15698292 models of learning styles
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The Four Quadrant Model of the Brain
Ned Herrmann's Whole Brain Model
Diagram from Models of the Brain - Theories of Brain Organisation by Charles Cave
Ned Herrmann combined the Triune Brain model of Paul McLean ith the Left!"ight Brain
hemis#here theory of "oger $#erry to form a model of the human brain ith t o #aired
structures% the t o halves of the cerebral system and the t o halves of the limbic system& 'the
basal or "e#tilian brain being not included in this model% or else include along ith the Limbic(&
This adds to the celebral cognitive!intellectual #olarity of left-right a limbic visceral% structured
and emotional #olarity of left-right& The four-sided model of thin)ing styles are meta#horically
attributed to four regions of the brain& These four *uadrants '+% B% C% D( may be characteri,ed as
+-logical% B-organi,ed% C-inter#ersonal% and D-imaginative& Creativity% Ned discovered% is a
#rocess involving all four *uadrants& +lso incor#orated is the theory of dominance& .herever
there are t o of anything in the body% one is naturally dominant over the other& Hence right or left
handed% brained% etc
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Modes of Thinking
Ned Herrmann Carl /ung Christo#her Hills
com#ass #ersonality ty#e #ersonalityty#e #ersonality ty#eCha)ra in0motionalBody- aura
1##er 'cerebral(right D
2maginative% synthesising% artistic%holistic and conce#tual modes&
2ntuitiveThin)ing
3iolet Creativety#e $ahasrara
The lo er'limbic( right C
2nter#ersonal% emotional% musical%s#iritual and the 4tal)er4 modes&
2ntuitive5eeling
2ndigo 2ntuitionty#e +6na
Blue 5eelingty#e 3ishuddha
The lo er'limbic( left B
Controlled% conservative% #lanned%organised and administrative innature&
$ensation5eeling
7reen $elf-assertive ty#e +nahata
The u##er'cerebral( left +
+nalytical% mathematical% technicaland #roblem solving&
$ensationthin)ing
8ello 2ntellectty#e Mani#ura
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Neuro-linguistic programming, learning andeducation
The origins of Neuro-Linguistic Programming
Neuro-Linguistic Programming was developed by Richard Bandler and John
Grinder in the early 19 !"s# Bandler was studying at the $niversity o% &anta
'ru() where he met John Grinder) an assistant pro%essor o% linguistics *Bostic
&t#'lair + Grinder ,!!1 pp 1 ,-./# 0hey began to pursue a curiosity about
what di%%erentiated e cellent therapists %rom others# 0heir initial study o% the
wor2 o% 3rit( Perls) the %ounder o% Gestalt therapy) and 4irginia &atir) the
%amily therapist) resulted in a two volumes titled The Structure of Magic*Bandler + Grinder 19 5b6 Grinder + Bandler 19 7/) which describe language
patterns that the authors identi%ied as characteristic o% e cellent therapists#
0he development o% NLP was in%luenced in particular by conversations with
Gregory Bateson) who was Bandler and Grinder"s neighbour in &anta 'ru( in
the 19 !"s *Bostic &t#'lair + Grinder ,!!1p#118/# Bateson) an nglish
epistemologist who made important contributions to many %ields) including
anthropology and %amily therapy *Bateson ,!!!/) contributed a %oreword to
the %irst volume o% The Structure of Magic and introduced Bandler and Grinder
to :ilton ric2son) the hypnotherapist *Bostic &t#'lair + Grinder ,!!1pp# 1 5-
8/# 0hat contact resulted in two boo2s on ric2son"s approach) which analysed
his use o% language patterns *Bandler + Grinder 19 5a6 Grinder) ;eLo(ier) +
Bandler 19 /#
Neuro-Linguistic Programming, learning and educating
0he title)
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NLP has been de%ined in various ways) and agreement on a singular de%inition
is li2ely to prove elusive# Ats promotional literature o%ten emphasises the
notion o% e cellence in communication# ? common alternative de%inition) as in
the subtitle to ;ilts et al * 198!/) is
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hile NLP appears to comprise a plethora o% techniCues) it was originally
portrayed as a method) which the authors called
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? Cuestion o%ten as2ed o% NLP is that o% whether it has a theory# ?s noted
above) authors in the %ield emphasise pragmatism) and have seldom shown
interest in articulating NLP as a theory# Because NLP has always aimed to
model is=# @or(ybs2i"s dictum)
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3or e ample) in their original study Bandler and Grinder suggested that
e%%ective therapists appeared to match certain language patterns used by
their clients# 3or instance they matched a client"s use o% visual predicates
*e#g#
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e perimental studies %rom the 198!"s and 199!"s that %ocused on two
particular NLP %ramewor2s# eap *1988/ concluded that those studies %ailed
to support the two %ramewor2s in Cuestion) though the status and validity o%
the studies that eap reviewed is disputed * inspruch + 3orman 1985/# 0here
is growing contemporary interest in research among NLP practitioners) and in
identi%ying the relevance o% recent wor2 in disciplines such as cognitive
linguistics *e#g# La2o%% + Johnson 1999/ and neuroscience *e#g# Ri((olatti)
3ogassi) + Gallese ,!!7/# An our view there is a need %or research through a
variety o% methodological approaches to help si%t the innovations and
e%%ective methods %rom claims that cannot be supported by evidence# Assues
o% ethics in the %ield are also important to address#
Summary
NLP has endured %or more than thirty years# At is a %ield o% practice and
innovation with a wide range o% tools and techniCues that learners and
pro%essional educators can apply within both %ormal and in%ormal educational
settings# 0he distinctive contribution o% NLP may lie in its applied
methodology) 2nown as modelling# hile NLP is eclectic) its world view is%undamentally systemic and constructivist# At is a contested %ield) and there is
a need %or contemporary research to evaluate its claims and practices#
Howard gardner, multiple intelligences and
educationHoward Gardner's work around multiple intelligences has had a profound impact on thinking
and practice in education - especially in the United States. Here we explore the theory of multiple
intelligences why it has found a ready audience amongst educationalists and some of the issues
around its conceptuali!ation and reali!ation.
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I want my children to understand the world, but
not just because the world is fascinating and the human mind is curious. I want
them to understand it so that they will be positioned to make it a better place.Knowledge is not the same as morality, but we need to understand if we are to
avoid past mistakes and move in productive directions. n important part of that
understanding is knowing who we are and what we can do... !ltimately, we must
synthesi"e our understandings for ourselves. The performance of understanding
that try matters are the ones we carry out as human beings in an imperfect world
which we can affect for good or for ill. * oward Gardner 1999E 18!-181/
Howard Earl ardner's *19 .- / wor2 has been mar2ed by a desire not to
ust describe the world but to help to create the conditions to change it# 0he
scale o% oward Gardner=s contribution can be gauged %rom %ollowing
comments in his introduction to the tenth anniversary edition o% his classic
wor2 #rames of Mind. The theory of multiple intelligences E
An the heyday o% the psychometric and behaviorist eras) it was generally believed
that intelligence was a single entity that was inherited6 and that human beings -
initially a blan2 slate - could be trained to learn anything) provided that it was
presented in an appropriate way# Nowadays an increasing number o% researchers
believe precisely the opposite6 that there e ists a multitude o% intelligences) Cuite
independent o% each other6 that each intelligence has its own strengths and
constraints6 that the mind is %ar %rom unencumbered at birth6 and that it is
une pectedly di%%icult to teach things that go against early =naive= theories o% that
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challenge the natural lines o% %orce within an intelligence and its matching
domains# *Gardner 199.E iii/
Dne o% the main impetuses %or this movement has been oward Gardner=s
wor2# e has been) in &mith and &mith=s *199 / terms) a paradigm shi%ter#
oward Gardner has Cuestioned the idea that intelligence is a single entity)
that it results %rom a single %actor) and that it can be measured simply via AM
tests# e has also challenged the cognitive development wor2 o% Piaget#
Bringing %orward evidence to show that at any one time a child may be at
very di%%erent stages %or e ample) in number development and spatial visual
maturation) oward Gardner has success%ully undermined the idea that
2nowledge at any one particular developmental stage hangs together in a
structured whole#
An this article we e plore oward Gardner=s contribution and the use to which
it has been put by educators#
Ho ard !ardner - a life
oward Gardner was born in &cranton) Pennsylvania in 19 .# is parents had%led %rom NOrnberg in Germany in 19.8 with their three-year old son) ric# Just
prior to oward Gardner=s birth ric was 2illed in a sleighing accident# 0hese
two events were not discussed during Gardner=s childhood) but were to have
a very signi%icant impact upon his thin2ing and development *Gardner 1989E
,,/# 0he opportunities %or ris2y physical activity were limited) and creative
and intellectual pursuits encouraged# ?s oward began to discover the
%amily=s =secret history= *and Jewish identity/ he started to recogni(e that hewas di%%erent both %rom his parents and %rom his peers#
is parents wanted to send oward to Phillips ?cademy in ?ndover
:assachusetts - but he re%used# Anstead he went to a nearby preparatory
school in @ingston) Pennsylvania * yoming &eminary/# oward Gardner
appears to have embraced the opportunities there - and to have elicited the
support and interest o% some very able teachers# 3rom there he went to
arvard $niversity to study history in readiness %or a career in the law#
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owever) he was luc2y enough to have ric ri2son as a tutor# An oward
Gardner=s words ri2son probably =sealed= his ambition to be a scholar *1989E
,./# But there were othersE
:y mind was really opened when A went to arvard 'ollege and had the
opportunity to study under individuals such as psychoanalyst ri2 ri2son)
sociologist ;avid Riesman) and cognitive psychologist Jerome Bruner who were
creating 2nowledge about human beings# 0hat helped set me on the course o%
investigating human nature) particularly how human beings thin2# * oward
Gardner Cuoted by :arge &herer 1999/
oward Gardner=s interest in psychology and the social sciences grew *hissenior thesis was on a new 'ali%ornia retirement community/ and he
graduated summa cum laude in 1975#
oward Gardner then went to wor2 %or a brie% period with Jerome Bruner on
the %amous :?'D& Pro ect *=:anE ? course o% study=/# Bruner=s wor2)
especially in The $rocess of %ducation *197!/ was to ma2e a pro%ound impact)
and the Cuestions that the programme as2ed were to %ind an echo in
Gardner=s subseCuent interests# ;uring this time he began to read the wor2 o%
'laude Levi-&trauss and Jean Piaget in more detail# e entered arvard=s
doctoral programme in 1977) and in the %ollowing year became part o% the
Pro ect Qero research team on arts education *with which he has remained
involved to the present/# oward Gardner completed his Ph; in 19 1 *his
dissertation was on style sensitivity in children/# e remained at arvard#
?longside his wor2 with Pro ect Qero *he now co-directs it with ;avid Per2ins/
he was a lecturer *19 1-1987/ and then pro%essor in education *1987- /# is
%irst ma or boo2) The Shattered Mind appeared in 19 5 and some %i%teen have
%ollowed# oward Gardner is currently obbs Pro%essor o% 'ognition and
ducation at the arvard Graduate &chool o% ducation and ad unct pro%essor
o% neurology at the Boston $niversity &chool o% :edicine#
Pro ect Qero provided an environment in which oward Gardner could begin
to e plore his interest in human cognition# e proceeded in a very di%%erentdirection to the dominant discourses associated with Piaget and with
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psychometric testing# Pro ect Qero developed as a ma or research centre %or
education - and provided an intellectual home %or a signi%icant grouping o%
researchers# ? 2ey moment came with the establishment o% the Pro ect on
uman Potential in the late 19 !s *%unded by Bernard van Leer 3oundation/
to =assess the state o% scienti%ic 2nowledge concerning human potential and
its reali(ation=# 0he result was #rames of Mind *198./ oward Gardner=s %irst
%ull-length statement o% his theory o% multiple intelligences#
Ho ard !ardner on multi"le intelligences - the initial listing
oward Gardner viewed intelligence as =the capacity to solve problems or to
%ashion products that are valued in one or more cultural setting= *Gardner +
atch) 1989/# e reviewed the literature using eight criteria or =signs= o% an
intelligenceE
Potential isolation by brain damage#
0he e istence o% idiots savants) prodigies and other e ceptional individuals#
?n identi%iable core operation or set o% operations#
? distinctive development history) along with a de%inable set o% =end-state=
per%ormances#
?n evolutionary history and evolutionary plausibility#
&upport %rom e perimental psychological tas2s#
&upport %rom psychometric %indings#
&usceptibility to encoding in a symbol system# * oward Gardner 198.E 7,-79/
'andidates %or the title =an intelligence= had to satis%y a range o% these criteria
and must include) as a prereCuisite) the ability to resolve =genuine problems
or di%%iculties= *ibid #E 7!/ within certain cultural settings# :a2ing udgements
about this was) however) =reminiscent more o% an artistic udgement than o% a
scienti%ic assessment= * ibid. E 7,/#
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Ho ard !ardner initially formulated a list of seven intelligences# is
listing was provisional# 0he %irst two have been typically valued in schools6 the
ne t three are usually associated with the arts6 and the %inal two are what
oward Gardner called =personal intelligences= *Gardner 1999E 1- ./#
!inguistic intelligence involves sensitivity to spo2en and written language)
the ability to learn languages) and the capacity to use language to
accomplish certain goals# 0his intelligence includes the ability to e%%ectively
use language to e press onesel% rhetorically or poetically6 and language as a
means to remember in%ormation# riters) poets) lawyers and spea2ers are
among those that oward Gardner sees as having high linguistic intelligence#
!ogical-mathematical intelligence consists o% the capacity to analy(e
problems logically) carry out mathematical operations) and investigate issues
scienti%ically# An oward Gardner=s words) it entails the ability to detect
patterns) reason deductively and thin2 logically# 0his intelligence is most o%ten
associated with scienti%ic and mathematical thin2ing#
Musical intelligence involves s2ill in the per%ormance) composition) and
appreciation o% musical patterns# At encompasses the capacity to recogni(e
and compose musical pitches) tones) and rhythms# ?ccording to oward
Gardner musical intelligence runs in an almost structural parallel to linguistic
intelligence#
Bodil"-#inesthetic intelligence entails the potential o% using one=s whole
body or parts o% the body to solve problems# At is the ability to use mental
abilities to coordinate bodily movements# oward Gardner sees mental andphysical activity as related#
$patial intelligence involves the potential to recogni(e and use the
patterns o% wide space and more con%ined areas#
%nterpersonal intelligence is concerned with the capacity to understand
the intentions) motivations and desires o% other people# At allows people to
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wor2 e%%ectively with others# ducators) salespeople) religious and political
leaders and counsellors all need a well-developed interpersonal intelligence#
%ntrapersonal intelligence entails the capacity to understand onesel%) to
appreciate one=s %eelings) %ears and motivations# An oward Gardner=s view it
involves having an e%%ective wor2ing model o% ourselves) and to be able to
use such in%ormation to regulate our lives#
An #rames of Mind oward Gardner treated the personal intelligences =as a
piece=# Because o% their close association in most cultures) they are o%ten
lin2ed together# owever) he still argues that it ma2es sense to thin2 o% two
%orms o% personal intelligence# Gardner claimed that the seven intelligencesrarely operate independently# 0hey are used at the same time and tend to
complement each other as people develop s2ills or solve problems#
An essence oward Gardner argued that he was ma2ing two essential claims
about multiple intelligences# 0hatE
0he theory is an account o% human cognition in its %ullness# 0he intelligences
provided =a new de%inition o% human nature) cognitively spea2ing= *Gardner 1999E/# uman beings are organisms who possess a basic set o% intelligences#
People have a uniCue blend o% intelligences# oward Gardner argues that the
big challenge %acing the deployment o% human resources =is how to best ta2e
advantage o% the uniCueness con%erred on us as a species e hibiting several
intelligences= * ibid. E 5/#
0hese intelligences) according to oward Gardner) are amoral - they can be
put to constructive or destructive use#
The a""eal of multi"le intelligences to educators
oward Gardner=s theory o% multiple intelligences has not been readily
accepted within academic psychology# owever) it has met with a strongly
positive response %rom many educators# At has been embraced by a range o%
educational theorists and) signi%icantly) applied by teachers and policyma2ers
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to the problems o% schooling# ? number o% schools in North ?merica have
loo2ed to structure curricula according to the intelligences) and to design
classrooms and even whole schools to re%lect the understandings that oward
Gardner develops# 0he theory can also be %ound in use within pre-school)
higher) vocational and adult education initiatives#
0his appeal was not) at %irst) obvious#
?t %irst blush) this diagnosis would appear to sound a death 2nell %or %ormal
education# At is hard to teach one intelligence6 what i% there are sevenK At is hard
to enough to teach even when anything can be taught6 what to do i% there are
distinct limits and strong constraints on human cognition and learningK * owardGardner 199.E iii/
oward Gardner responds to his Cuestions by %irst ma2ing the point that
psychology does not directly dictate education) =it merely helps one to
understand the conditions within which education ta2es place=# hat is moreE
&even 2inds o% intelligence would allow seven ways to teach) rather than one#
?nd power%ul constraints that e ist in the mind can be mobili(ed to introduce aparticular concept *or whole system o% thin2ing/ in a way that children are most
li2ely to learn it and least li2ely to distort it# Parado ically) constraints can be
suggestive and ultimately %reeing# * op. cit. /
:indy L# @ornhaber *,!!1E , 7/) a researcher involved with Pro ect Qero) has
identi%ied a number o% reasons why teachers and policyma2ers in North
?merica have responded positively to oward Gardner=s presentation o%multiple intelligences# ?mong these are thatE
### the theory validates educators= everyday e perienceE students thin2 and learn
in many di%%erent ways# At also provides educators with a conceptual %ramewor2
%or organi(ing and re%lecting on curriculum assessment and pedagogical
practices# An turn) this re%lection has led many educators to develop new
approaches that might better meet the needs o% the range o% learners in their
classrooms#
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0he response to oward Gardner is paralleled by the adoption o% @olb=smodel
o% e periential learning by adult and in%ormal educators# hile signi%icant
criticism can be made o% the %ormulation *see below / it does provide a use%ul
set o% Cuestions and =rules o% thumb= to help educators to thin2 about their
practice# 0he way in which oward Gardner=s theory o% multiple intelligences
has been translated into policy and practice has been very varied# oward
Gardner did not) initially) spell out the implications o% his theory %or educators
in any detail# &ubseCuently) he has loo2ed more closely at what the theory
might mean %or schooling practice *e#g# in The !nschooled Mind ) Intelligence
&eframed ) and The 'isciplined Mind /# 3rom this wor2 three particular aspects
o% Gardner=s thin2ing need noting here as they allow %or hope) and an
alternative way o% thin2ing) %or those educators who %eel out o% step with the
current) dominant product orientation to curriculum and educational policy#
0he approach entailsE
& road (ision of education # ?ll seven intelligences are needed to live li%e
well# 0eachers) there%ore) need to attend to all intelligences) not ust the %irst
two that have been their tradition concern# ?s @ornhaber *,!!1E , 7/ has
noted it involves educators opting =%or depth over breadth=# $nderstandingentails ta2ing 2nowledge gained in one setting and using it in another#
=&tudents must have e tended opportunities to wor2 on a topic= * op. cit. /#
)e(eloping local and fle*i le programmes # oward Gardner=s interest in
=deep understanding=) per%ormance) e ploration and creativity are not easily
accommodated within an orientation to the =delivery= o% a detailed curriculum
planned outside o% the immediate educational conte t# =?n :A setting can beundone i% the curriculum is too rigid or i% there is but a single %orm o%
assessment= *Gardner 1999E 1 /# An this respect the educational implications
o% oward Gardner=s wor2 stands in a direct line %rom the wor2 o% John ;ewey #
!oo#ing to moralit" # = e must %igure out how intelligence and morality can
wor2 together=) oward Gardner argues) =to create a world in which a great
variety o% people will want to live= *Gardner 1999E /# hile there are
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considerable bene%its to developing understanding in relation to the
disciplines) something more is needed#
$re there additional intelligences%
&ince oward Gardner=s original listing o% the intelligences in #rames of Mind
*198./ there has been a great deal o% discussion as to other possible
candidates %or inclusion *or candidates %or e clusion/# &ubseCuent research
and re%lection by oward Gardner and his colleagues has loo2ed to three
particular possibilitiesE a naturalist intelligence) a spiritual intelligence and an
e istential intelligence# e has concluded that the %irst o% these =merits
addition to the list o% the original seven intelligences= *Gardner 1999E 5,/#
Naturalist intelligence enables human beings to recogni(e) categori(e and
draw upon certain %eatures o% the environment# At =combines a description o% the
core ability with a characteri(ation o% the role that many cultures value= * ibid. E
8/#
0he case %or inclusion o% naturalist intelligence appears pretty
straight%orward) the position with regard to spiritual intelligence is %ar morecomple # ?ccording to oward Gardner *1999E 59/ there are problems) %or
e ample) around the =content= o% spiritual intelligence) its privileged but
unsubstantiated claims with regard to truth value) =and the need %or it to be
partially identi%ied through its e%%ect on other people=# ?s a resultE
At seems more responsible to carve out that area o% spirituality closest =in spirit= to
the other intelligences and then) in the sympathetic manner applied to naturalistintelligence) ascertain how this candidate intelligence %ares# An doing so) A thin2 it
best to put aside the term spiritual ) with its mani%est and problematic
connotations) and to spea2 instead o% an intelligence that e plores the nature o%
e istence in its multi%arious guises# 0hus) an e plicit concern with spiritual or
religious matters would be one variety - o%ten the most important variety - o% an
e istential intelligence#
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E*istential intelligence ) a concern with =ultimate issues=) is) thus) the ne t
possibility that oward Gardner considers - and he argues that it =scores
reasonably well on the criteria= * ibid #E 7 /# owever) empirical evidence is
sparse - and although a ninth intelligence might be attractive) oward
Gardner is not disposed to add it to the list# =A %ind the phenomenon
perple ing enough and the distance %rom the other intelligences vast enough
to dictate prudence - at least %or now= * ibid. E 77/#
0he %inal) and obvious) candidate %or inclusion in oward Gardner=s list is
moral intelligence # An his e ploration) he begins by as2ing whether it is
possible to delineate the =moral domain=# e suggests that it is di%%icult to
come to any consensual de%inition) but argues that it is possible to come to
an understanding that ta2es e ploration %orward# 'entral to a moral domain)
oward Gardner suggests) =is a concern with those rules) behaviours and
attitudes that govern the sanctity o% li%e - in particular) the sanctity o% human
li%e and) in many cases) the sanctity o% any other living creatures and the
world they inhabit= * ibid. E !/# A% we accept the e istence o% a moral realm is it
then possible to spea2 o% moral intelligenceK A% it =connotes the adoption o%
any speci%ic moral code= then oward Gardner does not %ind the term moralintelligence acceptable * ibid #E 5/# 3urthermore) he argues) researchers and
writers have not as yet =captured the essence o% the moral domain as an
instance o% human intelligence= * ibid #E 7/#
?s A construe it) the central component in the moral realm or domain is a sense o%
personal agency and personal sta2e) a reali(ation that one has an irreducible role
with respect to other people and that one=s behaviour towards others must re%lectthe results o% conte tuali(ed analysis and the e ercise o% one=s will#### 0he
%ul%ilment o% 2ey roles certainly reCuires a range o% human intelligences -
including personal) linguistic) logical and perhaps e istential - but it is
%undamentally a statement about the 2ind o% person that has developed to be# At
is not) in itsel%) an intelligence# =:orality= is then properly a statement about
personality) individuality) will) character - and) in the happiest cases) about the
highest reali(ation o% human nature# * ibid #E /
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&o it is) that oward Gardner has added an eighth intelligence - naturalist
intelligence - to his list# e has also opened the door to another possibility -
especially that o% e istential intelligence - but the court is out on that one#
Ho ard !ardner&s multi"le intelligences - some issues and "ro'lems
0here are various criticisms o%) and problems around) oward Gardner=s
conceptuali(ation o% multiple intelligences# Andeed) Gardner himsel% has listed
some o% the main issues and his responses *199.E iii- vii6 1999E 9-11 /#
ere) A want to %ocus on three 2ey Cuestions that have been raised in
debates# *0here are plenty o% other Cuestions around - but these would seem
to be the most persistent/E
&re the criteria Howard ardner emplo"s ade+uate John hite *199 /
has argued that there are signi%icant issues around the criteria that oward
Gardner employs# 0here are Cuestions around the individual criteria) %or
e ample) do all intelligences involve symbol systems6 how the criteria to be
applied6 and why these particular criteria are relevant# An respect o% the last)
and %undamental Cuestion) hite states that he has not been able to %ind any
answer in Gardner=s writings * ibid #E 19/# Andeed) oward Gardner himsel% has
admitted that there is an element o% sub ective udgement involved#
)oes Howard ardner's conceptuali ation of intelligence hold
together 3or those researchers and scholars who have traditionally viewed
intelligence as) e%%ectively) what is measured by intelligence tests - oward
Gardner=s wor2 will always be problematic# 0hey can still point to a
substantial tradition o% research that demonstrates correlation betweendi%%erent abilities and argue %or the e istence o% a general intelligence %actor#
oward Gardner *199.E iv/ disputes much o% the evidence and argues that
it is not possible) as yet) to 2now how %ar intelligences actually correlate# :ore
recent developments in thin2ing around intelligence such as Robert
&ternberg=s *1985) 1997/ advancement o% a =triarchic model= have shared
Gardner=s disli2e o% such standard intelligence theory# owever) in contrast to
oward Gardner) Robert &ternberg does not loo2 strongly at the particularmaterial that the person is processing# Anstead he loo2s to what he calls the
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componential) e periential and conte tual %acets o% intelligence# ? %urther set
o% criticisms centre around the speci%ic intelligences that oward Gardner
identi%ied# 3or e ample) it can be argued that musical intelligence and bodily-
2inesthetic intelligence are better approached as talents *they do not
normally need to adapt to li%e demands/#
%s there sufficient empirical e(idence to support Howard ardner's
conceptuali ation ? common criticism made o% oward Gardner=s wor2 is
that his theories derive rather more strongly %rom his own intuitions and
reasoning than %rom a comprehensive and %ull grounding in empirical
research# 3or the moment there is not a properly wor2ed-through set o% tests
to identi%y and measure the di%%erent intelligences#
A once thought it possible to create a set o% tests o% each intelligence - an
intelligence-%air version to be sure - and then simply to determine the correlation
between the scores on the several tests# A now believe that this can only be
accomplished i% someone developed several measures %or each intelligence and
then made sure that people were com%ortable in dealing with the materials and
methods used to measure each intelligence# *Gardner 1999E 98/
oward Gardner himsel% has not pursued this approach because o% a more
general worry with such testing - that it leads to labelling and stigmati(ation#
At can be argued that research around the %unctioning o% the brain generally
continues to support the notion o% multiple intelligence *although not
necessarily the speci%ics o% oward Gardner=s theory/#
0here are %urther Cuestions around the notion o% sel%hood that owardGardner employs - something that he himsel% has come to recogni(e# An the
early 199!s he began to loo2 to the notion o% distributed cognition as
providing a better way o% approaching the area than %ocusing on what goes
on in the mind o% a single individual * atch and Gardner 199./ *see the
discussion o% social situational orientations to learning /#
http://www.infed.org/biblio/b-self.htmhttp://www.infed.org/biblio/learning-social.htmhttp://www.infed.org/biblio/b-self.htmhttp://www.infed.org/biblio/learning-social.htm -
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Conclusion
hile there may be some signi%icant Cuestions and issues around oward
Gardner=s notion o% multiple intelligences) it still has had utility in education# At
has helped a signi%icant number o% educators to Cuestion their wor2 and to
encourage them to loo2 beyond the narrow con%ines o% the dominant
discourses o% s2illing) curriculum) and testing# 3or e ample) :indy @ornhaber
and her colleagues at the Pro ect &$:A0 *&chools $sing :ultiple Antelligences
0heory/ have e amined the per%ormance o% a number o% schools and
concluded that there have been signi%icant gains in respect o% &?0s scores)
parental participation) and discipline *with the schools themselves attributing
this to :A theory/# 0o the e tent that oward Gardner=s multiple intelligences
theory has helped educators to re%lect on their practice) and given them a
basis to broaden their %ocus and to attend to what might assist people to live
their lives well) then it has to be udged a use%ul addition#
Pro ect &$:A0 *,!!!/ uses the metaphor o% (ompass $oints -=routes that
educators using the theory have ta2en and which appear to bene%it students=#
0hey have identi%ied the %ollowing mar2ers that characteri(e schools withsome success in implementing practices that attend to multiple intelligences
theory#
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.ol 's !earning $t"le Model
0his model classi%ies students as having a pre%erence %or 1/ concrete e)perience
or
abstract conceptuali"ation *how they ta2e in%ormation in/) and ,/ active
e)perimentation or
reflective observation *how they internali(e in%ormation/# 0he %our types o%
learners in this
classi%ication scheme are
Ty"e (concrete, reflective)# ? characteristic Cuestion o% this learning type
is *+hy * 0ype 1 learners respond well to e planations o% how course
material relates to their e perience) their interests) and their %uture careers#
To be effective with Type - students ) the instructor should %unction as a
motivator #
Ty"e * (a'stract, reflective)# ? characteristic Cuestion o% this learning type
is *+hat * 0ype , learners respond to in%ormation presented in an organi(ed)
logical %ashion and bene%it i% they have time %or re%lection#
To be effective, the instructor should %unction as an e)pert #
Ty"e + (a'stract, active)# ? characteristic Cuestion o% this learning type is
* ow *
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0ype . learners respond to having opportunities to wor2 actively on wellde%ined
tas2s and to learn by trialanderror in an environment that allows them to %ail
sa%ely#
0o be e%%ective) the instructor should %unction as a coach ) providing guided
practice
and %eedbac2#
Ty"e (concrete, active)# ? characteristic Cuestion o% this learning type is
*+hat if *
0ype learners li2e applying course material in new situations to solve real
problems#
To be effective ) the instructor should stay out o% the way) ma imi(ing
opportunities %or the students to discover things %or themselves#
The Felder-$il(erman !earning $t"les Model
? learning style is a person"s Hcharacteristic strengths and pre%erences in the
ways they ta2e in
and process in%ormation# 0hese characteristics vary %rom person to person) and
Hmay be strong) moderate) or almost none istent) may change with time) and
may vary %rom one sub ect or learning environment to another %or a given
student# An their 1988 paper1,) 3elder and &ilverman proposed a model o%
learning styles that indicates a person"s predilections on %ive continuaE
&ensory Antuitive) 4isual 4erbal) Anductive ;eductive) ?ctive Re%lective) and
&eCuential Global#
&ensory Antuitive
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Anductive ;eductive
?ctive Re%lective
&eCuential Global
4isual 4erbal
The / continua of the Felder-$il(erman model
? person"s placement on the %ive continua might help her gain insight about why
and when learning has been more pleasant and perhaps more e%%ective) what
blind spots she might have) and what techniCues she might be underutili(ing)
that could help her learn more in situations that don"t match her pre%erred
environments#
Please note that a person"s placement on the various continua is descriptive) not
normative#
0here is no best pattern o% results) no best learning style) no inherent superiority
o% any placement# ;o not %eel that you have to HbeI a particular learning style# ?
person who pre%ers visual descriptions to verbal ones might still learn *i% less
enthusiastically/ how to wor2 through a strictly verbal speci%ication# ?s 3elder
points out in his H:atters o% &tyleI article1 ) the model Hprovides clues) not
in%allible labelsI#
3elder presents a list o% %ive Cuestions that can be used to de%ine *in part/ a
student"s learning styleE
1# H hat type o% in%ormation does the student pre%erentially perceiveE sensory
sights) sounds) physical sensations) or intuitive memories) ideas) insightsK
,# 0hrough which modality is sensory in%ormation most e%%ectively perceivedE
visual pictures) diagrams) graphs) demonstrations) or verbal sounds) written
and spo2en words and %ormulasK
.# ith which organi(ation o% in%ormation is the student most com%ortableE
inductive %acts and observations are given) underlying principles are in%erred) or
deductive principles are given) conseCuences and applications are deducedK
# ow does the student pre%er to process in%ormationE actively through
engagement in physical activity or discussion) or reflectively through
introspectionK
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5# ow does the student progress toward understandingE se/uentially in a
logical progression o% small incremental steps) or globally in large umps)
holisticallyKI
$ensor"0%ntuiti(e
3elder de%ines a person who pre%erentially perceives sensory in%ormation as one
who relies more on the in%ormation he receives through his e ternal senses) while
a person with a pre%erence %or intuitive in%ormation relies on his internal
in%ormation *generated %rom memory) con ecture) and interpretation/ and
intuition# ?ccording to 3elder) strongly sensory learners are generally attentive to
details# 0hey are usually observant) and tend to %avor %acts and observable
phenomena# 0hey are apt to pre%er problems with well-de%ined standard solutions
and disli2e surprises and complications that ma2e them deviate %rom these
solutions# &ensory learners can be patient with detail and are normally good at
memori(ing# 0hey are generally good e perimentalists#
&trongly intuitive learners) on the other hand) may be bored by details# 0hey can
easily handle abstraction) and are good at grasping new concepts# D%ten) intuitors
strongly disli2e repetition and they may be careless when per%orming repetitive
tas2s# Anstead) they li2e innovation and are o%ten imaginative and insight%ul# 0hey
respond best to thought problems) and li2e to emphasi(e %undamental principles
and mathematical models# Antuitive learners o%ten ma2e good theoreticians)
designers and inventors#
1isual01er al
4isual and verbal learners di%%er in how they best receive in%ormation# 4isual
learners retain more in%ormation they get %rom visual images such as pictures)
movies) diagrams or demonstrations) and may have problems remembering
in%ormation they simply hear# 4erbal learners retain more in%ormation they hear
*or read/ such as lectures) written words) and mathematical %ormulas# H:ost
people *at least in western cultures/ are visual learners#
%nducti(e0)educti(e
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0he inductive deductive dimension deals with how a learner organi(es
in%ormation# ?n inductive learner pre%ers to wor2 %rom speci%ics and derive the
generalities) while a deductive learner starts with the generalities and applies
them to the speci%ic situations they encounter# Anduction is described by 3elder
and &ilverman as Hthe natural human learning style# Babies don"t come into li%e
with a set o% general principles but rather observe the world around them and
draw in%erences :ost o% what we learn on our own *as opposed to in class/
originates in a real situation or problem that needs to be addressed or solved) not
in a general principle I
Anductive learners will o%ten need to see the motivation %or learning a piece o%
in%ormation be%ore they can learn it and they need to see an event be%ore they
can understand the underlying theory about it# ?t the other end o% the continuum)
3elder and &ilverman describe deduction as Hthe natural human teaching style) at
least %or technical sub ects at the college level# &tating the governing principles
and wor2ing down to the applications is an e%%icient and elegant way to organi(e
and present material that is already understood #I ;eductive learners learn best
by starting at the %undamental principles and then learning the applications o%
these principles to real li%e and the problems they encounter#
&cti(e02eflecti(e
People di%%er in how they process in%ormation once they have received it# &ome
people need to use the in%ormation right away %or it to stic2 in their memories)
while others need to thin2 about the in%ormation and %igure out how it %its into
their mental %ramewor2 be%ore they can use it# 0he
?ctive Re%lective dimension in the 3elder-&ilverman model covers this di%%erence#
?ctive learners want to do something with in%ormation as soon as they get it#
0hey might discuss it with others) either as peers or by e plaining it to someone
else) or they might e periment with the in%ormation they have received# 0hey
tend to li2e to wor2 in groups and li2e to %ind solutions that wor2 and in general
are the people who design and carry out the e periments# A% active learners had a
trademar2 phrase) it could well be HLet"s try it out and see what happens#I
Re%lective learners pre%er to thin2 about in%ormation be%ore they use it# 0hey
pre%er to wor2 alone or with at most one other person who they trust# 0hey need
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time to mentally manipulate the in%ormation to see what they can get %rom it# An
general) re%lective learners are the people who de%ine the problems that need to
be solved# 0he trademar2 phrase %or re%lective learners could be HLet"s thin2 it
through %irstI#
$e+uential0 lo al
0he %inal dimension in the 3elder-&ilverman model is that o% seCuential versus
global learning#
0his dimension deals with how learners HgetI the in%ormation they are learning#
&eCuential learners learn material in a logically ordered progression) learning little
bits as they go) and incrementally building on the 2nowledge they have already
learned# Global learners) however) tend to learn in chun2s# 0hey will spend some
time being lost) then suddenly everything will come together and they will
understand the concept# 3or seCuential learners) each piece o% in%ormation builds
logically on the previous ones# &eCuential learners are strong in convergent
thin2ing and analysis) bringing ideas in together# 0hey %ollow Hlinear reasoning
processesI when they solve problems) and their solutions are o%ten the sort that
ma2e sense to other people# &eCuential learners o%ten have little trouble in
school) as they learn best when material is presented with increasing comple ity
and di%%iculty and they can wor2 with material that they only partially or
super%icially understand# Global learners instead tend to see the big picture# 0hey
spend a period o% time not understanding the material) but then a critical piece o%
in%ormation arrives and everything %alls together %or them# Global learners tend to
be more apt to see connections beyond those presented *o%ten to completely
di%%erent disciplines than the one they are learning in at the moment/# hen a
global learner is solving a problem) she may seem to leap directly to the solution
*possibly s2ipping intermediate steps/ and be unable to e plain how she got there
to other people# Global learners tend to need to be able to %ully understand the
material be%ore they can wor2 with it) however) and this can lead to problems in
school# Dnce they have this understanding) they can very Cuic2ly assimilate
additional related in%ormation and o%ten are strong in divergent analysis and
synthesis#
&ince the publication o% their original paper in 1988) 3elder has made two
changes to the model#
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0he %irst change was the dropping o% the HAnductive ;eductiveI continuum# e
believe that this continuum provides insight %or e ploratory testers and so will
treat the model as i% it still contained this continuum %or our purposes# 0he second
change 3elder made to the model was a word change %or the 4isual 4erbal
dimension# Driginally) this continuum was called 4isual ?uditory# e will use the
current terminology *4isual 4erbal/ throughout the rest o% this paper#
&pplications to E*plorator" Testing
Now that we have reviewed the 3elder-&ilverman model) we can apply this to
e ploratory testing) loo2ing at the potential e ploratory styles o% someone who
has a strong pre%erence %or a given aspect *and ignoring) %or now) the interaction
o% aspects %rom di%%erent continua/# ?gain) it should be stressed that there is no
superiority or in%eriority implied in a speci%ic aspect or the lac2 thereo%# ach
aspect brings strengths and wea2nesses to e ploratory testing) and the
wellbalanced test team will have members whose learning styles complement
each other#
$ensor"0%ntuiti(e
&o) how would a person who was strongly sensory-based or strongly intuitive-
based approach e ploratory testingK 0he sensory-based person *who you will
remember li2es details and wellde%ined solutions to problems) while pre%erring
in%ormation gained %rom his senses/ might %ocus on his actual observations o% the
so%tware# 0he intuitor learners learn material in a logically ordered progression)
learning little bits as they go) and incrementally building on the 2nowledge they
have already learned# Global learners) however) tend to learn in chun2s# 0hey will
spend some time being lost) then suddenly everything will come together and
they will understand the concept# 3or seCuential learners) each piece o%
in%ormation builds logically on the previous ones# &eCuential learners are strong
in convergent thin2ing and analysis) bringing ideas in together# 0hey %ollow
Hlinear reasoning processesI when they solve problems) and their solutions are
-
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o%ten the sort that ma2e sense to other people# &eCuential learners o%ten have
little trouble in school) as they learn best when material is presented with
increasing comple ity and di%%iculty and they can wor2 with material that they
only partially or super%icially understand# Global learners instead tend to see the
big picture# 0hey spend a period o% time not understanding the material) but then
a critical piece o% in%ormation arrives and everything %alls together %or them#
Global learners tend to be more apt to see connections beyond those presented
*o%ten to completely di%%erent disciplines than the one they are learning in at the
moment/# hen a global learner is solving a problem) she may seem to leap
directly to the solution *possibly s2ipping intermediate steps/ and be unable to
e plain how she got there to other people# Global learners tend to need to be able
to %ully understand the material be%ore they can wor2 with it) however) and this
can lead to problems in school# Dnce they have this understanding) they can very
Cuic2ly assimilate additional related in%ormation and o%ten are strong in divergent
analysis and synthesis#
&ince the publication o% their original paper in 1988) 3elder has made two
changes to the model#
0he %irst change was the dropping o% the HAnductive ;eductiveI continuum# e
believe that this continuum provides insight %or e ploratory testers and so will
treat the model as i% it still contained this continuum %or our purposes# 0he second
change 3elder made to the model was a word change %or the 4isual 4erbal
dimension# Driginally) this continuum was called 4isual ?uditory# e will use the
current terminology *4isual 4erbal/ throughout the rest o% this paper#
&pplications to E*plorator" Testing
Now that we have reviewed the 3elder-&ilverman model) we can apply this to
e ploratory testing) loo2ing at the potential e ploratory styles o% someone who
has a strong pre%erence %or a given aspect *and ignoring) %or now) the interaction
o% aspects %rom di%%erent continua/# ?gain) it should be stressed that there is no
superiority or in%eriority implied in a speci%ic aspect or the lac2 thereo%# ach
aspect brings strengths and wea2nesses to e ploratory testing) and the
wellbalanced test team will have members whose learning styles complement
each other#
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$ensor"0%ntuiti(e
&o) how would a person who was strongly sensory-based or strongly intuitive-
based approach e ploratory testingK 0he sensory-based person *who you will
remember li2es details and wellde%ined solutions to problems) while pre%erring
in%ormation gained %rom his senses/ might %ocus on his actual observations o% the
so%tware# 0he intuitor might then %ocus instead on her internal model o% the
so%tware she is testing# 0he two testers will probably also vary in their approach
to per%orming their testing# 0he stereotypic sensor will generally apply Hrules and
toolsI S solutions that have wor2ed in the past %or speci%ic bugs that he can apply
in his current testing to determine whether a particular bug e ists# is testing
would ta2e the %orm o% a series o% e periments on the application# 0hese
e periments will tend to be o% the %orm H;oes this speci%ic bug e istI# ? strongly
sensing tester may also be more li2ely to begin testing the product be%ore he
creates any models o% the so%tware *mentally or otherwise/# e is more li2ely to
consult the speci%ication and other re%erence material) and to e periment with the
con%ormance o% the documentation and the product# 0he learning done by a
strong sensor is apt to be more based on e periencing the product# Given the
sensor"s pre%erence %or well-de%ined standard solutions) he is probably going to be
more inclined to develop a standard pattern %or approaching e ploratory testing#
0his pattern can develop into a mental script) shi%ting the tester"s %ocus %rom
e ploratory testing to scripted testing# 0he stereotypic intuitor is more li2ely to
approach the problem instead by applying di%%erent theories o% error to the
so%tware# &he will ta2e a ris2-based approach to her testing) thin2ing o% ways in
which the so%tware can %ail and then thin2ing o% tests which will show whether the
so%tware actually does %ail in that manner# 0his is di%%erent %rom the sensor"s
testing %or speci%ic bugs in that the intuitor is not %ocusing on bugs she has seen
in the past# Anstead) she is using her e perience and understanding o% the
application she is testing to thin2 about all the di%%erent %ailure modes o% the
application# At is a subtle di%%erence between the two a di%%erence primarily o%
level o% thought# 0he sensor is ta2ing speci%ic e amples o% bugs and chec2ing %or
them# 0he intuitor is loo2ing %or more general possibilities o% %ailure *each o%
which may have multiple bugs associated with it/ and then deriving tests that
could trigger a particular %ailure mode# &he will usually li2e it when her mental
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model o% the so%tware is proven to be incorrect) o%ten viewing the act o% bringing
her model bac2 in line with reality as a challenge to be tac2led with great relish#
0he intuitor is also more li2ely to begin testing by building a model o% the
so%tware# 0his model could be a state-chart) a mapping o% the so%tware to its
mar2et) or some other representation o% some portion o% the system# hile the
sensor is perhaps doing research designed to predict the behavior o% the system)
the intuitor might instead be doing research to de%ine and then re%ine her models)
with the intention o% then evaluating the model against the product# 3inally) the
two testers will most li2ely %ind di%%erent e ploration styles# 0he sensor could %ind
the various attac2s described by ?lan Jorgensen and James hitta2er appealing)
while the intuitor might be more drawn to the modeling techniCues described by
lisabeth endric2son#
1isual01er al
0he ma or di%%erence between e ploratory testers with a strong pre%erence %or
visual learning and those with a pre%erence %or verbal learning might re%lect the
internal mental model that the testers use# 4isual learners will tend to wor2 o%% an
internal model that is picture-based# 0his model could be a set o% diagrams)
%lowcharts) or even mental screenshots# 0hey will also tend to wor2 o%% visual
portrayals o% the steps in the tests they are e ecuting# 0hese portrayals may run
li2e a movie in the visual learner"s head# ?lternatively) visual learners may ma2e
diagrams and pictures %or their notes as they e plore# 4erbal learners would
instead use a te tual model %or their testing# 0hese models might ta2e the %orm o%
a te tual description o% the system *perhaps a te tual use case %ormat/ or they
may ta2e the %orm o% a remembered conversation# 0he model will be based
around words S the tester will use words to describe the system to themselves
and words to describe each step in the process# An addition to their internal
models) these testers may also di%%er in the types o% speci%ication documents they
try to get %rom their analysts and developers# 4isual testers probably will be more
com%ortable wor2ing with visual models o% the system S the state charts)
diagrams) %lowcharts and other representations the people designing and building
the so%tware use to help clari%y things %or themselves# 4erbal learners) on the
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other hand) are li2ely to be happier ta2ing the te tual speci%ication %or the system
and wading through it) learning as they go#
%nducti(e0)educti(e
?n inductive learner may adopt an approach to testing where she gathers as
many speci%ics *such as techniCues) potential de%ects) changes made to the
application) and application history/ as possible and generali(e them to the
application# ? deductive learner might instead approach testing by 2eeping a
collection o% general principles and heuristics and %ind ways to speci%ically apply
these generalities# 0he inductive learner will li2ely ta2e advantage o% historical
data S loo2ing at the available de%ect reports) the technical support database)
published articles about the so%tware being tested and about similar programs)
and any other historical documents that she can get a hold o%# 3rom these
documents) the inductor will derive a set o% speci%ic guidelines that she then can
use to guide their testing# 3or e ample) the application being tested may have a
history o% de%ects in one particular area# ?n inductor would ta2e the speci%ic %act
o% the large number o% de%ect reports and generali(e it to show that there could
still be a large number o% de%ects remaining in that application area) and thus
%ocus more attention on that area than on another area which has had no de%ects
reported historically# hile an inductive learner is using heuristics %or this
approach) it is less apt to be a deliberate usage than we believe the deductive
learner will have# 0he deductive learner starts with a collection o% general
heuristics and guidelines and then consciously applies them to the application#
:any o% the traditional techniCues o% so%tware testing are deductive S the tester
learns the basic s2ill *such as eCuivalence partitioning/ and then determines how
to apply it in the speci%ic situation o% her testing# e e pect there will also be
di%%erences in how deductive and inductive testers use bug
ta onomies,5 and ris2 lists# e e pect the deductive tester to gain %amiliarity
with the categories and then be able to come up with new e amples within those
categories# 0he inductive tester) on the other hand) is e pected to gain an
understanding o% the various list elements and then be able to see new ways o%
categori(ing them#
&cti(e02eflecti(e
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?ctive and re%lective testers di%%er most in how they e ecute tests# ?n active
tester will usually
do very hands-on testing# &he o%ten will per%orm many test cases rapidly and will
view each test case as an e periment) as2ing) H hat happens i% A do thisKI each
time# ?n active tester will also tend to be more visibly a part o% a testing group)
o%ten bouncing ideas and results o%% other members o% the group to solicit their
%eedbac2# ? re%lective tester) on the other hand) is apt to do %ar %ewer tests# ?
thought process will precede each test case where the tester is thin2ing through
the test# Re%lective testers ma2e up %or their lac2 o% speed in test e ecution by
e ecuting the HgoodI tests that are most li2ely to %ind bugs) however# :ost
re%lective testers will probably tend to pre%er to wor2 alone or with at most one
other person) and so may seem anti-social or outside the group# 0his isolation and
thin2ing should give them the time to develop more comple tests and scenarios
to apply to the application) and thus they should be encouraged to ta2e the time
they need#
$e+uential0 lo al
0he last pair o% aspects we have to consider is the seCuential and global aspects#
? seCuentiallearner builds in%ormation and 2nowledge in a logical progression)
while a globallearner needs critical pieces o% in%ormation in order to get the
understanding o% the sub ect# 0he seCuential tester will seem to get o%% to a %aster
start# e will build test plans as he goes) step by step# Not having a piece o%
in%ormation will not normally prove to be a problem %or a seCuential tester) as he
will wor2 with the in%ormation that he does have# e also will be able to e plain
his tests clearly to people a%ter he has per%ormed them# An general) a seCuential
tester"s test cases will grow in comple ity over time as he builds a deeper
understanding o% the system# ? global tester will get o%% to a slower start# e may
have problems understanding the point o% the application *or their area within it/
and need to be shown how to use the application in order to have any idea how
to test it# Dnce he gets the piece o% in%ormation that brings it all together %or him)
however) he Cuic2ly becomes able to create detailed) comple tests that o%ten
draw on connections that other people on the testing team have not seen#
Wrap-up
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e are interested in the 3elder-&ilverman model o% learning styles because it
gives us hints about why di%%erent testers adopt di%%erent e ploratory strategies# A%
those hints are validated) we will be better able to create e%%ective sets o% lesson
plans and e ercises to train e plorers# 0esters with e ploratory testing e perience
might be more able to discover their blind spots or identi%y techniCues that would
not otherwise occur to them# 0est managers will be more able to determine where
there may be gaps in their testing teams and what 2inds o% s2ills they need to
bring in to balance the team# :uch wor2 remains to be done be%ore the impact o%
learning styles on e ploratory testing is completely understood# ach individual
aspect needs to be e plored in more detail %or connections# 0he aspects must be
loo2ed at in combination *%or e ample) how is someone who is strongly intuitive
?N; strongly verbal going to di%%er %rom someone who is ust strong in one o%
those two aspectsK/# perimentation must be per%ormed to validate the claims#