Advisory Services. 鈥淚n many institutions, there is a sense that we want higher education to be transformative: the idea that the student can explore and experiment and be encouraged and supported to do that, so that they are inquisitive about themselves and the world around them, and as a consequence they become more self-aware and more aware of the [career] opportunities that might be open to them,鈥 Green explains.

However, despite this holistic approach to employability advocated by some careers advisers, most employers are clear that 鈥減rofessional experience鈥 and a 鈥渉igh degree of specialisation鈥 are the best predictors of employability in graduates.

It is here that we encounter another paradox. Recruiters judge 鈥済raduation from a top university鈥 as the least important of a number of predictors of a graduate鈥檚 employability. Yet the new employability ranking 鈥 derived from the votes of the very same recruiters 鈥 nonetheless puts the world鈥檚 most prestigious universities, such as Harvard, Cambridge, Yale and Oxford, near the very top.

The paradox is that while employers in principle recognise that a degree from a top university is not necessarily indicative that a graduate has the 鈥渆ssential skills鈥 for a professional environment (and conversely that a graduate who might prove a perfect fit for a job role will not necessarily have studied at a prestigious institution), many recruiters feel compelled to defer to university reputation or rank in the first instance as a way to select from large numbers of applicants.

One explanation for this is increasing international mobility. In 2014, for instance, there were more than 5 million internationally mobile students around the world, up from just over 2 million in 2000. As employers receive more international applications, it becomes ever more important for ambitious students to graduate from a university that has a 鈥済lobal brand鈥.


Predictors of employability and the importance of employability skills

Which of the following skills and experiences are the most predictive of a graduate鈥檚 employability?

Which of the following skills and experiences are the most predictive of a graduate鈥檚 employability? (16 November 2016)

When you think about recently employed graduates, how do you rate the importance of employability skills against specific technical or academic knowledge and skills associated with their degree?

When you think about recently employed graduates, how do you rate the importance of employability skills against specific technical or academic knowledge and skills associated with their degree? (16 November 2016)

Source: Global University Employability Survey 2016 漏 Emerging


That is certainly the view of Laurent Dupasquier, associate director of Emerging. 鈥淪uddenly you have students who are really looking globally, they are looking for a specific brand. Their degree is going to be a brand: something they can use as a passport all their life, which will allow them to work anywhere in the world and for companies of any nationality,鈥 Dupasquier says.

Edinburgh鈥檚 Green also knows of employers who select by university as 鈥渁n easy way of managing the numbers鈥 鈥 although she also notes that some organisations 鈥渁ctually have a negative view of the elite universities鈥 and make a point of not recruiting from them.

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Ashley Hever, talent acquisition director at Enterprise Rent-A-Car, a company Green praises for having a particularly robust and fair recruitment process, says that recruiting from a wide range of universities and not just from an elite few is important for them as employers. 鈥淯niversity qualification and reputation are somewhat important. However, we value a candidate鈥檚 life skills and experiences more highly, and we do recruit people with every kind of degree, from more than 800 universities worldwide,鈥 Hever says.

Another crucial challenge is the highly dynamic nature of many industries, which means that university teachers and advisers, and indeed students themselves, cannot predict the technical knowledge that will support graduates throughout their careers.

For Kate Lander, global chief learning officer at Fitch Learning, this situation has left a generation of graduates overqualified academically but underprepared for a workplace where the right attitude and behaviour can often be more important than specific knowledge.

In financial services 鈥 the sector in which Fitch runs graduate training programmes for clients 鈥 the effect of both regulatory changes and technological advances has been a shift away from highly specialised technical employees towards professionals who can apply their knowledge appropriately in a changing environment.

Eden Woon, Hong Kong University of Science and Technology鈥檚 vice-president for institutional advancement, agrees that the ability to apply knowledge should be a priority for today鈥檚 graduates, but argues that there is still significant value in having specialised academic knowledge: 鈥淪tudents have to realise that while they will be majoring in a specific area, it is difficult to know what jobs will be available in 10 years. But everybody should major in a specific area because that really gives them the depth of knowledge in some field and it also gives [them] the challenge of diving deeply into a certain subject.

鈥淏ut I think just as important as being knowledgeable about a specific subject is the ability to adapt, be innovative and to apply knowledge in different ways,鈥 he says.

This delicate balance between academic specialisation and the ability to apply knowledge flexibly may go some way to explaining HKUST鈥檚 success in the Global University Employability Survey, where it is placed 13th (above, for example, Imperial College London, the National University of Singapore and the University of California, Berkeley).

However, says Woon, 鈥渨e are very firm in the belief that the university is not a vocational training institute. So the purpose of the university is not just to prepare you for jobs. The purpose of the university is really to give students a skill so that they can go and find a job but, more importantly, it is really to prepare students for what happens after they get a job. In other words, whether they can adapt to the job and adapt to changes that the world requires of them. That is where innovation, creativity and attitude come in.鈥

In the survey, just under 90 per cent of employers define employability as 鈥渁 set of job-related aptitudes, attitudes and behaviours鈥, naming adaptability, teamwork and communication as some of these traits.

If attendance at a top university is not a good indication that graduates are adaptable, able to work effectively in a team and can apply knowledge in a variety of situations, how can employers determine that they actually possess these so-called soft skills?


Defining employability

Recruiters agree or strongly agree that employability means:

Recruiters agree or strongly agree that employability means (16 November 2016)

Source: Global University Employability Survey 2016 漏 Emerging


Lander explains that such traits are 鈥渕uch harder to assess initially鈥, so recruiters look for them only after a 鈥渇irst level of screening focused on what we would call objective facts 鈥 some will call it a box-ticking exercise 鈥 which will ask whether graduates have got the minimum requirements expected and will scan for qualifications鈥.

One obvious way for employers to judge behaviour and mindset, beyond academic credentials, is to use internships and work experience as a testing ground. Asked which type of cooperation between companies and universities will become more relevant in the future, more than half of employers named internships.

IE University in Madrid has been steadily climbing the employability ranking over the past few years. Amber Wigmore, executive director of careers services, believes that this is at least in part due to selecting employable students in the first place: 鈥淚EU鈥檚 admission process secures [more employable graduates]. In the IE Career Management Center, we work closely with our colleagues in admissions so that they are abreast of the top skills sought after by recruiters.鈥

Selecting for these skills might be seen as a reasonable approach for universities aiming for impressive employability figures, given that educators and careers advisers tend to find employability a very difficult subject to teach.

This also raises a broader issue. Should universities take responsibility for cultivating the skills required in professional environments, or should this be largely up to the students themselves or employers providing on-the-job training for graduates?

This question is particularly pressing in Canada, where there are worries about a relatively low level of skill in the adult workforce, despite high national performance in post-secondary education.

A by the Conference Board of Canada called 鈥淗ow Canada Performs鈥 says: 鈥淚t is noteworthy that some countries with lower levels of educational attainment than Canada are outperforming Canada on adult skills; Norway and Finland are two examples. This may, in part, be a function of the relatively high participation rate of adults in non-formal job-related education in these two countries.鈥

This prompted Daniel Munro, the principal research associate at the Conference Board of Canada, to in the Financial Post imploring Canadian employers to step up their investment in skills training.

Munro diagnosed the underlying problem as 鈥渆mployers鈥 belief that they can shift the cost and responsibility for training on to the publicly funded post-secondary education [PSE] system鈥, and noted a 鈥渢roubling correlation鈥 between the 40 per cent decline in employer spending on training over two decades and increasing calls for higher education providers to 鈥減roduce work-ready graduates鈥.

鈥淲hen employers believe that they can externalise skills development to formal education systems, they feel less urgency to make training investments with their own limited resources,鈥 Munro wrote. 鈥淓mployers need to think differently about the role of the PSE system. PSE graduates have great knowledge and expertise to offer, as well as a capacity for future learning. But given that employers have unique skills needs, adopt new technologies and innovate, their success will depend on skills development well beyond their employees鈥 graduations.鈥

Nonetheless, Canadian universities are working hard to improve the employability of their graduates. McGill University ranks in the top 20 worldwide for employability, something that Darlene Hnatchuk, the director of its Career Planning Service, attributes to a range of different factors: the rigorous academic programmes, selective admissions, a highly international student body and staff, experiential learning opportunities, self-directed engagement in extracurricular activities and comprehensive student support services.

Yet what is fundamentally important, she says, is the time and space for students to reflect and learn from their experiences. 鈥淭he challenge we see in careers services is that students are pressed for time as they balance their academic schedules and other work or volunteer experiences,鈥 Hnatchuk explains.

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Company/university links

What type of cooperation between companies and universities will become more relevant in future?

What type of cooperation between companies and universities will become more relevant in future? (16 November 2016)

Source: Global University Employability Survey 2016 漏 Emerging


鈥淚t is hard for them to find time鈥or the intentional review, analysis of and learning from their experiences that can help provide clarity in decision-making, as well as enhance their skills in all areas. This is a key process when we speak about the value of lifelong learning and what it means to be a professional. It is also a key skill that we can help instil in our students as we prepare them for the ever-developing world of work.鈥

These themes of personal reflection and self-development are flagged up by university careers services around the world. Some initiatives aim to integrate employability skills into the recreational activities that students already engage in, rather than expecting students to seek out specific career development opportunities.

鈥淵ou bring employability and self-reflection into other activities,鈥 explains Edinburgh鈥檚 Green.

鈥淲e [at the Association of Graduate Careers Advisory Services] do a lot of work with student sports societies, where students are encouraged to set themselves goals in their sporting environment and to reflect on those, to peer-assess each other, [not] on their capability [but] on their engagement with the process of development. Employability is not taught. It is about a range of experiences and I think, for universities, supporting student development and employability is a mutually beneficial part of the educational experience because better students are better employees.鈥

Some universities, particularly technical institutions, use more formal methods to enhance students鈥 practical skills and application of knowledge. At HKUST, for instance, lecturers use 鈥渇lipped classrooms鈥 where in-class work is focused on projects and case studies. In Switzerland, students at the 脡cole Polytechnique F茅d茅rale de Lausanne, which ranks 35th in the world for employability, benefit from career-focused teaching throughout their time at university.

Pierre Vandergheynst, the vice-provost for education, says that they 鈥減ut a lot of emphasis on key skills for the job market during education at EPFL. For instance, our curricula feature a large fraction of hands-on labs and projects that prepare students to solve real-world problems. EPFL has recently launched a school-wide initiative, the Discovery Learning Programme, which focuses on these skills via new pedagogy and new facilities.鈥

A key challenge for employability, according to Stanford鈥檚 Alpert, is ensuring that students engage with the career development process early enough.

鈥淚t is no longer effective for students to wait to visit a career coach on campus for the first time just before graduation in order to figure out how to write a r茅sum茅,鈥 he says. 鈥淭hat type of activity really should take place early in the student鈥檚 academic journey, so that they can instead focus much of their professional development efforts on building connections, attending career-focused programmes and pursuing internships and other experiential learning opportunities.鈥

For Stanley Litow, IBM鈥檚 vice-president of corporate citizenship, even beginning career development on entry to university is not early enough. His team has developed a public-private partnership programme, piloted in New York City, which provides a direct pathway from high school to college to a job in the technology sector.

IBM鈥檚 P-TECH (Pathways in Technology Early College High School) programme integrates what Mr Litow calls 鈥渆ssential skills鈥 for the workplace into a curriculum that starts in high school, using workplace learning, work experience and project-based learning. Within six years, students receive a high school diploma, a college degree and, in all likelihood, a job in the technology sector, either at IBM or another company.


Countries producing the most employable graduates

Based on your own experience, which of these foreign countries produce the most employable graduates?

Based on your own experience, which of these foreign countries produce the most employable graduates? (16 November 2016)

Source: Global University Employability Survey 2016 漏 Emerging


鈥淲hile there are some differences, if you look at entry-level skill requirements across a variety of different industry areas, the commonality is that these essential skills are critically important. In IT, you might need coding, but you will also need writing, problem-solving, collaboration, presentation 鈥 all those critical skills 鈥 to be successful.鈥

Although most of the first students on the pilot P-TECH programme in New York are only now in their sixth and final year, 40 (out of a total cohort of 100) completed the course early and have graduated. About 10 are already employed at IBM.

Litow believes that this success 鈥 and an extremely low dropout rate 鈥 can be attributed to students learning in all their classes how academic knowledge will prove useful in the workplace. This creates more commitment, higher levels of engagement and a higher level of performance. The programme has now expanded across the US and to Australia and Morocco.

In March 2015, the UK government attempted to 鈥渟hift the paradigm鈥 in a rather different way, when it announced nine new industry-designed degree apprenticeships. These combine a full degree with professional training, with the cost covered by the employer and the government. The Skills Funding Agency estimates that between 1,500 and 2,000 students enrolled on these programmes in 2016 across 40 universities.

But Peter Horrocks, vice-chancellor of the Open University, where three degree apprenticeships are on offer, has noted a 鈥渟lightly snobbish鈥 attitude towards the programmes in the higher education sector.

Fitch Learning鈥檚 Lander also sees this as a key difference in approaches to employability between the UK and other parts of Europe. 鈥淚f you look at the top banks in Switzerland and Germany, the senior players have often come down the apprenticeship route. It is very socially acceptable there, which means that even though they may come out with a degree 鈥 not straight from university, perhaps done while working 鈥 they are getting into the workplace and picking up workplace skills a lot sooner.

鈥淏ased on feedback we get from some UK employers, they are quite envious of this different approach.鈥

And there is a clear risk that the relative lack of integration of vocational elements into academic programmes could ultimately damage perceptions of UK graduates鈥 employability 鈥 and, indeed, of the quality of UK universities in general.

鈥淐ontrary to other rankings,鈥 observes Emerging鈥檚 Dupasquier, 鈥渨e are witnessing for the past two years that the medium-level English universities are going down in the employability ranking鈥nd there is even one fewer UK university included than the year before.鈥

And while employability survey results could be seen as 鈥渉ighly subjective鈥, Dupasquier suspects that they can also offer an early indication of trends in the global higher education landscape; the Global University Employability Survey started including Chinese universities six years ago, for example, before they began rising in mainstream world university rankings.

So perhaps the UK鈥檚 decline with respect to employability heralds the beginning of a wider trend.

The British paradox, according to Dupasquier, is that UK universities currently hang on at the highest levels of world university rankings, despite paying less attention than institutions elsewhere to the essential skills that are becoming increasingly important for graduates.

In time, he predicts, something will have to give.


Global University Employability Ranking 2016 results

Rank Institution Country 厂肠辞谤别听
1 California Institute of Technology United States 927
2 Massachusetts Institute of Technology United States 887
3 Harvard University United States 853
4 University of Cambridge United Kingdom 836
5 Stanford University United States 805
6 Yale University United States 800
7 University of Oxford United Kingdom 773
8 Technical University of Munich Germany 744
9 Princeton University United States 713
10 University of Tokyo Japan 677
11 Boston University United States 648
12 Columbia University United States 576
13 Hong Kong University of Science and Technology Hong Kong 558
14 University of Toronto Canada 541
15 National University of Singapore Singapore 530
16 Imperial College London United Kingdom 517
17 Peking University China 508
18 McGill University Canada 504
19 University of California, Berkeley United States 487
20 Tokyo Institute of Technology Japan 466
21 HEC Paris France 465
22 Australian National University Australia 438
23 King鈥檚 College London United Kingdom 431
24 University of Manchester United Kingdom 420
25 IE University Spain 417
26 EMLYON France 415
27 ETH Zurich 鈥 Swiss Federal Institute of Technology Zurich Switzerland 403
28 Duke University United States 382
29 Johns Hopkins University United States 378
30 Brigham Young University United States 372
31 LMU Munich Germany 368
32 University of Edinburgh United Kingdom 367
33 脡cole Normale Sup茅rieure France 366
34 Dartmouth College United States 348
35 脡cole Polytechnique F茅d茅rale de Lausanne Switzerland 339
36 Mines ParisTech France 336
37 Fudan University China 333
38 Indian Institute of Science India 331
39 New York University United States 329
40 Brown University United States 328
41 University of California, Los Angeles United States 319
42 颁别苍迟谤补濒别厂耻辫茅濒别肠 France 312
43 脡cole Polytechnique France 311
44 University of Montreal/HEC Canada 308
45 London School of Economics and Political Science United Kingdom 307
46 University of British Columbia Canada 305
47 University of Melbourne Australia 303
48 University College London United Kingdom 301
49 University of Sydney Australia 297
50 Goethe University Frankfurt Germany 291
51 University of Copenhagen Denmark 287
52 Carnegie Mellon University United States 285
53 Shanghai Jiao Tong University China 284
54 Cornell University United States 283
55 University of Chicago United States 282
56 Heidelberg University Germany 279
57 Monash University Australia 276
58 Ghent University Belgium 273
59 Tsinghua University China 272
60 University of California, San Francisco United States 269
61 Humboldt University of Berlin Germany 268
62 Stockholm University Sweden 266
63 KU Leuven Belgium 265
64 University of New South Wales Australia 263
65 Kyoto University Japan 262
66 University of Navarra Spain 259
=67 Hebrew University of Jerusalem Israel 256
=67 Frankfurt School of Finance and Management Germany 256
69 University of Zurich Switzerland 255
70 University of Helsinki Finland 252
71 University of S茫o Paulo Brazil 247
72 Delft University of Technology Netherlands 245
73 National Taiwan University of Science and Technology (Taiwan Tech) Taiwan 244
74 ESSEC Business School France 242
75 McMaster University Canada 241
76 Technical University of Denmark Denmark 237
77 University of Hong Kong Hong Kong 235
=78 Lund University Sweden 231
=78 University Commerciale Luigi Bocconi Italy 231
80 University of California, San Diego United States 230
81 Karlsruhe Institute of Technology Germany 227
82 Korea Advanced Institute of Science and Technology (KAIST) South Korea 226
83 Michigan State University United States 224
84 University of Bristol United Kingdom 221
85 Chinese University of Hong Kong Hong Kong 220
86 University Ram贸n Llull Spain 217
87 Pierre and Marie Curie University France 216
88 Eindhoven University of Technology Netherlands 214
89 University of Southern California United States 212
90 University of Birmingham United Kingdom 207
91 KTH Royal Institute of Technology Sweden 205
92 University of G枚ttingen Germany 202
93 University of Nottingham United Kingdom 200
94 Georgetown University United States 198
95 Erasmus University Rotterdam Netherlands 193
96 Technical University of Berlin Germany 189
97 Sciences Po France 186
98 University of Pennsylvania United States 182
99 University of Lausanne Switzerland 181
100 Northwestern University United States 180
101 Nanyang Technological University Singapore 179
102 Rice University United States 178
=103 University of Texas at Austin United States 177
=103 University of Washington United States 177
105 University of Bern Switzerland 176
106 Polytechnic University of Milan Italy 175
107 Seoul National University South Korea 174
108 Leiden University Netherlands 173
109 Ohio State University United States 172
110 Monterrey Institute of Technology and 糖心Vlog Mexico 171
111 Zhejiang University China 170
112 University of Groningen Netherlands 169
113 Paris-Sud University France 168
114 Texas A&M University United States 166
115 Free University of Berlin Germany 165
116 Karolinska Institute Sweden 163
117 Purdue University United States 162
118 Osaka University Japan 160
=119 Georgia Institute of Technology United States 159
=119 Nanjing University China 159
121 Pohang University of Science and Technology South Korea 158
=122 Technion Israel Institute of Technology听听 Israel 157
=122 University of Oslo Norway 157
124 University of Alberta Canada 156
=125 University of Basel Switzerland 154
=125 Lomonosov Moscow State University Russia 154
=127 National Taiwan University Taiwan 153
=127 University of Science and Technology of China China 153
129 Keio University Japan 152
=130 University of Michigan United States 151
=130 RWTH Aachen University Germany 151
132 EDHEC France 150
133 University of Geneva Switzerland 149
134 Trinity College Dublin Republic of Ireland 148
135 Rutgers, the State University of New Jersey United States 147
136 University of Iceland Iceland 146
137 Scuola Normale Superiore di Pisa Italy 144
138 City University of Hong Kong Hong Kong 141
139 Tel Aviv University Israel 139
140 University of Auckland New Zealand 137
141 National Tsing Hua University Taiwan 134
142 University of Florida United States 133
143 University of Wisconsin-Madison United States 132
144 University of Vienna Austria 130
145 Saint Petersburg State University Russia 125
146 University of Buenos Aires Argentina 122
147 American-University of Dubai UAE 110
148 University of Malaya (UM) Malaysia 109
149 King Abdulaziz University Saudi Arabia 104
150 National Autonomous University of Mexico Mexico 102

Global University Employability Ranking 2016 漏 Emerging


Global University Employability Ranking 2016 methodology

To produce the Global University Employability Ranking, an online survey was completed by two panels of participants between April and July 2016.

Both panels included respondents from 20 countries: Australia, Brazil, Canada, China, France, Germany, India, Italy, Japan, Malaysia, Mexico, the Netherlands, Russia, South Korea, Spain, Switzerland, Turkey, the United Arab Emirates, the UK and the US.

The first panel consisted of recruiters at a management level who had experience of hiring or working with graduates. Each person was given a list of local universities (with the option to add more) and had up to 15 votes to cast for the 鈥渦niversities in [their] country [that] produce the best graduates in terms of employability鈥. The sample size of recruiters from each country was determined by the country鈥檚 number of university students, GDP and number of institutions.

Participants with experience recruiting internationally were also asked to select from a global list of universities that they considered 鈥渢he best in the world when it comes to graduate employability鈥.

The second panel consisted of 3,450 managing directors of international companies. Participants could cast a maximum of 10 votes on both the local and global lists of universities that had been produced by the first panel. They could also add universities from a database.

Votes were then aggregated into scores for each university to produce the ranking.

Most participants had at least 10 years鈥 experience in the workplace and worked at a firm with more than 500 employees. More than 30 per cent had experience recruiting in the business sector, just under 30 per cent had experience in the IT sector, and almost 20 per cent worked in the engineering industry. More than half recruited internationally.

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The survey was designed by the French human resources consultancy Emerging, and has been conducted for the past six years by employment research institute Trendence. It has been published exclusively by 糖心Vlog since 2015.

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Reader's comments (7)

"If you feel that you have both feet planted on level ground, then the university has failed you." 鈥擱obert Goheen (1919-2008)
Very interesting text. 糖心Vlog should organize for a similar survey here in Africa where many universities are just a joke. We need this kind of information more than anyone.
I'm somewhat doubtful of the methodology employed in that this list seems restricted entirely to Research Doctoral universities and is devoid of any of the fine liberal arts colleges in the United States that prepare their graduates with the critical thinking skills essential in entrepreneurship, management, analysis and consulting, many of whom have disproportionately distinguished themselves in scientific and engineering achievement. While Babson College and Gettysburg College are in the US list, I'm surprised not to see schools such as Swarthmore, Amherst, Haverford, Oberlin, Reed, Cooper Union, Bryn Mawr, Pomona and Carleton, among others, as providing highly employable graduates, especially in comparison to the many large public universities that are more accomplished for their graduate research than their undergraduate outcomes. I suspect there is a misunderstanding of the available diversity of American colleges either in the part of the survey organizers or the respondents.
Further to my earlier comment, if employability has monetary value, the highest mid-career salaries for American college graduates are to be found at the military academies, and the highest starting salaries are to be found at liberal arts colleges such as Harvey Mudd, Rose Hulman and Washington & Lee. I have to conclude the methodology employed is a flawed one having a structural bias within.
really interesting and useful
https://tgpfunding.com/
This nice survey has < 20% engineering component. Engineering is also a big field, with sub segments ranging from chemical, nuclear, structural, civil, to power, ... electronic and software. From an electronic industry engineering perspective it would be desirable to have a similar survey conducted with 100% of the panelists coming from electronic technology industries, and a similar study with software engineering management panelists.

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