WHAT IS A BETTER PREDICTOR OF ACADEMIC SUCCESS IN AN MBA PROGRAM: WORK EXPERIENCE OR THE GMAT?
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1 WHAT IS A BETTER PREDICTOR OF ACADEMIC SUCCESS IN AN MBA PROGRAM: WORK EXPERIENCE OR THE GMAT? Michael H. Deis, School of Business, Clayton State University, Morrow, Georgia 3060, (678) , [email protected] Reza Kheirandish, School of Business, Clayton State University, Morrow, GA 3060, (678) , [email protected] ABSTRACT The goal of this study was to determine if work experience might e a etter predictor of success in the MBA program than a Graduate Management Admission Test (GMAT) score y examining how successful students have een in an MBA program in a suuran metropolitan university. Success in the MBA program was measured y overall GPA for students completing the program. The study also examined the enefits of offering a GMAT Waiver to individuals with significant and leadership experience. Other characteristics, such as age, gender, race, undergraduate GPA and undergraduate upper division GPA were also studied. Preliminary results indicated that signific ant leadership and administrative work experience were a etter predictor than GMAT scores in predicting the overall success of students enrolled in an MBA program. There appeared to e very little correlation etween GMAT scores and the overall GPA that students received in the program. The study should e eneficia l to universities considering the criteria on which to place the most emphasis when making admissions decisions. Included in the paper will e a discussion of alternatives to offering the GMAT. REVIEW OF THE LITERATURE In a part-time program such as the one eing studied in this paper, students are often older and have more significant leadership and management work experience than students admitted to a traditional MBA program. To maximize the numer of admittances and improve the retention and graduation rates, it is important that those involved with the administration of MBA programs understand the likely predictors of graduate student performance to e ale to make quality admission choices (Sulaiman and Mohezar, 006). More and more schools have recognized that the GMAT, including the GMAT Analytical Writing Assessment (AWA), should e waived for individuals with significant work experience (Braunstein, 009). Fish and Wilson (009) indicated that there also are other differences in factors, such as age, in predicting graduate performance in a part-time MBA compared to a one-year MBA program. This should 1
2 e of particular interest to Clayton State University (CSU), ecause its 0 month program is geared towards working professionals. Sulaiman and Mohezar (006) stated that the majority of graduate department admission committees compare total work experience and undergraduate GPA when making an admittance decision. The article y Sulaiman and Mohezar (006) gave six hypothesis, one of which stated: H 1 : Work experience will predict student performance. They concluded that, Those with longer previous work experience may more readily see the relevance of the management concepts taught. Thus, they would likely perform etter than those with less work experience. Some leading schools, such as Northwestern University s Kellogg School of Management, now ase their enrollment on undergraduate academic records and work experience (Jones, 005). As Kellogg s Julie Jones indicated in a 005 Business Week article, it does not make a lot of sense to require the Chief Financial Officer of an organization, who had an undergraduate GPA of 3.7 as an accounting major, to take the GMAT. Jones (005) added that Kellogg places a major emphasis on the value and range of work experience that applicants can ring to the program. Many executive MBA programs now waive the GMAT exam (Gloeckler, 005). In fact, in 005, only 1 of Business Week s top 5 MBA programs required the GMAT. Aout one-third of the applicants for the North Carolina Kenan-Flagler Business School opted for a GMAT waiver instead of taking the GMAT (Gloeckler, 005). Among the issues that need to e addressed are the standards for granting a GMAT waiver (i.e., not requiring the GMAT) and the requirement of the Analytical Writing Assessment (AWA) when a GMAT waiver is granted. In an MBA program for working professionals, such as the one at CSU, work experience might e a etter predictor of success in the MBA program than the GMAT score or undergraduate work experience (Adams, 000). Adams (000) also indicated that work experience appears to e a etter predictor of success for MBA students than even the GMAT or undergraduate GPA. He reached this conclusion y using ANOVA analysis and pointed out that the percentage of MBA having significant work experience has risen over time. It must e noted that, ased on conflicting evidence aout the GMAT as a predictor of success in MBA programs, the AACSB has stopped requiring GMAT scores for admissions into many types of MBA programs. In addition, previous research has also shown that some characteristics such as race and gender might affect the predictive validity of GMAT (Gropper, 007). David Gropper was the assistant dean and executive director of Auurn s MBA program when Auurn s MBA was ranked 6 th of the nation s pulic institutions (Granger, 005). He found that other factors, such as sustantial career advancement, are etter predictors of success in MBA programs. He also indicated that factors such as loyalty, staility, and time management may e etter predictors of success in usiness and therefore in a non-traditional MBA program. In another significant article, Rogers and Rjntner (001) stated that the GMAT Analytical Writing Assessment (AWA) gave no indication of a writer s needs, and that the actual essays did not represent the type of content that MBA students usually had in their writing assignments. Rogers and Rjntner (001) also pointed out that usiness school assignments usually concentrate on relevant usiness topics such as employees, co-workers, consumers, investors, and the macro community, whereas the AWA is more of an analytical writing associated with the academic environment. As shown in Tale 1 (GMAC, 008), as the age of applicants increases, the mean GMAT scores decrease, indicating that age is apparently an important factor. Many individuals in the CSU MBA program are over the age of 40.
3 Tale 1: Comparison of different age groups on the GMAT Age Mean GMAT Score 8 30 years old years old years old years old 485 (See GMAC, 008, Tale 5) Further, research indicated that there are usually signific ant differences, in terms of gender and sugroups, relevant to how well the different groups score on the GMAT. The data in Tale, shown elow, must then e considered. Tale : Comparison of different age groups on the GMAT in U.S. Sugroup U. S. Mean Total Score Men U.S. Mean Total Score Women White (non-hispanic) African American (See GMAC, 008, Tale 6) Based on the aove review of the literature, there appears to e evidentiary ground for not using or giving less weight to the GMAT variale when considering admitting decisions. There also appears to e evidentiary evidence indicating that other factors, such as race and gender, should e considered when reviewing the success of students in an MBA program. The literature appears to support the hypothesis. DESCRIPTION OF DATA Since Clayton State University egan its MBA program with an on-campus cohort in the fall, 007, 11 applicants have een admitted to the program. Sixty-one of those students completed their studies y the end of the summer term, 009. Of those, 31 graduated in the spring, 009, and another 30 graduated in the summer, 009. Cohort 1 egan in the fall, 007, with 35 students, and the GMAT was required. Thirty-one students graduated in the spring, and three of those students had a 4.0 overall GPA for the entire MBA program. The mean age of students in that cohort was 37. Cohort, another on-campus cohort, egan in the spring, 008, with 4 students, and 17 completed their studies in the summer, 009. Of that group, two students had an overall MBA GPA of 4.0 The mean age of that group was 31. Cohort 3, an off-campus cohort, also egan in the spring, 008, with 14 students. One withdrew ecause of the death of her husand, ut 13 completed their studies in the summer of 009. The mean age of that group was 43. Of those 13, the GMAT was waived for 1 of them ased on their work experience. The waivers were granted to individuals who had significantly increasing managerial responsiilit ies at a highly responsile level within an organization or to individuals who own their own usinesses. Six of the 1 students receiving GMAT waivers completed their studies in the summer, 009, with a 4.0 overall 3
4 GPA in the MBA Program. Comparative Descriptive Data for the three cohorts is indicated in Tale 3 elow. Tale 3: Comparative Data for Students Completing Studies y Summer, 009 Area Cohort 1 Cohort Cohort 3 Comined Cohorts Numer of Students Mean Overall MBA GPA Overall Undergraduate GPA * 3.1* Upper Division Undergraduate GPA * 3.9* GMAT Mean ** 444** Race (# of white students) Gender (# of female students) Age (at the start of MBA program) *Undergraduate overall and upper level GPA for one student was not availale **In cohort 3, GMAT scores for all students with GMAT waiver except one were not availale. The GMAT score for that student was older than 5 years old and therefore was not considered for the analysis ut is used in calculating the mean. ANALYSIS Using a sample of the 61 recent graduates, the authors did a statistical analysis to determine (a) if work experience was a etter predictor of success in the MBA program than GMAT scores and () what other variales might predict success in the program. The authors thus studied the effects of characteristics such as gender, race, and age on success, as measured y overall graduate GPA. For cohorts and 3, which egan at the same time, took the courses in the same sequence, followed the same curriculum, and were taught y the same faculty, the only difference was that GMAT scores were required for cohort and GMAT waivers were availale for students in cohort 3. This will permit the authors to compare the two cohorts using two sample tests of our hypothesis. One would prefer to look at the regression analysis of the effect of GMAT on MBA overall GPA y adding GMAT waiver dummy variale and slope dummy. However, due to asence of GMAT score for those who used GMAT waiver, that analysis is not possile. Hence, the authors used the t-test function in Microsoft Excel to compare the mean of the two samples: The one with GMAT waiver and the one without. Here is the hypothesis: ì ï Ho : m m í Ha : m > m ïî 1 1 (1) where 1 m is the MBA GPA mean for the MBA students with GMAT waiver and m is the MBA GPA mean for the MBA students without GMAT waiver. The p-value for the test is very small ( ) which means we strongly reject the null hypothesis that those with GMAT waiver do worse than those without GMAT waiver. This also indicates that we have strong evidence that those with GMAT waiver do significantly etter than those without GMAT waiver. 4
5 After finding out that the group of students with GMAT waiver did etter in their MBA studies - as measured y overall MBA GPA authors tried to answer the following question: For the students without GMAT waiver, did GMAT score predict their success and was there any difference in their success ased on their overall undergraduate GPA, age, race, or gender? To answer this question authors ran the following regression: MBA GPA = + GMATTotalScore + UndergradGPA+ AgeatStart + White + Female () where variales White and Female are two dummy variales with values equal to one when the student s race and gender are white and female, respectively, and zero otherwise. The results of this regression analysis are reported in Tale 4: Tale 4: Determinants of Students MBA GPA Regression: MBA GPA constant GMAT Total Score Undergrad GPA Age at start white female Coefficient std error of coef t-ratio Significance 0.00% 95.79% 14.55% 5.31%.08% 17.63% eta-weight standard error of regression R 8.83% adjusted R 0.56% numer of oservations 49 residual degrees of freedom 43 t-statistic for computing 95%-confidence intervals.0167 The adjusted R indicates that aout 0% of the variation in dependent variales can e explained y variations in independent variales. The coefficients for all variales except race (dummy variale White) are insignificant. When authors examined simple regression model with only GMAT score as independent variale the adjusted R was only 3% and coefficient for GMAT score was insignificant. This suggests little or no connection etween GMAT scores and success in MBA program as measured y MBA GPA. A closer look at scatter plot of MBA GPA vs. GMAT scores also suggests that there is no connection etween MBA success and GMAT scores (Figure 1). There is no evidence that MBA GPA as a measure of success and GMAT are linearly related. Figure depicts the plot of residuals of the regression model against the predicted values of MBA GPA. 5
6 Figure 1: Scatter plot of MBA GPA vs. GMAT scores Figure : Scatter plot of MBA GPA vs. GMAT scores 6
7 SUMMARY AND REFLECTION Although the study involves a small numer of individuals, it appears that work experience is a etter predictor of the overall GPA in an MBA program than the GMAT exam. The CSU study confirms this, as did the study y Gropper (007). The CSU study confirmed that there appears to e evidentiary grounds for not using or giving less weight to the GMAT variale when considering admitting decisions. This initial study appears to indicate this university must thoroughly consider the positive effects of considering work experience as it relates to overall performance in an MBA program. The university must still, however, have a means of knowing the skills of students with significant work experience. One possile solution would e to offer a provisional acceptance for those qualifying for GMAT waivers, and to then require an in-depth writing assignment in the first course that the students took in an MBA program. By offering provisional entry, MBA candidates will e given the chance to prove they can perform at the MBA level. Since the GMAT is possily not as good a predictor as work experience, having an in-depth writing assessment in the first MBA course would still identify any writing weaknesses that students might have. MBA students take learning seriously and actively seek tutorial help when needed. By having the in-depth writing assignment, students could still e evaluated on their writing skills and given additional help. REFERENCES Adams, A., Hancock, T. (000). Work experience as a predictor of MBA performance. College Student Journal, 34 (). Braunstein, A. (009). Predicting performance in an MBA program. Fish, L. A., and Wilson, F., S. (009). Predicting performance of MBA students: Comparing the part-time MBA program and the one year program, College Student Journal, 43 (1). GMAC ( 008). Profile of Graduate Management Admission Test candidates: Five-year summary ( ). Graduate Management Admission Council, 1600 Tysons Blvd, Suite 1400, McLean, VA 10. Granger, David M. (005). Auurn MBA program ranked 6 th among pulic institutions y Fores. Auurn News. 9/6/05. Gropper, Daniel M. (007). Does the GMAT matter for executive MBA students? Some empirical evidence. Academy of Management Learning & Education, 6(), Jones, Julie C. (005). Looking eyond the GMAT. Business Week. August. Rogers, P., & Rjntner, J. (001). Analytical tools to facilitate transitions into new writing contexts: A communicative perspective. The Journal of Business Communication. 38(), April, Sulaiman, A., and Mohezar, S. (006). Student success factors: Identifying key predictors. Journal of Education for Business. July/August, 006,
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