In recruitment, the multiple mini-interview (MMI)
[Eva KW, Reiter HI, Rosenfeld J, Norman GR. An admissions OSCE: the multiple mini-interview. ]Medical education
Medical education is vocational education, education related to the practice of being a medical practitioner, including the initial training to become a physician (i.e., medical school and internship (medical), internship) and additional trainin ...
, 38:314–326 (2004). is an interview format that uses many short independent assessments, typically in a timed circuit, to obtain an aggregate score of each candidate's
soft skills
Soft skills, also known as power skills, common skills, essential skills, or core skills, are psychosocial skills generally applicable to all professions. These include critical thinking, problem solving, public speaking, professional writing, t ...
. In 2001, the
McMaster University Medical School
The Michael G. DeGroote School of Medicine, known as the McMaster University School of Medicine prior to 2004, is the medical school of McMaster University in Hamilton, Ontario, Hamilton, Ontario, Canada. It is operated by the McMaster Faculty of ...
began developing the MMI system, to address two widely recognized problems. First, it has been shown that traditional interview formats or simulations of educational situations do not accurately predict performance in medical school. Secondly, when a licensing or regulatory body reviews the performance of a physician subsequent to patient complaints, the most frequent issues of concern are those of the non-cognitive skills, such as
interpersonal skills
A social skill is any competence facilitating interaction and communication with others where social rules and relations are created, communicated, and changed in verbal and nonverbal ways. The process of learning these skills is called socia ...
, professionalism and ethical/moral judgment. Since its formal introduction at
McMaster University Medical School
The Michael G. DeGroote School of Medicine, known as the McMaster University School of Medicine prior to 2004, is the medical school of McMaster University in Hamilton, Ontario, Hamilton, Ontario, Canada. It is operated by the McMaster Faculty of ...
in 2004, it has been adopted by medical, dental, pharmacy, and veterinary schools around the world.
Introduction
Interviews have been used widely for different purposes, including assessment and recruitment. Candidate assessment is normally deemed successful when the scores generated by the measuring tool predict for future outcomes of interest, such as job performance or job retention.
Meta-analysis
Meta-analysis is a method of synthesis of quantitative data from multiple independent studies addressing a common research question. An important part of this method involves computing a combined effect size across all of the studies. As such, th ...
of the
human resource literature has demonstrated low to moderate ability of interviews to predict for future job performance.
How well a candidate scores on one interview is only somewhat correlated with how well that candidate scores on the next interview. Marked shifts in scores are buffered when collecting many scores on the same candidate, with a greater buffering effect provided by multiple interviews than by multiple interviewers acting as a panel for one interview.
The score assigned by an interviewer in the first few minutes of an interview is rarely changed significantly over the course of the rest of the interview, an effect known as the
halo effect
The halo effect (sometimes called the halo error) is the tendency for positive impressions of a person, company, country, brand, or product in one area to positively influence one's opinion or feelings. The halo effect is "the name given to the p ...
.
Therefore, even very short interviews within an MMI format provide similar ability to differentiate reproducibly between candidates.
Ability to reproducibly differentiate between candidates, also known as overall test reliability, is markedly higher for the MMI than for other interview formats.
This has translated into higher
predictive validity In psychometrics, predictive validity is the extent to which a score on a scale or test predicts scores on some criterion measure.
For example, the validity of a cognitive test for job performance is the correlation between test scores and, for ...
, correlating for future performance much more highly than standard interviews.
[Eva KW, Reiter HI, Trinh K, Wasi P, Rosenfeld J, Norman GR. "Predictive validity of the multiple mini-interview for selecting medical trainees. Accepted for publication January 2009 in Medical Education.]
History
Aiming to enhance predictive correlations with future performance in medical school,
post-graduate
Postgraduate education, graduate education, or graduate school consists of academic or professional degrees, certificates, diplomas, or other qualifications usually pursued by post-secondary students who have earned an undergraduate (bachelor' ...
medical training, and future performance in practice, McMaster University began research and development of the MMI in 2001. The initial pilot was conducted on 18
graduate students
Postgraduate education, graduate education, or graduate school consists of academic or professional degrees, certificates, diplomas, or other qualifications usually pursued by post-secondary students who have earned an undergraduate (bachelor' ...
volunteering as "medical school candidates". High overall test reliability (0.81) led to a larger study conducted in 2002 on real medical school candidates, many of whom volunteered after their standard interview to stay for the MMI. Overall test reliability remained high,
and subsequent follow-up through medical school and on to national licensure examination (Medical Council of Canada Qualifying Examination Parts I and II) revealed the MMI to be the best predictor for subsequent clinical performance,
professionalism,
and ability to communicate with patients and successfully obtain national licensure.
Since its formal inception at the
Michael G. DeGroote School of Medicine at McMaster University in 2004, the MMI subsequently spread as an admissions test across medical schools, and to other healing arts disciplines. By 2008, the MMI was being used as an admissions test by the majority of medical schools in Canada, Australia, Israel, and Brunei. Also in 2008, a pilot test was conducted with the tool at the
University of Cincinnati College of Medicine, and went live in the fall of that year, as the first implementation of MMI at a medical college in the United States; additional medical schools in the country have since adopted the process.
These lead to the development of a McMaster spin-off company, APT Inc., to commercialize the MMI system. The MMI was branded as ProFitHR and made available to both the academic and corporate sector.
By 2009, the list of other disciplines using the MMI included schools for
dentistry
Dentistry, also known as dental medicine and oral medicine, is the branch of medicine focused on the Human tooth, teeth, gums, and Human mouth, mouth. It consists of the study, diagnosis, prevention, management, and treatment of diseases, dis ...
,
pharmacy
Pharmacy is the science and practice of discovering, producing, preparing, dispensing, reviewing and monitoring medications, aiming to ensure the safe, effective, and affordable use of medication, medicines. It is a miscellaneous science as it ...
,
midwifery
Midwifery is the health science and health profession that deals with pregnancy, childbirth, and the postpartum period (including care of the newborn), in addition to the sexual and reproductive health of women throughout their lives. In many cou ...
,
physiotherapy
Physical therapy (PT), also known as physiotherapy, is a healthcare profession, as well as the care provided by physical therapists who promote, maintain, or restore health through patient education, physical intervention, disease preventio ...
and
occupational therapy
Occupational therapy (OT), also known as ergotherapy, is a healthcare profession. Ergotherapy is derived from the Greek wiktionary:ergon, ergon which is allied to work, to act and to be active. Occupational therapy is based on the assumption t ...
,
veterinary medicine
Veterinary medicine is the branch of medicine that deals with the prevention, management, medical diagnosis, diagnosis, and treatment of disease, disorder, and injury in non-human animals. The scope of veterinary medicine is wide, covering all a ...
,
ultrasound
Ultrasound is sound with frequency, frequencies greater than 20 Hertz, kilohertz. This frequency is the approximate upper audible hearing range, limit of human hearing in healthy young adults. The physical principles of acoustic waves apply ...
technology,
nuclear medicine
Nuclear medicine (nuclear radiology, nucleology), is a medical specialty involving the application of radioactivity, radioactive substances in the diagnosis and treatment of disease. Nuclear imaging is, in a sense, ''radiology done inside out'', ...
technology,
X-ray
An X-ray (also known in many languages as Röntgen radiation) is a form of high-energy electromagnetic radiation with a wavelength shorter than those of ultraviolet rays and longer than those of gamma rays. Roughly, X-rays have a wavelength ran ...
technology,
medical laboratory
A medical laboratory or clinical laboratory is a laboratory where tests are conducted out on clinical specimens to obtain information about the health of a patient to aid in diagnosis, treatment, and prevention of disease. Clinical medical labor ...
technology,
chiropody,
dental hygiene, and postgraduate training programs in dentistry and medicine.
MMI procedure
# Interview stations – the domain(s) being assessed at any one station are variable, and normally reflects the objectives of the selecting institution. Examples of domains include the "soft skills" – ethics, professionalism, interpersonal relationships, ability to manage, communicate, collaborate, as well as perform a task. An MMI interview station takes considerable time and effort to produce; it is composed of several parts, including the stem question, probing questions for the interviewer, and a scoring sheet.
# Circuit(s) of stations – to reduce costs of the MMI significantly below that of most interviews,
[Rosenfeld J, Eva KW, Reiter HI, Trinh K. A Cost-Efficiency Comparison between the Multiple Mini-Interview and Panel-based Admissions Interviews. Advanced ]Health science
The following outline is provided as an overview of and topical guide to health sciences:
Health sciences – those sciences that focus on health, or health care, as core parts of their subject matter. Health sciences relate to multiple ...
Education Theory Pract. 2008 Mar;13(1):43–58 the interview "stations" are kept short (eight minutes or less) and are conducted simultaneously in a circuit as a bell-ringer examination. The preferred number of stations depends to some extent on the characteristics of the candidate group being interviewed, though nine interviews per candidate represents a reasonable minimum.
The circuit of interview stations should be within sufficiently close quarters to allow candidates to move from interview room to interview room. Multiple parallel circuits can be run, each circuit with the same set of interview stations, depending upon physical plant limitations.
# Interviewers – one interviewer per interview station is sufficient.
In a typical MMI, each interviewer stays in the same interview throughout, as candidates rotate through. The interviewer thus scores each candidate based upon the same interview scenario throughout the course of the test.
# Candidates – each candidate rotates through the circuit of interviews. For example, if each interview station is eight minutes, and there are nine interview stations, it will take the nine candidates being assessed on that circuit 72 minutes to complete the MMI. Each of the candidates begins at a different interview station, rotating to the next interview station at the ringing of the bell.
# Administrators – each circuit requires at least one administrator to ensure that the MMI is conducted fairly and on time.
Utility of the MMI
Test security breaches tend not to unduly influence results.
While the creators of the test claim that sex of candidate and candidate status as under-represented minority tends not to unduly influence results,
independent research has demonstrated that the MMI causes both gender and socioeconomic
bias. Although some research have suggested that preparatory courses taken by the candidate tend not to unduly influence results,
such research has not been duplicated and further research has to be done to make any scientifically sound argument for or against preparatory courses. Furthermore, such research must be designed to directly examine the efficacy of leading preparatory companies' courses rather than general evaluation. Although, it may be argued that all the validation so far has been done by McMaster and/or its affiliated company which constitute a conflict of interest and any result must be interpreted with caution. However, it is worth noting that MMI performance can be compromised by introversion.
See also
*
Objective structured clinical examination
References
{{reflist
Interviews
Recruitment
University and college admissions