Manajemen | Fakultas Ekonomi Universitas Maritim Raja Ali Haji joeb.83.2.101-109

Journal of Education for Business

ISSN: 0883-2323 (Print) 1940-3356 (Online) Journal homepage: http://www.tandfonline.com/loi/vjeb20

Measuring Assurance of Learning at the Degree
Program and Academic Major Levels
Leisa Lynn Marshall
To cite this article: Leisa Lynn Marshall (2007) Measuring Assurance of Learning at the Degree
Program and Academic Major Levels, Journal of Education for Business, 83:2, 101-109, DOI:
10.3200/JOEB.83.2.101-109
To link to this article: http://dx.doi.org/10.3200/JOEB.83.2.101-109

Published online: 07 Aug 2010.

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Measuring฀Assurance฀of฀Learning฀฀
at฀the฀Degree฀Program฀and฀฀
Academic฀Major฀Levels
LEISA฀LYNN฀MARSHALL฀
VALDOSTA฀STATE฀UNIVERSITY฀
VALDOSTA,฀GEORGIA฀

ABSTRACT.฀In฀this฀article,฀the฀author฀
examines฀the฀validity฀of฀performing฀assurance฀of฀learning฀(AOL)฀activities฀at฀the฀
degree฀program฀level฀(e.g.,฀bachelor’s฀
level)฀and฀the฀major฀level฀(e.g.,฀accounting,฀

finance).฀She฀examines฀3฀learning฀goals:฀
management-specific฀knowledge,฀problem฀
solving,฀and฀communication.฀The฀results฀
strongly฀suggest฀that฀the฀AOL฀activities฀
for฀the฀management-specific฀knowledgelearning฀goal฀occur฀at฀the฀major฀level.฀
However,฀program-level฀AOL฀activities฀are฀
appropriate฀for฀the฀communication-learning฀
goal.฀The฀evidence,฀although฀inconclusive,฀
indicates฀the฀need฀for฀AOL฀activities฀related฀
to฀the฀problem-solving฀learning฀goal฀at฀the฀
major฀level.
Keywords:฀assessment,฀assurance฀of฀learning,฀
business,฀learning฀objectives

Copyright฀©฀2007฀Heldref฀Publications



T


he฀ Association฀ to฀ Advance฀ Collegiate฀ Schools฀ of฀ Business—
International’s฀ (AACSB’s)฀ Eligibility฀
Procedures฀and฀Standards฀for฀Business฀
Accreditation฀ (Standards)฀ state฀ that฀
assurance฀ of฀ learning฀ (AOL)฀ activities฀
should฀ occur฀ on฀ a฀ program-wide฀ level.฀
AACSB฀ defines฀ program฀ as฀ a฀ degree฀
program฀(e.g.,฀undergraduate,฀master’s)฀
as฀ opposed฀ to฀ majors฀ within฀ a฀ degree฀
(AACSB,฀2003).
The฀ AOL฀ Standards฀ require฀ that฀
accredited฀ schools฀ assure฀ learning฀ in฀
general฀ and฀ management-specific฀
knowledge฀ and฀ skills.฀ More฀ specifically,฀ each฀ degree฀ program฀ must฀ document฀a฀curriculum-management฀process฀
that฀ includes฀ a฀ set฀ of฀ knowledge฀ and฀
skills-learning฀ goals,฀ measurement฀ and฀
analysis฀ of฀ students’฀ performance,฀ recommendations,฀ and฀ implementation฀ of฀
the฀ recommendations฀ that฀ assure฀ the฀
accomplishment฀ of฀ the฀ learning฀ goals.฀
The฀ Standards฀ further฀ state฀ that฀ if฀ students฀ fail฀ to฀ meet฀ the฀ learning฀ goals,฀

revisions฀to฀address฀the฀deficiency฀must฀
exist฀ (AACSB,฀ 2003).฀ These฀ revisions฀
may฀take฀the฀form฀of฀“changes฀in฀curricula,฀pedagogy,฀and฀teaching฀and฀learning฀materials”฀(AACSB,฀p.฀67).
The฀Standards฀do฀not฀require฀specific฀
courses,฀ knowledge,฀ or฀ skills฀ in฀ undergraduate฀ business฀ programs฀ but฀ do฀ provide฀ lists฀ of฀ general฀ and฀ management-฀
specific฀skills฀and฀knowledge฀that฀would฀
normally฀ appear฀ in฀ management฀ degree฀

programs.฀ A฀ list฀ of฀ “topics฀ typically฀
found”฀(AACSB,฀2003,฀p.฀71)฀in฀undergraduate฀ business฀ programs฀ contains฀
basic฀business฀knowledge฀found฀in฀most฀
business฀degree฀programs’฀core฀business฀
courses.฀The฀skills฀listed฀among฀the฀general฀ knowledge฀ and฀ skills฀ include฀ but฀
are฀ not฀ limited฀ to฀ communication฀ and฀
analytical฀thinking.฀
Although฀the฀AOL฀process฀applies฀to฀
separate฀degree฀programs฀as฀opposed฀to฀
“separate฀majors฀or฀concentrations฀within฀a฀degree”฀(AACSB,฀2003,฀p.฀59),฀the฀
literature฀ indicates฀ differences฀ between฀
majors฀ within฀ a฀ business฀ program฀ and฀

their฀ learning฀ preferences,฀ skills,฀ and฀
aptitudes.฀Recommended฀change฀in฀pedagogy฀or฀teaching฀and฀learning฀materials฀
to฀address฀deficiencies฀discovered฀during฀
the฀curriculum฀management฀process฀(i.e.,฀
AOL฀ activities)฀ may฀ be฀ appropriate฀ for฀
one฀major฀but฀not฀all฀majors.฀For฀example,฀the฀recommendation฀of฀an฀additional฀
math฀ course฀ may฀ not฀ be฀ necessary฀ for฀
economics฀majors.฀
Measurement฀and฀analysis฀at฀the฀degree฀
level฀ without฀ consideration฀ for฀ majors฀
present฀two฀potential฀dilemmas.฀First,฀the฀
majors฀with฀more฀students฀will฀weigh฀the฀
results฀ toward฀ their฀ abilities฀ and฀ knowledge฀ levels.฀As฀ such,฀ the฀ combined฀ data฀
might฀ conceal฀ strengths฀ or฀ weaknesses฀
of฀ the฀ students฀ within฀ particular฀ majors.฀
Data฀ skewed฀ toward฀ a฀ particular฀ major฀
creates฀the฀second฀dilemma:฀recommended฀ degree฀ program฀ changes.฀ Because฀ of฀
November/December฀2007฀

101


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differences฀in฀learning฀preferences,฀skills,฀
and฀ aptitudes,฀ changes฀ aimed฀ at฀ addressing฀ the฀ weakness฀ may฀ not฀ be฀ effective฀
across฀all฀majors.฀
Evidence฀ exists฀ in฀ the฀ literature฀ of฀
differences฀between฀majors฀with฀respect฀
to฀business฀core฀knowledge฀and฀various฀
skills฀ listed฀ in฀ the฀ Standards฀ among฀
seniors฀ in฀ a฀ business฀ capstone฀ course.฀
More฀ specifically,฀ the฀ majors฀ within฀ a฀
business฀ program฀ differ฀ with฀ respect฀
to฀students’฀quantitative฀analysis,฀teamwork,฀ and฀ analytical฀ thinking฀ skills.฀
However,฀ there฀ is฀ no฀ discussion฀ in฀ the฀
literature฀regarding฀the฀relations฀between฀
communications฀ skills฀ of฀ seniors฀ in฀
business฀ capstone฀ courses฀ and฀ majors.฀
However,฀researchers฀have฀noted฀a฀link฀
between฀ communication฀ performance฀

and฀apprehensions฀with฀written฀and฀oral฀
communication.฀
The฀ main฀ purpose฀ in฀ this฀ study฀ was฀
to฀ assess฀ the฀ validity฀ of฀ the฀ AACSB฀
requirement฀to฀assure฀learning฀of฀skills฀
and฀ knowledge฀ at฀ the฀ degree฀ program฀
level฀as฀opposed฀to฀majors฀within฀business฀ degree฀ programs.฀ More฀ specifically,฀this฀study฀extends฀the฀literature฀on฀
the฀ separate฀ evaluation฀ of฀ knowledge,฀
problem฀ solving,฀ and฀ communications฀
from฀different฀student฀bodies฀and฀evaluates฀all฀three฀of฀these฀characteristics฀for฀
one฀student฀body฀at฀one฀institution.฀
A฀second฀purpose฀of฀this฀study฀was฀to฀
add฀to฀the฀literature฀related฀to฀communication฀ performance.฀ This฀ study฀ contributes฀
empirical฀evidence฀to฀the฀communication฀
skills฀and฀knowledge฀literature฀associated฀
with฀ separate฀ majors฀ within฀ colleges฀ and฀
schools฀of฀business.฀The฀evaluation฀of฀separate฀majors’฀knowledge,฀problem฀solving,฀
and฀communication฀skills฀includes฀gender฀
and฀transfer-status฀effects.฀
Management-Specific฀Knowledge

Using฀ the฀ Educational฀ Testing฀
Service’s฀ (ETS)฀ Major฀ Field฀ Test฀ in฀
Business฀ (MFT-B),฀ several฀ researchers฀
have฀ provided฀ results฀ indicating฀ differences฀ in฀ management-specific฀ knowledge฀ among฀ business฀ majors.฀ Allen฀
and฀ Bycio฀ (1997)฀ revealed฀ differences฀
between฀ majors฀ and฀ scores฀ earned฀ on฀
the฀ MFT-B:฀ accounting฀ and฀ finance฀
majors฀ scored฀ significantly฀ higher฀ than฀
did฀management฀and฀marketing฀majors,฀
and฀management฀majors฀scored฀signifi102฀

Journal฀of฀Education฀for฀Business

cantly฀higher฀than฀did฀marketing฀majors.฀
Allen฀and฀Bycio฀also฀found฀that฀various฀
measures฀of฀grade฀point฀average฀(GPA),฀
including฀overall฀GPA,฀predicted฀MFT-B฀฀
scores฀and฀students’฀business฀GPA.
Black฀ and฀ Duhon฀ (2003)฀ measured฀
students’฀ majors฀ in฀ two฀ categories—฀

management฀and฀other฀business฀majors—฀
and฀ found฀ significant฀ correlations฀
between฀ major฀ and฀ students’฀ scores฀ on฀
the฀ MFT-B.฀ Subsequent฀ multivariate฀
regression฀ results฀ revealed฀ that฀ of฀ the฀
two฀majors,฀management฀majors฀scored฀
significantly฀ lower฀ on฀ the฀ MFT-B฀ than฀
did฀other฀business฀majors.฀Although฀they฀
did฀not฀present฀it฀as฀such,฀Langston฀and฀
Hamilton฀ (2005)฀ also฀ found฀ potential฀
differences฀on฀the฀MFT-B฀scores฀among฀
the฀majors฀within฀a฀college฀of฀business.
I฀ calculated฀ expected฀ values฀ for฀ the฀
Langston฀ and฀ Hamilton฀ (2005)฀ sample฀
on฀ the฀ basis฀ of฀ the฀ information฀ reported฀ on฀ 95฀ students.฀ The฀ average฀ scores฀
ranged฀ from฀ low฀ scores฀ of฀ 33.19฀ and฀
39.30฀ for฀ general฀ business฀ and฀ management฀ majors,฀ respectively,฀ to฀ high฀
scores฀ of฀ 48.64฀ and฀ 55.0฀ for฀ finance฀
and฀ accounting฀ majors,฀ respectively.฀ In฀ contrast,฀ Bagamery,฀ Lasik,฀ and฀
Nison฀(2005)฀divided฀their฀sample฀into฀

accounting฀ majors฀ and฀ other฀ and฀ did฀
not฀find฀significant฀differences฀between฀
majors฀on฀scores฀earned฀on฀the฀MFT-B.฀
Black฀and฀Duhon฀(2003)฀revealed฀that฀
MFT-B฀ scores฀ of฀ male฀ students฀ were฀
significantly฀ higher฀ than฀ were฀ those฀ of฀
female฀students.฀Bagamery฀et฀al.’s฀(2005)฀
original฀analysis฀concurred฀with฀the฀gender฀ effect฀ found฀ by฀ Black฀ and฀ Duhon,฀
but฀subsequent฀analysis฀produced฀a฀significant฀ interaction฀ between฀ gender฀ and฀
business฀ core฀ GPA,฀ thus฀ precluding฀ a฀
conclusion฀ regarding฀ the฀ gender฀ effect฀
alone.฀ Mirchandani,฀ Lynch,฀ and฀ Hamilton฀ (2001)฀ presented฀ evidence฀ of฀ the฀
significant฀effects฀of฀gender฀and฀transfer฀
status฀on฀MFT-B฀scores฀but฀did฀not฀report฀
possible฀ interaction฀ effects.฀ Allen฀ and฀
Bycio฀(1997)฀and฀Bagamery฀et฀al.฀found฀
no฀association฀between฀gender฀and฀MFTB฀scores.฀Bagamery฀et฀al.฀also฀found฀no฀
transfer฀effect฀on฀MFT-B฀scores.฀
Problem฀Solving฀and฀Quantitative฀
Analysis฀Skills

Murphy,฀ Doucette,฀ Kelleher,฀ and฀
Young฀ (1997)฀ found฀ that฀ information฀

processing฀ by฀ business฀ students฀ may฀
differ฀ between฀ the฀ majors฀ and฀ genders.฀ They฀ found฀ that฀ female฀ accounting฀ majors฀ are฀ more฀ field฀ independent฀ (greater฀ interest฀ in฀ analytical฀ and฀
abstract)฀ than฀ are฀ female฀ management฀
majors,฀and฀female฀management฀majors฀
are฀ more฀ field฀ dependent฀ (view฀ situations฀ holistically)฀ than฀ are฀ male฀ management฀ majors.฀ Pritchard,฀ Potter,฀ and฀
Saccucci฀(2004)฀found฀statistically฀better฀quantitative฀skills฀among฀accounting฀
and฀finance฀majors฀than฀among฀marketing฀and฀management฀majors.฀
Communication
Communication฀ apprehension฀ (CA)฀
is฀the฀level฀of฀fear฀experienced฀by฀individuals฀ in฀ situations฀ involving฀ writing฀
or฀ speaking.฀ More฀ specifically,฀ writing฀
apprehension฀ (WA)฀ refers฀ to฀ anxiety฀
associated฀with฀writing฀(Daly฀&฀Miller,฀
1975a),฀ whereas฀ oral฀ communication฀
apprehension฀ (OCA)฀ refers฀ to฀ anxiety฀
associated฀ with฀ speaking฀ (McCroskey฀
1978).฀ Communication฀ and฀ general฀
education฀ researchers฀ have฀ provided฀
evidence฀that฀OCA฀and฀WA฀affect฀oral฀
(Bourhis฀ &฀ Allen,฀ 1992)฀ and฀ written฀
(Daly฀ 1977,฀ 1978;฀ Faigley,฀ Daly,฀ &฀
Witte,฀ 1981)฀ communication฀ performance,฀respectively.฀However,฀communication฀ performance฀ is฀ a฀ function฀ of฀
communication฀ skills฀ and฀ CA฀ (Berger฀
&฀ McCroskey,฀ 1982).฀ Individuals฀ with฀
poor฀ communication฀ skills฀ and฀ higher฀
CA฀will฀perform฀poorly.฀Also,฀individuals฀with฀lower฀CA฀and฀poor฀communication฀skills฀will฀perform฀poorly.฀However,฀ individuals฀ with฀ higher฀ CA฀ and฀
good฀communication฀skills฀may฀or฀may฀
not฀ perform฀ well,฀ depending฀ on฀ their฀
abilities฀ to฀ overcome฀ their฀ apprehensions฀at฀the฀point฀of฀communicating.฀
Faris,฀Golen,฀and฀Lynch฀(1999)฀found฀
that฀among฀sophomore฀business฀majors,฀
accounting฀ majors฀ show฀ significantly฀
higher฀ WA฀ levels฀ than฀ do฀ nonaccounting฀business฀majors,฀whereas฀marketing฀
majors฀show฀significantly฀less฀WA฀than฀
do฀other฀business฀majors.฀Simons,฀Higgins,฀and฀Lowe฀(1995)฀also฀provided฀evidence฀of฀higher฀WA฀among฀sophomore฀
accounting฀ majors฀ over฀ other฀ business฀
majors,฀ with฀ the฀ exception฀ of฀ finance฀
majors.฀Sophomore฀accounting฀majors’฀
OCA฀ is฀ significantly฀ higher฀ than฀ that฀

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of฀ finance฀ and฀ marketing฀ majors,฀ but฀
not฀management฀majors฀(Simons฀et฀al.;฀
Stanga฀&฀Ladd,฀1990).฀
Faris฀et฀al.฀(1999)฀found฀similar฀scores฀
between฀ male฀ and฀ female฀ business฀
major฀WA฀scores.฀However,฀the฀general฀
population฀ of฀ college฀ students฀ reveals฀
higher฀ WA฀ for฀ male฀ students฀ than฀ for฀
female฀students฀(Daly฀&฀Miller,฀1975b).฀
Contradictory฀to฀the฀findings฀of฀Stanga฀
and฀Ladd฀(1990)฀and฀Fordham฀and฀Gabbin฀(1996),฀who฀found฀no฀gender฀effect฀
among฀ business฀ majors’฀ OCA,฀ Simons฀
et฀ al.฀ (1995)฀ and฀ Elias฀ (1999)฀ found฀
that฀ female฀ accounting฀ majors฀ experience฀ significantly฀ higher฀ OCA฀ than฀ do฀
all฀ students฀ in฀ other฀ majors฀ and฀ male฀
accounting฀majors,฀respectively.
Pedagogical฀Techniques฀
Noël,฀ Michaels,฀ and฀ Levas฀ (2001)฀
provided฀ evidence฀ of฀ the฀ difference฀ in฀
accounting฀ and฀ marketing฀ majors’฀ personality฀traits฀and฀self-monitoring฀behaviors,฀and฀their฀results฀provided฀evidence฀
to฀ the฀ typical฀ stereotypes฀ of฀ accounting฀
and฀marketing฀professionals.฀Accountants฀
tend฀toward฀the฀desire฀to฀work฀alone฀with฀
concrete฀thinking฀and฀prefer฀predictable฀
and฀ known฀ situations,฀ whereas฀ marketers฀ seek฀ and฀ thrive฀ on฀ human฀ interactions.฀ Noël฀ et฀ al.฀ suggested฀ that฀ these฀
characteristics฀ “indicate฀ [accountants’]฀
difficulty฀with฀group฀projects฀and฀teamwork”฀ (p.฀ 156).฀ Murphy฀ et฀ al.฀ (1997)฀
provided฀evidence฀of฀this฀stereotyping฀by฀
reporting฀ that฀ female฀ marketing฀ majors฀
prefer฀ interpersonal฀ communication฀ and฀
female฀ accounting฀ majors฀ lean฀ toward฀
autonomy.
Among฀ a฀ list฀ of฀ pedagogical฀ techniques฀organized฀by฀strategy,฀accounting฀
and฀ finance฀ majors฀ ranked฀ instructor-฀
centered฀ and฀ individual-learning฀ pedagogical฀ techniques฀ higher฀ than฀ interactive฀and฀experiential-learning฀strategies฀
(Urlich,฀2005).฀Ulrich฀found฀that฀in฀general,฀marketing฀and฀management฀majors฀
prefer฀ experiential-learning฀ strategies฀
more฀ than฀ do฀ accounting฀ and฀ finance฀
majors.฀Finance฀and฀accounting฀majors฀
prefer฀problem฀exams.
Differences฀ in฀ preferences฀ extend฀
beyond฀ the฀ students฀ to฀ the฀ faculty.฀
Michlitsch฀ and฀ Sidle฀ (2002)฀ provided฀
evidence฀ that฀ faculty฀ measurements฀ of฀
students’฀ attainment฀ of฀ course฀ objec฀

tives฀ differ฀ between฀ faculty฀ disciplines฀
within฀colleges฀of฀business.฀

METHOD

Research฀Questions

The฀sample฀consisted฀of฀339฀students฀
enrolled฀ in฀ an฀ upper฀ division฀ business฀
capstone฀ course฀ at฀ a฀ medium-sized,฀
regional,฀ southeastern฀ U.S.฀ university.฀
The฀capstone฀course฀is฀required฀of฀all฀students฀ seeking฀ a฀ degree฀ in฀ business.฀ Students฀enroll฀in฀the฀capstone฀course฀when฀
they฀ are฀ within฀ 30฀ hrs฀ of฀ completing฀
their฀ coursework.฀ This฀ course—taught฀
by฀ management฀ faculty—serves฀ as฀ a฀
culmination฀ of฀ the฀ core฀ business฀ degree฀
courses:฀accounting,฀economics,฀finance,฀
management,฀marketing,฀and฀statistics.฀
The฀ 339฀ seniors฀ (M฀ age฀ =฀ 25฀ years,฀
range฀ =฀ 21–56฀ years)฀ averaged฀ a฀ 2.95฀
GPA฀ and฀ 114฀ cumulative฀ semester฀
hours.฀ The฀ gender฀ breakdown฀ among฀
students฀ was฀ approximately฀ 52%฀ male฀
and฀ 48%฀ female.฀ Eighteen฀ percent฀ of฀
these฀ seniors฀ were฀ accounting฀ majors฀
and฀ 4.1,฀ 13.0,฀ 35.4,฀ and฀ 29.5%฀ were฀
economics,฀ finance,฀ management,฀ and฀
marketing฀majors,฀respectively.฀Approximately฀55%฀of฀the฀students฀were฀transfer฀ students.฀ Approximately฀ 32%฀ of฀
the฀ transfer฀ students฀ had฀ SAT฀ scores,฀
resulting฀ in฀ a฀ much฀ smaller฀ sample฀ of฀
students฀with฀SAT฀scores.฀The฀190฀students฀ with฀ SAT฀ scores฀ had฀ an฀ average฀
SAT฀score฀of฀1028.
I฀used฀overall฀GPA฀as฀the฀first฀measure฀
to฀ test฀ the฀ relations฀ between฀ major฀ and฀
knowledge฀ on฀ the฀ basis฀ of฀ Allen฀ and฀
Bycio’s฀(1997)฀findings฀that฀overall฀GPA฀
predicts฀ success฀ on฀ the฀ MFT-B฀ equally฀
as฀well฀as฀business฀GPA.฀I฀used฀students’฀
course฀ grade฀ in฀ the฀ business฀ capstone฀
course฀ as฀ the฀ second฀ measure.฀ Scores฀
earned฀ on฀ the฀ math฀ portion฀ of฀ the฀ SAT฀
served฀as฀a฀measure฀of฀problem฀solving.฀
I฀used฀the฀WA฀(Daly฀&฀Miller,฀1975a)฀
and฀ OCA฀ (McCroskey,฀ 1978)฀ instruments฀to฀determine฀the฀average฀communication฀apprehension฀levels฀of฀students฀
in฀ each฀ major.฀ Grades฀ earned฀ in฀ the฀
first฀ and฀ second฀ English฀ composition฀
courses฀(i.e.,฀Comp฀I฀and฀Comp฀II)฀and฀
grades฀ earned฀ in฀ the฀ English฀ businesswriting฀ course฀ served฀ as฀ measures฀ of฀
communication฀skills.฀Scores฀earned฀on฀
the฀verbal฀portion฀of฀the฀SAT฀served฀as฀
an฀ additional฀ measure฀ of฀ communication฀skills.
Data฀ was฀ retrieved฀ from฀ student฀
records฀ for฀ each฀ semester฀ in฀ which฀ the฀

If฀students฀in฀all฀majors฀have฀similar฀
learning฀ and฀ teaching฀ strategy฀ preferences฀ and฀ perform฀ equally฀ well,฀ then฀
recommendations฀at฀the฀degree฀program฀
level฀ would฀ be฀ appropriate.฀ However,฀
if฀ students฀ in฀ different฀ majors฀ perform฀
differently฀and฀view฀teaching฀and฀learning฀ strategies฀ differently,฀ then฀ suggested฀ revisions—and฀ possibly฀ measurements—are฀required฀at฀the฀major฀level.฀
The฀Standards’฀(AACSB,฀2003)฀requirement฀ to฀ assure฀ learning฀ at฀ the฀ degree฀
program฀ level฀ despite฀ the฀ differences฀
found฀in฀the฀literature฀related฀to฀majors฀
within฀business฀programs฀results฀in฀the฀
overriding฀ research฀ question:฀ Should฀
AOL฀activities฀occur฀at฀the฀degree฀program฀ level฀ or฀ the฀ major฀ level?฀ Three฀
specific฀research฀questions฀emerge฀from฀
the฀AACSB’s฀AOL฀requirement฀and฀the฀
literature.
Research฀Question฀1฀(RQ1):฀Should฀management-specific฀knowledge฀AOL฀activities฀ occur฀ at฀ the฀ degree฀ or฀ the฀ major฀
level?
RQ2:฀Should฀problem-solving฀AOL฀activities฀ occur฀ at฀ the฀ degree฀ or฀ the฀ major฀
level?฀

The฀general฀education฀literature฀links฀
WA฀ and฀ OCA฀ to฀ communications฀ performance.฀ However,฀ there฀ is฀ no฀ evidence฀ of฀ a฀ relations฀ between฀ CA฀ and฀
communication฀ performance฀ for฀ business฀ students.฀ The฀ literature฀ does฀ indicate฀ greater฀ WA฀ and฀ OCA฀ levels฀ for฀
accounting฀ majors฀ over฀ their฀ nonaccounting฀ business฀ majors’฀ colleagues.฀
The฀ literature฀ does฀ not฀ reveal฀ whether฀
these฀differences฀relate฀to฀performance.฀
This฀ evidence฀ from฀ the฀ literature฀ and฀
the฀ AACSB฀ requirement฀ lead฀ to฀ the฀
final฀research฀question.
RQ3:฀Do฀the฀higher฀WA฀and฀OCA฀levels฀
revealed฀ in฀ the฀ literature฀ for฀ accounting฀ majors฀ predicate฀ the฀ implementation฀
of฀ communication฀ AOL฀ activities฀ at฀ the฀
major฀level?

Gender฀ and฀ transfer฀ status฀ appear฀ in฀
the฀ literature฀ for฀ management-specific฀
knowledge,฀problem฀solving,฀and฀communication฀ skills.฀ As฀ such,฀ these฀ variables฀appear฀within฀the฀analysis฀for฀each฀
research฀question.฀

Sample฀and฀Data฀Collection

November/December฀2007฀

103

TABLE฀1.฀Descriptive฀Statistics฀of฀Independent฀Variables,฀by฀Major




Grade฀point฀average฀

Major฀

Downloaded by [Universitas Maritim Raja Ali Haji] at 23:03 11 January 2016

Accounting฀
Economics฀
Finance฀
Management฀
Marketing฀
Total/average฀

n฀

%฀

M฀

SD฀

n฀

%฀

M฀

61฀
14฀
44฀
120฀
100฀
339฀

18.0฀
4.1฀
13.0฀
35.4฀
29.5฀
100.0฀

3.10฀
2.92฀
2.99฀
2.96฀
2.84฀
2.95฀

.47฀
.41฀
.50฀
.45฀
.47฀
.47฀

61฀
14฀
฀44฀
120฀
100฀
399฀

18.0฀
4.1฀
13.0฀
35.4฀
29.5฀
100.0฀

3.28฀
3.14฀
3.27฀
3.06฀
2.99฀
3.11฀

WA฀instrument฀was฀administered.฀These฀
semesters฀included฀the฀fall฀of฀2003,฀fall฀
of฀ 2004,฀ and฀ spring฀ of฀ 2005.฀ Specific฀
data฀ retrieved฀ from฀ the฀ student฀ records฀
included฀GPA,฀grades฀earned฀in฀the฀capstone฀course,฀scores฀earned฀on฀the฀math฀
and฀ verbal฀ portions฀ of฀ the฀ SAT,฀ grades฀
earned฀in฀each฀English฀course฀(Comp฀I,฀
Comp฀ II,฀ and฀ business฀ writing),฀ birthdates,฀cumulative฀hours,฀major,฀gender,฀
and฀transfer฀status.฀
The฀ WA฀ instrument฀ administration฀
took฀ place฀ during฀ the฀ last฀ week฀ of฀
each฀ semester฀ in฀ each฀ of฀ the฀ 11฀ capstone฀ courses฀ offered฀ during฀ the฀ study฀
periods.฀ The฀ respective฀ course฀ faculty฀
member฀administered฀and฀collected฀the฀
questionnaires฀ during฀ class.฀ Students฀
were฀ asked฀ to฀ provide฀ their฀ name฀ and฀
were฀told฀that฀their฀grade฀would฀not฀be฀
affected฀ by฀ their฀ responses.฀ Students฀
were฀also฀informed฀that฀their฀responses฀
would฀remain฀anonymous฀and฀confidential.฀In฀sum,฀205฀usable฀WA฀instruments฀
were฀ obtained.฀ The฀ OCA฀ instrument฀
was฀ administered฀ only฀ during฀ the฀ fall฀
2003฀ semester,฀ resulting฀ in฀ 69฀ usable฀
OCA฀instruments.฀
Statistical฀Methods
I฀ first฀ analyzed฀ the฀ relations฀ of฀ all฀
of฀ the฀ variables฀ with฀ Spearman’s฀ rho฀
nonparametric฀ correlation.฀ I฀ used฀ oneway฀ and฀ univariate฀ analyses฀ of฀ variance฀ (ANOVAs)฀ to฀ test฀ the฀ relations฀
of฀ knowledge,฀ problem฀ solving,฀ and฀
communications฀ to฀ major,฀ gender,฀ and฀
transfer฀status.฀Variables฀producing฀significant฀ results฀ in฀ the฀ Levene฀ test฀ of฀
homogeneity฀of฀variances฀were฀exposed฀
to฀ data฀ transformation฀ procedures฀ until฀
the฀ variances฀ were฀ equal.฀ This฀ process฀
included฀taking฀the฀square฀root,฀then฀the฀
104฀


Capstone฀course฀grade฀

Journal฀of฀Education฀for฀Business

SD฀


SAT-math฀
%฀

n฀

.73฀
28฀ 14.7฀
.53฀
10฀
5.3฀
.69฀
27฀ 14.2฀
.71฀
57฀ 30.0฀
.76฀
68฀ 35.8฀
.72฀ 190฀ 100.0฀

log,฀ and฀ then฀ the฀ sine฀ of฀ the฀ variable.฀
I฀ used฀ mean฀ separation฀ procedures฀ to฀
identify฀ specific฀ differences฀ in฀ significant฀independent฀variables.฀


SAT-verbal฀

M฀

SD฀

533฀
528฀
542฀
508฀
499฀
515฀

%฀

n฀

90฀ 28฀
62฀ 10฀
89฀ 27฀
67฀ 57฀
73฀ 68฀
77฀ 190฀

M฀

14.7฀
5.3฀
14.2฀
30.0฀
35.8฀
100.0฀

513฀ 113฀
540฀ 60฀
517฀ 65฀
505฀ 62฀
496฀ 62฀
506฀ 72฀

relations฀ revealed฀ significant฀ relations฀
between฀ major฀ and฀ the฀ two฀ knowledge฀
variables฀ (GPA฀ and฀ capstone฀ course฀
grade).฀The฀individual฀ANOVAs฀revealed฀
significant฀ differences฀ in฀ the฀ GPA฀
knowledge฀ variable฀ by฀ major,฀ gender,฀
and฀ transfer฀ status฀ (see฀ Table฀ 3).฀ These฀
significant฀relations฀did฀not฀emerge฀when฀
the฀capstone฀course฀grade฀was฀used฀as฀the฀
measure฀of฀knowledge.฀However,฀a฀slight฀
significant฀ relation฀ occurred฀ between฀
course฀ grade฀ and฀ major.฀ The฀ univariate฀
general฀ linear฀ model฀ (GLM)฀ revealed฀
significant฀ differences฀ in฀ GPA฀ between฀
the฀ majors฀ and฀ genders,฀ independently฀
(see฀Table฀4).฀Worthy฀of฀note฀is฀the฀lack฀
of฀ interaction฀ effects.฀ The฀ mean฀ separation฀ procedure฀ revealed฀ significantly฀
higher฀GPAs฀for฀accounting฀majors฀than฀
for฀ management฀ and฀ marketing฀ majors.฀
Accounting฀majors’฀GPAs฀were฀not฀significantly฀higher฀than฀were฀the฀GPAs฀of฀
economics฀and฀finance฀majors.฀

RESULTS
Knowledge฀
A฀ review฀ of฀ the฀ average฀ GPAs฀ and฀
capstone฀course฀grades฀revealed฀that,฀in฀
general,฀ accounting฀ and฀ finance฀ majors฀
produced฀ higher฀ scores฀ than฀ management฀and฀marketing฀majors฀(see฀Table฀1).฀
Marketing฀majors฀appeared฀on฀the฀lower฀
end฀ of฀ both฀ knowledge฀ measures.฀ Male฀
students฀ outperformed฀ female฀ students฀
in฀the฀capstone฀course;฀however,฀female฀
students฀had฀higher฀GPAs฀than฀did฀male฀
students.฀Transfer฀students฀outperformed฀
other฀ students฀ when฀ measured฀ by฀ GPA;฀
however,฀ transfer฀ students฀ earned฀ lower฀
average฀ scores฀ in฀ the฀ capstone฀ course฀
than฀did฀other฀students.
The฀ correlations฀ highlighted฀ the฀
expected฀positive฀and฀significant฀relations฀
between฀ the฀ knowledge฀ and฀ problem-฀
solving฀variables฀(see฀Table฀2).฀The฀cor-

Problem฀Solving฀
Parallel฀to฀the฀findings฀for฀the฀knowledge฀ variables,฀ accounting฀ and฀ finance฀

TABLE฀2.฀Spearman’s฀Rho฀Correlations฀for฀Knowledge฀and฀Problem-Solving฀
Variables฀


Variable฀

Grade฀
point฀
average฀

Capstone
course
grade฀

Course฀grade฀
SAT-math฀
Major฀
Gender฀
Transfer฀
Age฀

.47***฀
.47***฀
−.18***฀
.17***฀
−.11**฀
−.13**฀

—฀
.30***฀
−.15***฀฀
−.07฀
฀.07฀
−.08฀

*

p฀