The hiring of an economist: a case study.
Holmes, Jessica ; Colander, David
Specific knowledge of job markets is often difficult to acquire
because (1) that knowledge is often acquired only by learning by doing,
and (2) there is often little direct communication between buyers and
sellers on how the process actually works. Luckily, a number of articles
are now helping to fill this gap in knowledge. These include Barbazat
(1992), Carson and Navarro (1988), Cawley (2004), Ehrenberg (2004); List
(2000), Siegfried and Stock (1999, 2004), Stock and Alston (2000), and
Stock, Alston and Milkman (2000). While these articles provide a sense
of the overall market, they do not provide information on the nuances of
the market such as what is going on in buyers' minds when they
select whom to interview, and when they ask an interview question. This
article attempts to fill in some of that information by providing a case
study of one particular buyer in the 2005 job market for economists, and
distilling some advice to job seekers from that case study.
I. The Economics PhD Job Market
The market for PhD economists is open all year, but most activity
takes place between September and April. There are numerous print and
online sources for job postings but JOE is the primary source of
information. (1) Listings in JOE by job seekers cost $250-$500,
depending upon word count. Over the past five years, 1400-1600 academic
jobs have been posted in the JOE annually, with approximately 70% posted
between October and December (Cawley, 2004). The postings lead to a
meeting of suppliers and demanders in January at the American Economic
Association (AEA) meetings, when face-to-face job interviews are
conducted. Academic job listings that appear in the fall are usually for
jobs that begin in September of the following academic year. Nonacademic
job listings may be for immediate, spring, summer or fall placement.
The JOE informational service is currently asymmetrical in the
sense that demanders list job openings, but there is no comprehensive
listing of job searchers. Many schools do, however, send out lists and
maintain websites of their job market candidates, but because these
lists and websites are neither centrally located nor searchable, they
are far less useful than they otherwise would be. (2) Instead, most
often, individuals send applications directly to potential employers who
have listed openings in JOE. Let us now consider the individual
suppliers and demanders.
I-1 The suppliers
Each year about 900 new PhDs are produced by approximately 100
schools in the U.S. (Siegfried and Stock, 2004; Cawley, 2004). In
addition, a small number of foreign PhDs also enter the US market.
Suppliers are often defined by characteristics such as the graduate
school they attended, their dissertation advisor(s), fields of
specialization, nationality, gender, etc. The majority of sellers in
this market are newly minted Ph.D.'s or graduate students in the
final throes of their dissertation.
I-2 The demanders
There are three primary groups that hire economists--academic
institutions, non-profit enterprises, and for-profit firms. Each of
these is further segmented into various groupings--in academia, there
are top ranked PhD programs, mid level PhD programs, research liberal
arts schools, teaching liberal arts colleges, etc. There are also
business schools, medical schools, law schools and public policy schools
that hire economists. Non-profit buyers include think tanks, government
agencies and nongovernmental organizations while for-profit buyers
include financial institutions, as well as management, economic and
marketing consulting firms. (3) Jobs come on the market because of
deaths, retirements, and expansions of departments and programs.
The creation of positions has its own institutional elements, and
in academia, is usually dependent on how many "lines" a
department has. The number of lines is loosely related to the demand for
the courses taught, but it also depends enormously on institutional
politics. Additional lines generally require administrative approval and
are rarely, if ever, decided by departments alone. Lines can be either
tenure track or non-tenure track.
II. Middlebury's Demand
Middlebury College is a highly selective private liberal arts
college founded in 1800 and located in Middlebury, Vermont. It is
regularly listed among the top liberal arts colleges in the nation in
the US News and World Report annual survey. The College has an
enrollment of approximately 2350 undergraduate students from all U.S.
states and territories and 68 foreign countries (international students
comprise 8.1% of the student body) and has been coeducational for well
over a century. Economics is the largest major at Middlebury and the
department has about sixteen full and part-time faculty members.
Middlebury entered the market because of enrollment pressures; it
received an additional line because it had the highest student-faculty
ratio on campus. The department has a strong tradition of both excellent
teaching and strong research, and the college is generally classified as
a research liberal arts school--competing with the other top tier
liberal arts schools. Since our primary motivation for hiring was to
reduce enrollment pressures, we chose to advertise an "any
field" position. (4) There was little to no disagreement on this
choice; ours was a true "any fields" listing because we did
not have specific needs--we could easily fit in any person we hired. (5)
We felt that casting a wide net would significantly increase our odds of
matching with our ideal candidate: someone with excellent teaching
ability, an active and exciting research agenda, and a willingness to
settle in rural Vermont.
The position was requested a year ahead, when the department did a
study showing its need. The administrative approval came late however,
so we did not post a job opening until November. Below you will find our
job posting which appeared in the November and December issues of JOE:
Middlebury College, Middlebury, Vermont.
Any Field
The Economics Department seeks to hire an economist in any field
who can assist in teaching a variety of courses. Specialty is less
important than is total excellence in teaching and in research.
Appointment will be made at the rank of assistant professor (Ph.D.) or
instructor (ABD). The successful candidate will be expected to teach
introductory economics, a course in intermediate micro or macro theory
and a senior seminar in his/her specialty. Candidates should provide
evidence of commitment to excellent teaching in a liberal arts
environment and a strong ongoing research program.
Send curriculum vitae, graduate transcripts, three letters of
recommendation which address both teaching and scholarship, a short
essay directed to our senior majors on your approach to teaching, a copy
of at least one piece of scholarly writing and, if available, teaching
evaluations. Deadline for receipt of completed applications is December
3, 2004. Interviews will be conducted at the Allied Social Science
Association meetings in Philadelphia.
Middlebury College is a residential and coeducational liberal arts
institution which has built its reputation on a tradition of outstanding
teaching and scholarship and on the academic excellence of its students.
Middlebury College is an Equal Opportunity Employer, committed to hiring
a diverse faculty to complement the increasing diversity of the student
body.
This job ad was fairly boilerplate, with perhaps one exception: the
essay directed to senior majors that describes the candidate's
teaching philosophy. We included this to help screen out economists who
do not rank teaching highly; it both provides information about the
candidate's teaching style, classroom strategies and course goals
that may not be obvious from teaching evaluations, and increases the
marginal (time) cost of sending an application to Middlebury, and
thereby screens out candidates who are blanketing schools.
The last statement in the job ad was included to attract minority
applicants. Both the College and the department were especially
interested in improving the diversity of the faculty (e.g. there are
currently no African-American or Hispanic department members). Despite
our signal in the job ad, few (if any) candidates signaled their
minority status in their applications.
We also required that all candidates send in paper applications,
and we refused to consider applications sent to us via email. This was
simply done as a screening device to reduce the number of applicants by
increasing the cost to them.
In addition to relying on the job ad, we also went through the
lists sent to us by graduate schools and invited fifteen especially
promising candidates to apply. Invited candidates typically came from
highly respected graduate programs, had interesting dissertation topics,
and/or attended a liberal arts college as an undergraduate. (6) Twelve
of the fifteen submitted an application (and eight eventually made it to
the interview stage). We believe some of these candidates may not have
applied without our invitation since liberal arts teaching tends not be
emphasized as a job choice at top graduate schools (Colander, 2005)
III. Narrowing the Field: Reviewing Applications
Between November 1 and December 23, 2004, Middlebury College
received 375 applications for the tenure-track, "any field"
position. As noted above, applicants were asked to provide a curriculum
vita, graduate transcript, three letters of recommendation, a short
essay on teaching, a copy of at least one piece of scholarly writing
and, if available, teaching evaluations. About 32% of the applicants
came from graduate programs ranked in the top twenty-five by US News and
World Report. More than one-half of the applicants were male (56%),
about one-third (34%) were female, and 10% were of unknown gender. (7)
Most fields were well represented, although the pool of applied
microeconomists was perhaps the deepest.
Our goal was to interview about thirty applicants at the AEA
meetings in January, so we needed to eliminate more than 90% of the 375
applicants. We reduced the candidate pool in a series of rounds. In
round one, the chair read through the applications and sorted them into
"possibles" and "rejections without deeper
consideration" (8) Approximately one-third of the applicants were
rejected at this stage. Those initially rejected were candidates without
strong teaching credentials or those whose research was considered
pedestrian or not highly interesting. Letters of recommendation were
also important at this stage; applicants whose letters contained the
following (or similar) comments were easily eliminated during round one:
"He moves at his own pace, which is not very fast, and he
tends to be distracted by irrelevant aspects while pursuing a research
project."
"... solid, though not outstanding researcher. I can see him
publishing his work in 2nd or 3rd ranked field journals."
"Recommend to any economics department outside the top fifty
in North America."
"It appears from the evaluations that--'s teaching needs
some work. My thinking is that it is probably a matter of personality
and placement ..."
In general, most letters of reference were overwhelmingly positive-
perhaps too positive. Negative comments were few and far between. Thus,
even mild criticism can practically eliminate a candidate's chance
of being interviewed at top schools.
One question that many people ask concerns how much graduate school
pedigree influences the selection process. In this first stage it
mattered a lot. As Table 1 indicates, only 8% of applicants from top ten
schools were rejected in round one compared to 43% of those from
programs outside the top fifty. Clearly, someone coming from a non
top-tier school has a much harder time making it into the final group
than those at a top ten school. We suspect that this tendency to focus
on top ten schools is even stronger at other similarly-ranked liberal
arts schools (List, 2000; Stock et al, 2000; Stock and Alston, 2000).
While candidates from top-ranked programs are often the more highly
attractive prospects, Middlebury also consciously searches for
stand-outs from the middle tiers. We specifically look for bright,
well-trained candidates who may have attended a lower ranked school for
reasons that are irrelevant to us because such niche candidates are
likely to be undervalued by the market.
This information about demander's selection process leads to
our first piece of advice to suppliers: Apply to jobs for which you have
a reasonable chance of getting.
In our view, at least one half of the candidates should not have
applied since their chance of being hired was essentially zero. (9)
Candidates should use the placements of recent alumni as a guide.
Alternatively, candidates should look at the graduate schools attended
by faculty at the institutions to which they are considering an
application. Since the application process is costly for applicants,
candidates should spend more time tailoring their applications to the
institutions where they have the greatest chance of being hired (e.g.
contacting potential collaborators at those departments, identifying
courses that would complement the department's current offerings,
etc.).
The next step in the process was to narrow the group down again
("round two"). This was done by members of the department
interested in reviewing the remaining 256 files. (10) Each individual
was free to choose candidates on whatever criteria they wanted, and they
were asked to come to a meeting with a list of favored candidates. At
the end of round two, the department identified 69 viable candidates
(less than 20% of the full pool). Surprisingly, there was very little
dispute at this stage. The 187 candidates eliminated during round two
tended to have less than superb teaching records, weaker letters of
recommendation, poorly written job market papers, little chance of
completing their dissertation by start of the next academic year, or a
combination of the above. We also eliminated marginal candidates whose
files were incomplete (particularly those without the requested essay on
teaching or whose teaching essay did not demonstrate a concern for
teaching and students). (11) Again, as Table 1 indicates, candidates
rejected in both rounds one and two disproportionately graduated from
lower ranked programs; by the end of round two, 47% of top 10 graduates
were eliminated compared to 92% of applicants from programs outside the
top 50.
This leads to further advice regarding the application process:
If you have below-average teaching evaluations, think twice before
sending applications to institutions that emphasize teaching as well as
research (i.e. those with teaching loads of 2-2 or more).
Edit your job market papers carefully. If English is a second
language, rely on the academic writing center or peer editors to polish
your final draft. This is particularly important for applicants to
liberal arts colleges where faculty are expected to contribute to
first-year seminars and core courses that emphasize writing.
Don't use a generic cover letter; one size does not fit all.
Target each cover letter to the institution to which you are applying
(e.g. mentioning your desire to teach graduate courses or work with PhD
students signals a poor fit with an undergraduate institution.)
Be sure to complete your application. Candidates with incomplete
files are easily eliminated. (12)
In "round three," we divided the remaining applicants
into three groups: candidates that all agreed were strong and should be
interviewed; candidates that two or more members felt should be
interviewed, and candidates that one member of the department felt
should be interviewed. Despite the lack of any stated criteria, almost
all members of the department agreed on about 15 top candidates. There
were another 30 candidates with two or more votes, and another 25 with
one department member's recommendation. Nearly all of these
candidates had strong teaching evaluations, impressive letters of
recommendation, clever and well-written job market papers and complete
files.
Numerous criteria aided in the selection of thirty candidates to
interview. For example, did the applicant attend or express interest in
a liberal arts college; or, did the advisors suggest that this applicant
was an ideal match for a top liberal arts college? (If not, the
candidate most likely prefers a research institution with lighter
teaching loads and readily available graduate assistants.) Can the
candidate teach a course not already offered by existing faculty? (While
this was an "any field" search, a slight advantage was given
to candidates who would diversify our course offerings.) Did the
candidate express a geographic preference for rural Vermont? (Middlebury
College is located in a town with a population of 8000 and limited
opportunities for spousal employment; we gave candidates with stated
preferences for Middlebury, Vermont careful consideration.)
While we carefully considered each candidate, department members
were especially interested in female candidates because of the shortage
of women in the department and the desire to increase the number of
female faculty mentors. Thus, while we would always choose the strongest
candidate, if we found two candidates equal, we would choose the woman
candidate. Additionally, we had a strong preference for increasing the
ethnic and racial diversity of the department, so minority candidates
(when identified), were given careful consideration.
After evaluation of teaching potential, research ability, and
overall fit with Middlebury, the department voted to interview 29
candidates at the AEA meetings. 48% were from top 10 graduate programs
and 83% were women. Nearly all fields were represented. Among the 29
candidates invited for an interview, four declined, citing a full
interview schedule, strong geographical preferences and/or spousal
employment concerns.
IV. The Interview
We scheduled twenty-five interviews over two days. Eight department
members participated in the process, with one member in attendance for
all twenty-five interviews. We reserved a large suite both to avoid the
awkwardness of interviewing in a bedroom and to easily accommodate three
to four interviewers and a job candidate. Booking the more expensive
suite had a seemingly high return; several female candidates expressed
relief upon entering our suite and described the discomfort of sitting
on a bed facing three or four (often male) interviewers. For similar
reasons, we also ensured that a female faculty member was present in all
interviews of female candidates.
Our goal in the interview process was to narrow the field down to
two or three candidates with active, interesting and long-term research
agendas, charismatic personalities, clear presentation skills and a
preference for liberal arts colleges in rural areas ("round
four"). At this point, the signaling game, inherent in all markets
with imperfect information, intensified. We started every interview with
questions about the candidate's research. This not only signaled
that Middlebury was a research-focused liberal arts college; it also
allowed us to assess the candidate's ability to convey technical
information clearly and concisely. Typically, we complimented the
candidate on their job market topic and then asked the following
questions:
Where do you plan to submit your job market paper?
We relied on this question to learn about the candidates'
expectations for publication and whether the job market paper was ready
for submission. Somewhat surprisingly, nearly all candidates planned to
send their paper to the American Economic Review. In a few select cases,
this was a realistic destination, but for the large majority of
candidates, a top field journal would have been the more appropriate
answer. Candidates who answered "I haven't thought about
it" or "I don't know" signaled that either their
papers were not ready for submission or they had not given consideration
to appropriate outlets for their research. Those who replied "My
advisor hasn't told me yet" revealed a heavy dependence on
their advisor for direction.
What do you expect the referees at journal X will say?
This seemingly straightforward follow-up question surprised many
candidates. One candidate's response was, "Wow, do you really
expect me to tell you everything that is wrong with my job market
paper?" No, we wanted candidates to discuss the strengths and
weaknesses of their paper without relying on the scripted job market
speech. The most successful candidates used this question to clearly
articulate their paper's contribution to the literature, identify
potential limitations of their work, and suggest extensions for future
work.
What will your research agenda look like in 5 years?
Candidates who successfully answered this question signaled a clear
direction for their research and an active agenda beyond the publication
of their dissertation. This question separated the graduate students
from the soon-to-be assistant professors.
Turning now to teaching, what courses would you like to teach ?
In answering this question, candidates typically listed three or
four standard courses. When pressed to discuss their "dream
course," the most successful candidates enthusiastically described
courses not currently offered by our department (e.g. program
evaluation; economics of gender, race, and class; economics of the law;
economics of poverty; public choice). It was clear that they had
researched our current offerings and used this question to signal strong
teaching complementarities. The candidate who described the graduate
seminars she wanted to teach demonstrated a blatant lack of research of
our institution (Middlebury College has no graduate program in
economics).
What, in particular, attracted you to Middlebury College?
Answers to this question revealed a candidate's level of
interest in Middlebury College. Candidates who struggled with this
question signaled little interest in the job. Those who successfully
answered this question identified particular department members with
whom to collaborate, specific interdisciplinary programs with which to
affiliate, a strong preference for a research-focused liberal arts
college like Middlebury, etc.
Do you have any questions for us about Middlebury?
This standard question allowed the candidate to ask specific
questions about the position. It also revealed whether the candidate had
researched the institution prior to the interview. We were most
impressed by candidates who asked specific questions about Middlebury
(e.g. "I understand you have a January term, can you tell me about
the types of courses that are best taught in four weeks?"); or by
candidates that relied on this question to reinforce their strengths
(e.g. "I recently coauthored a paper with one of my undergraduate
students and was happy to see that several of your working papers are
faculty-student collaborations. How often do these opportunities arise
and does the college value papers co-authored with students?").
Needless to say, we were least impressed by candidates who asked generic
questions applicable to any institution or that could be answered by a
quick visit to the department or college website (e.g. "how large
is the department?," "is there a graduate program?,"
etc.).
Is there anything you would like us to know that is not on your CV
or in your application?
This exit question gave candidates one final opportunity to signal
the strength of their match with Middlebury. While many candidates
answered "no" to this question, the candidates with the
greatest interest in Middlebury College responded with comments such as
"I am most interested in research-focused liberal arts colleges and
Middlebury College is my top choice," "Middlebury is ideal for
me as I have family in the area," "I am an avid skier and snow
country appeals to me," "My spouse is self-employed so we have
the luxury of not worrying about joint job searches and we love rural
areas".
Body language and engagement with the interviewers also served as
important signals. The candidate who continuously looked at his watch
was not highly regarded, (13) nor was the candidate who flirtatiously directed all her answers to the two male interviewers, completely
ignoring the women in the room. In the latter case, not only was the
candidate's behavior offensive, it raised concerns about
differential treatment of male and female students in her classes.
V. Narrowing the field again:
Selecting candidates for a campus visit
Surprisingly, it was fairly easy to select candidates for a campus
visit. A handful of candidates demonstrated interesting and long-term
research agendas, charismatic personalities (i.e. outgoing, articulate,
with a good sense of humor), strong teaching records and a preference
for liberal arts colleges in rural areas. These candidates also behaved
more like assistant professors than graduate students; they were
obviously prepared to conduct independent scholarly research and command
a classroom on their own.
Given the speed with which the market clears, we scheduled our top
three candidates for campus visits within the month (no candidates
decline our invitation for campus visit). We also informed about five
other short-listed candidates of our continued interest and requested
that they inform us if faced with a comparable job offer.
VI. The Campus Visit
Most campus visits are scheduled between January and March. They
allow other colleagues and administrators to get to know the candidate
and also provide an opportunity for department members to sell the
institution to top applicants. While candidates are learning about
salary, benefits, promotions, research resources, teaching loads, etc.,
interviewers are assessing the candidate's fit with the institution
(e.g.. will this candidate be an enjoyable colleague? how will (s)he
contribute to department activities? how interested is the candidate in
this job?) A two-day campus visit to Middlebury typically involves
individual (thirty minute) interviews with department members and
administrators, lunch with students, dinner with department members and
an academic job talk open to the college community.
The most important aspect of the campus visit is the job talk. The
candidate to whom we extended our offer stood out among her competitors.
She charismatically engaged the audience, convinced us of the importance
of her research, demonstrated a strong command of the relevant
literature and clearly presented key concepts and empirical results; her
slides were clear and concise; her performance was polished and she
included sufficient time for questions (which she answered easily and
successfully). Aware that both students and administrators would be
attending her seminar, she used the opportunity to demonstrate her
strong ability to explain technical concepts to non-economists.
This leads to some advice about the seminar:
Know your audience. If there will be students or non-economists in
the audience, tone down the pyrotechnics. Failure to do so signals
either little interest in engaging the audience, or an inability to
convey technical concepts to non-professionals.
Practice your job talk to ensure that you stay within the allotted time and always leave sufficient time for questions. It is during the
Q&A (more than the canned lecture), that department members assess
the breadth and depth of your knowledge and your ability to field
questions of all types. Presenting at a professional conference before
the opening of the job market will provide you with hints of typical
questions or discussion points.
VII. The Offer
After completion of the three campus visits, the department met to
decide to whom we would like to extend an offer. Actually, technically,
we were simply recommending to the administration to whom we would like
to extend an offer, as the administration had the final say on hiring.
At Middlebury, all the negotiations about the offer, including pay,
start up funds, moving allowances, and the like, are also handled by the
administration.
In making an offer we had to decide how long to give the candidate
to decide. That decision is discussed in the department but is actually
made by the administration. In this case, we recommended a short time
period--one week--since we felt that we had more than one excellent
candidate, and did not want to lose another candidate as we were waiting
for the candidate to decide. Given this situation we gave her one week
to accept the offer and she did, with a slight extension given by the
administration to allow some additional negotiations.
The structure of offers presents problems for candidates. While
candidates would prefer to receive all job offers simultaneously, the
PhD market rarely affords sellers that luxury. Campus visits are
scheduled over a six to eight week period, and offers are typically
extended within days of a fly-out. Since most offers are only binding
for a week or two, candidates often have to respond before all job
options are known. Not surprisingly, this leads candidates to
strategically schedule their most preferred campus visits first. (14)
Buyers, aware of the sequential nature of offers and the speed with
which the market clears, also tend to schedule their top candidates
first, although scheduling difficulties frequently arise. However, like
Middlebury, schools generally inform candidates close to the top of
their rankings that they are highly ranked and ask that they inform them
of any offers, or any invitations to a nearby school, upon which a visit
might be piggy-backed.
IX. Conclusion
Job markets are often somewhat opaque and are inevitably stressful.
We hope the information provided in this article will make it somewhat
less opaque, and helps to reduce that stress for job seekers. While it
is only a single case study of one school's experience, we believe
that the advice to job seekers that we distilled from it carries through
to a wider variety of schools.
References
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Notes
(1.) Other sources include The Economist magazine and the Chronicle of Higher Education.
(2.) Stock et al (2000) report that 20% of hiring departments
scheduled an interview as a result of these lists.
(3.) Among the 2001-2002 Economics PhD graduates, roughly 60%
secured academic jobs, 10% entered the private sector and 16% were
employed by the government (Siegfried and Stock, 2004).
(4.) Typically, fewer than 10% of job openings are advertised as
"any field" (Cawley, 2004).
(5.) Some "any fields" listings are actually looking for
a specific field, but the demanders want to survey the market.
(6.) Nine of these were from top ten US News and World Report
graduate schools.
(7.) In 2003, nearly 30% of PhD recipients were female and 40% of
new hires at non-PhD granting institutions were female (Cawley, 2004).
(8.) Others in the department were free to pull anyone in the
initial rejected pile into the possible pile, but after a few colleagues
did random samples of the rejected group, and no changes were made, all
accepted his assessment.
(9.) Stock et al (2000) found that 78% of departments reported
receiving a high percentage of applications from unqualified applicants;
more specifically, those departments estimated that an average of 52% of
their applicants could be rejected after a cursory examination.
(10.) More than two-thirds of the department participated in this
round.
(11.) Stock et al (2000) found that 13% of departments eliminated
candidates with incomplete files.
(12.) We did not immediately eliminate all candidates whose letters
of reference were missing. Some otherwise highly promising candidates
were given extra time to contact advisors and complete their files.
(13.) This leads to additional advice: schedule enough time between
interviews to ensure adequate travel and preparation time (15-30
minutes).
(14.) The disadvantage of this strategy is that candidates forego
the benefits of learning-by-doing (i.e. scheduling the less preferred
institutions first).
by Jessica Holmes and David Colander *
* The authors are both professors of economics at Middlebury
College. We would like to thank John Cawley, John Siegfried and Michael
Szenberg for helpful comments on an earlier draft of this article. Dept.
of Economics, Middlebury College Middlebury, Vermont 05753. E-mail:
Colander@ Middlebury.edu.
TABLE 1.
Percent eliminated, by round (rows sum to approximately 100%)
(Cumulative percentage in parentheses)
Round 1 Round 2 Round 3
Graduate "Initial "Secondary
School "Chair Department Department
Ranking Screening" Screening" Screening"
Top 10 8% 39% 21%
(8%) (47%) (68%)
Top 11-25 26% 48% 11%
(26%) (74%) (85%)
Top 26-50 28% 58% 10%
(28%) (86%) (96%)
Top 50 plus 43% 49% 5%
(43%) (92%) (97%)
Round 4 Round 5
Graduate
School "Post ASSA "Post Campus
Ranking Interview" Fly-out"
Top 10 29% 2%
(98%) (100%)
Top 11-25 14% 1%
(99%) (100%)
Top 26-50 4% 0%
(100%) (100%)
Top 50 plus 2% 0%
(100%) (100%)