Monday, July 03, 2017

Proving anything you want from rankings

It seems that university rankings can be used to prove almost anything that journalists want to prove.

Ever since the Brexit referendum experts and pundits of various kinds have been muttering about the dread disease that is undermining or about to undermine the research prowess of British universities. The malignity of Brexit is so great that it can send its evil rays back from the future.

Last year, as several British universities tumbled down the Quacquarelli Symonds (QS) world rankings, the Independent claimed that “[p]ost-Brexit uncertainty and long-term funding issues have seen storm clouds gather over UK higher education in this year’s QS World University Rankings”.

It is difficult to figure out how anxiety about a vote that took place on June 24th 2016 could affect a ranking based on institutional data for 2014 and bibliometric data from the previous five years.

It is just about possible that some academics or employers might have woken up on June 24th to see that their intellectual inferiors had joined the orcs to raze the ivory towers of Baggins University and Bree Poly and then rushed to send a late response to the QS opinion survey. But QS, to their credit, have taken steps to deal with that sort of thing by averaging out survey responses over a period of five years.

European and American universities have been complaining for a long time that they do not get enough money from the state and that their performance in the global rankings is undermined because they do not get enough international students or researchers. That is a bit more plausible. After all, income does account for three separate indicators in the Times Higher Education (THE) world rankings so reduced income would obviously cause universities to fall a bit. The scandal over Trinity College Dublin’s botched rankings data submission showed precisely how much a given increase in reported total income (with research and industry income in a constant proportion) means for the THE world rankings. International metrics account for 10% of the QS rankings and 7.5% of the THE world rankings. Whether a decline in income or the number of international students has a direct effect or indeed any effect at all on research output or the quality of teaching is quite another matter.

The problem with claims like this is that the QS and THE rankings are very blunt instruments that should not be used to make year by year analyses or to influence government or university policy. There have been several changes in methodology, there are fluctuations in the distribution of survey responses by region and subject and the average scores for indicators may go up and down as the number of participants changes. All of these mean that it is very unwise to make extravagant assertions about university quality based on what happens in those rankings.

Before making any claim based on ranking changes it would be a good idea to wait a few years until the impact of any methodological change has passed through the system

Another variation in this genre is the recent claim in the Daily Telegraph that “British universities are slipping down the world rankings, with experts blaming the decline on pressure to admit more disadvantaged students.”

Among the experts is Alan Smithers of the University of Buckingham who is reported as saying “universities are no longer free to take their own decisions and recruit the most talented students which would ensure top positions in league tables”.

There is certainly good evidence that British university courses are becoming much less rigorous. Every year reports come in about declining standards everywhere. The latest is the proposal at Oxford to allow students to do take home instead of timed exams.

But it is unlikely that this could show up in the QS or THE rankings. None of the global rankings has a metric that measures the attributes of graduates except perhaps the QS employers survey. It is probable that a decline in the cognitive skills of admitted undergraduate students would eventually trickle up to the qualities of research students and then to the output and quality of research but that is not something that could happen in a single year especially when there is so much noise generated by methodological changes.

The cold reality is that university rankings can tell us some things about universities and how they change over perhaps half a decade and some metrics are better than others but it is an exercise in futility to use overall rankings or indicators subject to methodological tweaking to argue about how political or economic changes are impacting western universities.

The latest improbable claim about rankings is that Oxford’s achieving parity with Cambridge in the THE reputation rankings was the result of  a positive image created by appointing its first female Vice Chancellor.

Phil Baty, THE’s editor, is reported as saying that ‘Oxford University’s move to appoint its first female Vice Chancellor sent a “symbolic” wave around the world which created a positive image for the institution among academics.’

There is a bit of a problem here. Louise Richardson was appointed Vice -Chancellor in January 2016. The polling for the 2016 THE reputation rankings took place between January and March 2016. One would expect that if the appointment of Richardson had any effect on academic opinion at all then it would be in those months. It certainly seems more likely than an impact that was delayed for more than a year. If the appointment did affect the reputation rankings then it was apparently a negative one for Oxford’s score fell massively from 80.4 in 2015 to 69.1 in 2016 (compared to 100 for Harvard in both years). 

So, did Oxford suffer in 2016 because spiteful curmudgeons were infuriated by an upstart intruding into the dreaming spires?

The collapse of Oxford in the 2016 reputation rankings and its slight recovery in 2017 almost certainly had nothing to do with the new Vice-Chancellor.

Take a look at the table below. Oxford’s reputation score tracks the percentage of THE survey responses from the arts and humanities. It goes up when there are more respondents from those subjects and goes down when there are fewer. This is the case for British universities in general and also for Cambridge except for this year.

The general trend since 2011 has been for the gap between Cambridge and Oxford to fall steadily and that trend happened before Oxford acquired a new Vice-Chancellor although it accelerated and finally erased the gap this year.

What is unusual about this year’s reputation ranking is not that Oxford recovered as the number of arts and humanities respondents increased but that Cambridge continued to fall.

I wonder if it has something to do with Cambridge’s “disastrous” performance in the THE research impact (citations) indicator in recent years.  In the 2014-15 world rankings Cambridge was 28th behind places like Federico Santa Maria Technical University and Bogazici University. In 2015-16 it was 27th behind St Petersburg Polytechnic University. But a greater humiliation came in the 2016-17 rankings. Cambridge fell to 31st in the world for research impact. Even worse it was well behind Anglia Ruskin University, a former art school. For research impact Cambridge University wasn’t the best university in Europe or England. It wasn’t even the best in Cambridge, at least if you trusted the sophisticated THE rankings.

Rankings are not entirely worthless and if they did not exist no doubt they would somehow be invented. But it is doing nobody any good to use them to promote the special interests of university bureaucrats and insecure senior academics.

Table: Scores in THE reputation rankings


Year
Oxford
Cambridge
Gap
% responses arts and
humanities
2011
68.6
80.7
12.1
--
2012
71.2
80.7
9.5
7%
2013
73.0
81.3
8.3
10.5%
2014
67.8
74.3
6.5
9%
2015
80.4
84.3
3.9
16%
2016
67.6
72.2
4.6
9%
2017
69.1
69.1
0
12.5%




Sunday, June 18, 2017

Comparing the THE and QS Academic Reputation Surveys

Times Higher Education (THE) has just published its 2017 reputation rankings which include 100 universities. These are based on a survey distributed between January and March of this year and will be included, after standardisation, in the 2017-18 (or 2018) World University Rankings scheduled for publication in a few months. In the forthcoming world rankings the reputation survey will be divided into two metrics in the research and teaching indicator groups, with a combined weighting of 33 percent. The survey asked about research and postgraduate teaching but since the correlation between these two questions is very high there is effectively only one indicator.

The QS world rankings released last week included scores derived from two surveys, one of academics with a 40% weighting and one of employers with 10%. The academic survey was concerned only with research.

The methodology of the THE survey is relatively simple. The respondents are drawn from the database of researchers with publications in Scopus indexed journals, in other words those who get to be listed as corresponding author. THE claims that this makes them experienced senior researchers although in many parts of the world being a member or leader of a research team often has more to do with politics than merit.

In contrast, the QS methodology has changed quite a lot over the last few years. It began with scouring the mailing lists of World Scientific, a Singapore based academic publisher with links to Imperial College London, then adding various other channels including lists supplied by institutions and sign up facilities for potential respondents. The result is a survey that appears more inclusive than THE's with more respondents from outside the elite but one whose validity may be rather suspect.

The THE ranking found that there were six super-brand universities that stood out from everyone else, Harvard, MIT, Stanford, Cambridge, Oxford, and Berkeley. There was a big gap between Berkeley and number seven Princeton and then the long smooth slope continues. 

After that, the ranking is dominated by English speaking universities, with the USA contributing 42, the UK 10, Canada 3 and Australia 3.  East Asia and the Chinese diaspora (Hong Kong, Taiwan and Singapore) are fairly well represented, while South and Central Asia, the Middle East and Africa are absent.

For any survey a great deal depends on how the forms are distributed. Last year, the THE survey had a lot more responses from the social sciences, including economics and business studies, and fewer from the arts and the humanities, and that contributed to some Asian universities rising and some British ones falling.

Such falls are typically attributed in the education establishment media to anxiety about the looming horrors of Brexit, the vicious snatching of research funds and the rising tide of hostility to international students.

This year British Universities did a bit better in the THE reputation ranking this year with five going up, three staying put and three going down. No doubt we will soon hear about the invigorating effects of Brexit and the benefits of austerity.  Perhaps also it might have something to do with the number of survey responses from the arts and humanities going up from  9% to 12.5%, something that would surely benefit UK universities.

The QS reputation indicator has the same universities in the top six but not in quite the same order: Cambridge, fourth in THE, is second in the QS indicator. After that it starts looking very different. Number seven is the University of Tokyo, which THE puts in 11th place for  academic reputation. Other Asian universities do much better in the QS indicator. The National University of Singapore is 11th ( 27th in THE) Nanyang Technological University  Singapore is 50th (THE 81-90 band), Peking University is 14th (THE 17h) Chulalongkorn University Thailand is 99th (not in the THE top 100).

It is noticeable that Latin American universities such as  the University of Sao Paulo, the University of Buenos Aires and the Pontifical Catholic University of Chile get a higher placing in the QS indicator than they do in the THE ranking as do some Southern European universities such as Barcelona, Sapienza and Bologna.

The THE reputation ranking gives us a snapshot of the current views of the world's academic elite and probably underestimates the rising universities of Greater China and Korea. QS cast their nets further and have probably caught a few of tomorrow's world class institutions although I suspect that the Latin American high fliers, apart from Sao Paulo, are very overrated.




Thursday, June 15, 2017

The Abuse and Use of Rankings

International university rankings have become a substantial industry since the first appearance of the Shanghai rankings (Academic Ranking of World Universities or ARWU) back in 2003. The various rankings are now watched closely by governments and media and for some students they play a significant role in choosing universities, They have become a factor in national higher education policies and are an important element in the race to enter and dominate the lucrative transnational higher education market. In Malaysia a local newspaper, Utusan Malaysia, recently had a full page on the latest QS world rankings including a half page of congratulations from the Malaysian Qualification Agency for nine universities who are part of a state-backed export drive.

Reaction to international rankings often goes to one of two extremes, either outright rejection or uncritical praise, sometimes descending into grovelling flattery that would make Uriah Heep ashamed (the revered QS rankings, Phil Baty a thought leader). The problem with the first, which is certainly very understandable, is that it is unrealistic. If every international ranking suddenly stopped publication we would just have, as we did before, an informal ranking system based largely on reputation, stereotypes and prejudice. 

On the other hand, many academics and bureaucrats find rankings very useful. It is striking that university administrators, the media and national governments have been so tolerant of some of the absurdities that Times Higher Education (THE) has announced in recent years. Recently, THE’s Asian rankings had Veltech University as the third best university in India and the best in Asia for research impact, the result of exactly one researcher assiduously citing himself. This passed almost unnoticed in the Indian press and seems to have aroused no great interest among Indian academics apart from a couple of blog posts. Equally, when Universiti Tunku Abdul Rahman (UTAR), a private Malaysian university, was declared to be the second best university in the country and best for research impact, on the strength of a single researcher’s participation in a high profile global medical project there was no apparent response from anyone.

International rankings have also become a weapon in the the drive by universities to maintain or increase their access to public funds. British and Irish universities often complain that their fall in the  rankings is all the fault of the government for not providing enough money. Almost any result in the better known rankings can be used to prop up the narrative of western universities starved of funds and international researchers and students. 

Neither of these two views is really valid. Rankings can tell us a great deal about the way that higher education and research are going. The early Shanghai rankings indicated that China was a long way behind the West and that research in  continental Europe was inferior to that in the USA. A recent analysis by Nature Index shows that American research is declining and that the decline is concentrated in diverse Democrat voting states such as California, Massachusetts, Illinois and New York.

But if university rankings are useful they not equally so and neither are the various indicators from which they are constructed.

Ranking indicators that rely on self-submitted information should be mistrusted. Even if everybody concerned is fanatically honest, there are many ways in which data can be manipulated, massaged, refined, defined and redefined, analysed and distorted as it makes it way from branch campuses, affiliated colleges and research institutes through central administration to the number munching programs of the rankers.   

Then of course there are the questionable validation processes within the ranking organisations. There was a much publicised case concerning Trinity College Dublin where for two years in a row the rankers missed an error of orders of magnitude in the data submitted for three income indicators.

Any metric that measures inputs rather than outputs should be approached with caution including THE's measures of income that amount to a total weighting of 10.75%. THE and QS both have indicators that count staff resources. It is interesting to have  this sort of information but there is no guarantee that having loads of money or staff will lead to quality whether of research, teaching or anything else.

Reputation survey data is also problematic. It is obviously subjective, although that is not necessarily a bad thing, and everything depends on the distribution of responses between countries, disciplines, subjects and levels of seniority. Take a look at the latest QS rankings and the percentages of respondents from various countries.

Canada has 3.5% of survey respondents and China has  1.7%.
Australia has 4% and Russia 4.2%.
Kazakhstan has 2.1% and India 2.3%'

There ought to be a sensible middle road between rejecting rankings altogether and passively accepting the errors, anomalies and biases of the popular rankers.

Universities and governments should abide by a self denying ordinance and reject ranking results that challenge common sense or contradict accepted national rankings. I remember a few years ago someone at Duke University saying that they were puzzled why the THES-QS rankings put the school in first place for faculty student ratio when this contradicted data in the
 US News rankings. Few, if any, major universities or higher education misters seem to have done anything like this lately.

It would also be a good idea if universities and governments stopped looking at rankings holistically and started setting targets according to specific indicators. High flying research university could refer to the Leiden Ranking, Nature Index or the
 Nature and Science and Publications indicators in ARWU. New universities could target a place in the Excellence indicators in the Webometrics rankings which lists 5,777 institutions as having some sort of research presence.

As for the teaching mission, the most directly relevant indicators are the QS employer survey in the world rankings, the QS Graduate Employability Index, and the Global University Ranking Employability Ranking published by THE.


Governments and universities would be advised not to got too excited about a strong performance in the rankings. What the rankings have given the rankings can take away.