an evaluation of a battery of standardized tests as a
TRANSCRIPT
AS or A MKW OF SIAMODIZSO TOTS
AS A' MSASS OF FTOXCTTO SUCCESS SI A C0U3G3
OF BUSINESS AIMISISTMTX®
A Thesis
FreseuM to
the Faculty of the Depar teient of Psychology
University of Houston
Tn Partial Fulflllront
of the Bequirements for the .Degree
tester of Arte
hyMargaret I4nteey Kraaer
August 1956146138
M. D. ANDERSON MEMORIAL LIBRARY UNIVERSITY OF HOUSTON
A
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ABSmCT
In Fall 1955 oae temared new jhrosteaastudents vbo wnUftd th® Collige ©t luslneas Adslnistration
at th® University Houston aet the Following roquirements
end ve« inoMe< in this stu^i (1) thsy took all the tests
in th© Frostaan guiSanse battery, (2) they enrolled as Full*
time students, and. (3) they completed their First semester oF
study, $he soores mde W these students on the various
tests in the Frestaan guidance battery and tee Quality Feint
Averagos @F the students ec®^rise tee data upon which tele
study wa mdo*
toe purpose oF this study was 1) to evaluate each
test in the froshMn guidance battery as a method oF pre*
dieting acadmie sueoese or tellure oF stedonte in the College
oF Business Administratiou in tee First semester of college
work, nnd 2) to determine tee most effective combination of
teste for predicting aeatelc success of entering freshmen
in the College of Business Atetnistratlou*
tee tests which were used in this study wore as Follows t
$^22matis&Ss$ls6-$221^i—Bsgtol2g-sLBsae5alsn»toH-Sl toe Cooneretiv, toter-Ai»rio«i Teas. For AB. fart lit
SiOsasE _CM; end BOlSteyaSBMas
criterion used on this study ws the Quality Point
Average of each student at the end of Ms first semester of •
college wrk,Pearson product-sosent coefficients of oorrelatlcsi
wre computed hetwen each of the tests and ths criterion of
first seaester Quality Point Average, and intercorrelations
'of the tests wre cmjmted in the same sinner. The tvherry-
Doollttle test selection method vat applied, and it was found
that maximum predictive value of the test battery was obtained
W the the artisti© scale of the Kuder
tetensaSSM.# the ACE linguist!© score* With optimum weights these three measures yielded a multiple. correlation of
*51 with the criterion* This correlation is not what would,
be considered high and it may M of some limited value for
Individual predlctim* Sotever, ■ it may be of more value for
group prediction*.
It was concluded that, since the maximum predictive
value Is obtained with, only three of the tests in the battery,
the battery could be substantially reduced without reducing
the predictive value and other teste could be added to it in
the hope of enhancing its predictive value*It was recomended that the- pegrosslm equation bo
applied to mother group of freshmen entering the College of
Business to verify th® results of this study, and that future
Vi
to predict suetoss In speclfio eoursea
mtow toaa to tto eolto^ as * vhoto.
tags
- X« . S!*! 55SSS4 »«♦#•*♦••••*. •»••♦ X
statemnt et We ^eblaa. •••♦•*•*•* - 1
Ispo^tenoe ©f Wa Stsdgr «•**«•••»•• 1
XX< MW*S2W* 0? 55ED8 X«XXSB&Xt®8 ••»•«*•••* 3
XXX* GHOX^PS STGDZSD ABD 5IAT23XAIS t^SBD **«•»• T
Ch*miD» SWdiM • • • •
M&WiaXs Dwd • ♦ * •
♦ ♦ * e e
<♦••*«♦♦•♦♦ T
• *•*«*•••»• 8
#ee**e ■*•♦•# 9
r® ws m'FA 11
♦••••♦♦•••• 24
• 24
«••••«*•••• 24
• *•»•••»•*• 26
27
XSST OF SAKJto
TABX3 FAGS.... I/ Betw® the Various
XaWosUAve&s m tbs- Mter. Fr@tem«e
B@eer«#. W« O# Batwtog
■ toesteea, Sa th@ CeUes® ot BusSaese*
B • 152 , 17
XI* Cowlatiw Ntweea Mer Jtetewsti
' a^ms wa tb» VaFlmis Seeto ot ttea toesh* wm SattfiCT wd tte CMtlaaylGa.
tuaXltf FolaM Aw2?age« saterlng
Seestewa is. tM CeXXegi af RBtiwss, 1 • 152 • 18
XII* XaUHwalaUoai WWeen to’Various Tostis
er to FWstaaa Gul»to Battor to
Crltoto>Q»allty Foiat Average* .Full*tto BiteriMi Frosltaea la the Cellae ©r Btslaess
H s 152 •*♦*♦*♦**♦♦*♦♦•♦*** 19XT• A faW fop Cmwwto of law Seorea or la*
ttoal Percentiles <b to Artisti© Saale of
to Sudor late Standard Swee for to Bustoss AWnlstotto tosple •*♦.*♦•♦*
TABLE PAG3
■ V* -A Cmversim ©f Sstia&M <1PA into
ProteMULtj of suaoos®, vlUi Swoes
fieflnea as Obtaining a QPA of 1*3 or
Hl^bOr e '.• • * ♦ ♦. ♦ ♦ • • * * ♦ • ♦ • e e ♦ e 21VI* B@sns snd- Jtot'i&tlOM of th®
Tests .sal tbe Orltsrion •••■»♦«,•♦»♦„ 22 VII* Xaticmal PercenUles <m the Kuder
Pr#f@rmo® seoorS vbi^i Correspona to. ?25# P50, and for Group of ■ tesiMW Adainistreti-on Btudmte ♦♦•♦♦»• 23
CMWffl I
ra wcsm
telssa 2C WS tlw PU3?PO80 of this stud^ 1) to ewluato each test in the jRreshaan guiOance bat-
terx tests atoinlstered to entorina fpeshoen at the
Uaiversity of Houston m a methM of predieting acadonic sue*
cess or failure of students. in the College of Business Admin
istration In the first sewstar of college vork, and 2) to
detesmine the most effective oomblnatlm of tests for pre
dicting aeadealo suecess of entering fWsteen in the College
of Business AMSnistorotlaie
freshaen vho enter college for the first time come many prob
loss, 14any of these new students haw no crystallised ambitions
as to their najor field of study end future life’s vork. Also
their aptitudes and special abilities are wtoown both to thra*
selves and to ths' college nhioh they wish to attend* Hsuy
colleges and diversities employ either standardized tests or
high school academic records, ce both, in an effort to resolve
such problems, < '
V- toe main purposes of the frestam guidance test battery are 1) to help all now students making up the bodies of the various colleges in their choice of a major, and 2) to counsel
wisely m tbs Mela of general intelligence, language -aklll :
and reading ability. Interest patterns, and level of previous
2
Mgh school twSatog, eo they my obt&ta mxlmi® bensfit
£><» ttelr eollsga
filffeiwt shills aw 3?equirai la difforont fields of
study* Tte acre highly vorMl areas 'of study naturally pre*
suppose b®*o ' adbsptuoss Im tbs use of the langua^s thssa scaae
otW. less vortal, perhaps, sore stettenlMl, > fields* Therefore
each college la a university requires mors er less different
abilities thro the other ©oilers*Relatively ffs SawstigatlaM haw been ®ade relating
to this problem of matching the majro fields of study to the
individual*a aptitudes sad dntereste in the area of business
a^inistratim. In this study m atteipt ws mde to add to
the body of Informtiro erocesming this problro*
s
4
eensraJllj aeceptea standsM criterion ^hich the
progwttle tests tew eomUtedi therefor® no
eeaswe of the eosparatiw wllaMXltgr ©f wopowa prognostic
tests exists* lhl» applies not mly to shorthand* but also
to other phases of business as tell* Should the crltorion
of aohlewimt lie in so sub|e@tlw a measure as teachers ’ ffiarkst Tte laht 1.itv Sf WAS haa long bean
knownj yet inwstl^tlms stiM are reported in vhich this
iswrare has t)0« used as the only critorim of itotM
prognosis*
cdsbome (7) fomd owffiMwts of oomlatlou for
thirty vaylatoes sand a ^rtlally t^d^rd 1 wd shorthand
learning test Wlott ste wm4 as ter »lterim of suocosa in
laaimina stertiiand* ter oeBolusitiB was that none of the ©gt*-
relations tetwen the stertomd eriterlem and single tests is
high encmgh to make prediction wlusW except in tte negative
sens®,
Mies (6) studied tte values of Wo clerical tests#
an intelligent test# and Mgb school ectelastic averages for
^dieting sucoess of clerical wrters on tte1 Job, te found
only four previms studies relating to tte pwdictim of clerical aptlttites, 9w only predictive ihetor in his study ■ ttet w# found to te write of use ws tte te.troit Clerical.
MMSte Patella# wieh yielded a coefficient of correla
tion of ,8a wito Ms criterion of success# vMch ws tte rating
5
lAslle (5) tomd tlae Jbesli pwdlews ©t* B-uecesa
in tmsiness subjects ww spelling tests end wricms tests ot &i^llsti(^^wS^1saist$,tteti<sn# and punctuation.
. files. (3) fomd eowelatims first sweeter
sweeping grades md setws m ti» XteS-SOMUteffiffiS.*< *^3 tod •5Te . $he SMmclimts wre
only slimily lower vtom bookkeeping ewiinatlto scores were
used &s the criterion. Wm intell^once quotients wre
cctoblaed with the aehMtr««nt test eeores, toe multiple
coomcleuts of corwlatlm vlth first sewster bookkeeping
^&des were raised to »d3 ®ad »do*
M inwstigatlm ws »de N 6oA and Appel (2) to a
typewriting class, toey aake toe following statwentt
Previous s todies of ths wlidlty of various aptitude Beasurcs tw predicting success in type* witlng have tovolved only toe spwd^aoowacy criteria. W validities of toe varlws aptitude test® have lwt rarely over •to***
Wb» a typewriting clasa Is mde up from a l»tero@ffi®«i8 high sebool ptotiatim# ^presenting the varimm curricula, - and me objectives of toe coaree wpteslse personal typing and typing frcsi problem sitoatlms rather thia speed and accuracy frcm straight copy mteri&l, the relattenahips betwm typing success and measures of scholastic aptitude iMraehMgtir than has ewcmls been, asswei, Wder thsce conditions one naypredict success in typewittog from intelliiencs test scores md averwsol school m*s with relatively high accwacy.,
AocqH.lng to Blackstme (1) w suet recomiso the .fact
6
that vacatim is e emplex pattanf, md® up
©f amy ele^ats# eaeh ©f vM@li mst be tested, ahis ©alls
to? & weM. analysis of aXl* IM toapeMBts ©f a weaticn
end tt» emetwetim ©f valid and reliable teste for each
elmaent* Iw ©csRpretwisiw attwpts ©f this chsraeter have
been ®ade# eo It ie no vmder that predictions have been
feeble and Aulty, Sowver, goes m to say, w need not
be discouraged, about the ©o^lexity of prediction♦ - Our ocxa*
blned ©ffwts along tMee lines cannot fail to provide progress,
and awry little ^in is distinctly worth while.
cmwffl inGBOTS srosi® MD K&miMS USED
Sh@ @<mXs^d of all nw frosh*
®cm «iW$ag U>© CoKw ©f Businass Atolnistration of the
WlWrsUj ©f Houston Sb. the AH somsUr ef I955, vho took
all tM tests in the fresbasn golAnee Mttexy, irho enrolled
as full*tise etudimte, and vho cosplstad tto first sensster
of atudy*'
Since, with fw escepticss, all new freshnen wre re»
quirod to take the frestaan guldnnee tests prior to regia*
tratlm mly M rare slromsWoes ws it necessary to
elioimU a student frw the ©?<»> studied bewise of lack
of a complete tmttexy of tests*
A fuU»tiao student is defined as one who was enrolled
for twlwo or sore HWitar hours of ©lasses during the fall
s«ester» SM®e preliaiMr^ MrestigMlons rovosled differ*
encos between All*tim and ^rt*tlM students, it seoBed
desirable to Halt the inizestigation to <®e grow the other. Since full^tiae students probably better represont
typioal eollegs etudents and cosprise the greater portim
of the sAdonU, it smwA ®we spproprlato to 3Mlt the in*
wostigstiatK to this group*In order to ©btaia a measure of the students* performances
to their college work it was nocossary to further lioit the
group to those Wo cropleted at least <me sems tor’s work*
Students Wo witMrw froa «y course after Bid*s«@ster
8 received in that course a grade of “W*# meaning withdrawal,
which is equivalent to a failure in the calculation of.the
Quality Point Average*. Since'the reason for withdrawal was
not known, it seemed host not to include in the groups
studied those students who received a grade of “W" in any
course,"'" The total number of students who met the basic
criterion above was one»hundred*fiftytwo. Of the total
group there were elghty»five males and sixtyseven females,
Materials ^sed. .. The following battery of tests, se»
lected by the Counseling and Testing Service of the XJhiver*
sity of Houston, was administered to all new freshmen prior
to their registration for' the fall' semester,
American Council Education I8xc1121M£&1 Examinatipn
X2£ College Freshmen,. 19t7 .Edition, This is a test of goner*
al scholastic aptitude which has been found to predict fairly
wen success In college work in general. In addition to the
total score, it yields two. sub-scores, quantitative and lin*
gulstlc. The hQ* (quantitative) score is based on problems
in arithmetic, figure analogies, and number series. The
eh” (linguistic) score is based on same-opposites, completion problems, and verbal analogies,
Saffimsto. MssteEtea. tetos. teL Im & ^is is a test of general proficiency in reading speed and
9comprehension* In addition to the total score it yields sep
arate scores for vocabulary and for reading speed and compre
hension, Only Part II, the reading score, was used in this
research.
Cooperative General Test. A $
Mechanics of Expression^ Forta S. ahis is a test of general
proficiency in the Biglish language* It includes four partsi
grammatical usage, capitalisation, punctuation, and spelling,
but yields only on© score,
.Kader - Preference Record, Form. CM* This test is designed to measure the relative strength of a person’s voca
tional interests in ten different areast outdoor, mechanical,
computational, scientific, persuasive, artistic, literary,
musical, social service, and clerical.
Algebra Screening This is a locally developed
and standardised algebra.achievement test designed to select
and place entering freshman students in algebra courses suited
to their level of advancement.
Criterion. For the purpose of this study, the degree »©f academic success for each student vas defined as the Quality Point Average (QPA) reported by the Registrar’s Office at the end of his first semester of college vork* Qual
ity points were assigned to each college letter grade by means
10
©f the in etftct at m mtwrsity of Hous*
ton. wlg&ts t<» tM several letter graces are as fol*
Iwet
.letter ^reae.
ABc»F
OueHty Folata ipss.j?«®..ir*.). StoteaMm.
4 Excellent3 Goodi - Satisfactory1 Foor0 FMlure0 Incomplete© WitMrawal
Tte WUty Faint Average w coaputod fw each
student suming the Quality points earned in all courses
and thm dinding hr th® nvoMr of sweater hours attwptod,
students Wee gmde sheets Sported “X1®* and ’^•s* were
not used in. this stu^' because of spurious effects m the
Quality Foist Awrage*
TECi^ioms m Mmsis op ra mm
toertm eoefflMmU @f* Goi*x*©l&tiou
ww eo^uted meM et the tests and th® criUrion
©f fl«t se»«ter QmMtp Point and intepeoswla*
tions of the tests ww e«pitet In the saa® mnner» The
vesnltlns e®wlati« mtMees w presmted In Tables 1,
2t and 3*
W the ItoMstie seor®, .361
MUX# *331 tod IS, totals ,31« artietls scale of^e...Keeox,d had a correlation of *,28 with
the odWim* AM of too above o«wlaMon ©©efficients
wm signiflottt at the ,01 lorel ©f eonfldence. In addl*
tlon t@ these, the correlate®, of the ACS ©nantltatlve »®re
vith the crltwi® (*13) w» si@xm@mt at th® «05 level of
c®fidenca»
Applying 'tiw towy*Mollttle. test seleotlon method,
ssodtom ^pedictlve value of tte test battery vas obtained
irith the BffiAgHlMMlA# wtistlo scale of the MSUiB&mSLMM* *®< O linguistic scone. With ©ptimm wl^its these three maswes yielded a multiple eonye*
lati® of ,51 with tbs criteri®, The staidard error of
& etMmS w»e 1*9# thea tte ctaiees would be
ei^ht7*tl»w la a teteM U»t the etudmt would acSu&llj be
e suooessfUl etutet* tta.% Mt tte eteueea ®w elsht5r*tteee
to a temtoei 1M6 Ms W would, be above l*s#
Wans ant stondard dovtotlons ot .aH tM aeasures, ex*
oept tha MsJMteafflLBasml «»• preaentes in Tabla 6
Scorea cn toe fisaaS^lSMalA »• to toiea or eofrera-Mw scaled scores md all other® ®w to teras of w®w saores*
presented to. tobls 7» to to equate the swws tow sales
and tosaleSf each seow was ecnwted te a sealed score# based
on naUml persmtHes for tMt wx« The mdtons and quar*
tile points for the se^ple used to tMs towstlgatlm were
then coowrted bask to the emeeptn^tog national poroentiles.
Since the cwretotim of *51 to not iMt would be ©on*
sitowd it to ef Itelted value tow individual predie*
tion* Sowwr# it be of sow value to® gsc^ prodtotion#
Ve could $wdiet wltbto 1*25 quality points with 95^ accuracy,
tod withto le^ quality points with 99^ aeeuraey#
The frestmn gultonoe test battery was not designed to
preMet eueeeee tor any particular field of study* It was
desired as a ©ouneeltog aid f» all ets^ltote, since there to no need for selection of students m tha basis of area of study at this ttoe to tM diversity of Houston.
The criteria, Quality totot Avew^# has sone
u
Ttew is ®a uatoem momt of subjective eval*
tottw a the of Ow teachoi* vhieh roflocts itself ia
a groM* W^mta’af Oiffaraat teachers of an
intiviaMl BtutoVs Buoeee® my yield widely diversified
estimtee* Aeewding M tetewy ant Haler (<), thia diver*
aifleatim la dee to varying standards, to different wights
assigned to eortaln typos of exeeHonsoa and defects, to m*
eonsclous Mases, and 'to WdweMs to wM eonstont and
VArMble errors* The etanwe of passing w falling a eourse
my depmd upon the teacher a studmt shanoes to get rather
than up® the student1® knwledge of the auhjeet oatter,
Vood ($) investigated the scoring of College ^trance
Amination Board Tests in 1921* The results were
such that If 10,000 applicants had be® tested ® successive
days vith equivalent fams of the essaninati®, 1,279 would
have passed Fora a who failed Fora 1, ssa 1,279 would have
passed Fem. S *9 Mled Wm A* This exaeplo shows clearly
that success <at failure oft® depmds as much up® tlie test
and scoring as up® the applicant*® kawTodge*
Matter point to consider M reUtim to the quality
points which, a sWMt earns is that ©rotes are not directly
eo^Mrable to different oourses* For a stutent’s'grates in ^glish or booktoepiug caxmot be dlreetly coopared
to Ms grates to such courses as i&ysleal eteMtim, Mlltary
scimce, ® rwdtoi corses* All these courses are incluted
16
thoso vto socrod. lower m the oMst&s soala tenM to oaBe
hotter gratos.* Although the wwlatim we not high, it
tos el^ifiemt at the ,01 letol of emnamoe, One ean only
osculate as to ^$y such a relationship should exist. One
possible explfiMtion i» that there Is some tasic negative
relationship beteestt artistio Interest md s«e sort of
8eecnoials* interest wMoh night emtrlbuto to euccess in bust*
nose adninlstMtion.*
The ottw measures selected the 'WherryDoolittle
test seloctiai eethed are in aooortaiM trite test one would
expeet. The course of study M Msineae adainistratian is
wore vertex than qumtitative, and fw tela reason me would
ea^eot tee linguistic eewo on the ACS to have some predlc*
tiva value, or at least sore tern the Quantitative score.
Wllfih..W8t..A ted the hlteest oorrela*
tim vite tee criteria la in teeping with tee results of
oteer investlgatleitii of a stellar nature, for instance#
Eardawy end Mier (I) state teat upm investigatlcn they
have found teat a teowtedge of English gmmr i» as tepor*
taut te tte tr^iaoripti® of sterteand as the shorthand and
typewriting aspect,
It should to pointed out that tte results reported, in this study are specific to tte particular prograa of courses and othw cmditlms in tte College of Business Administration,
diversity of Boustm, Mffermt relationships are likely to
to fomd at otter institutions.
17TAMS 1
iBterseyxwUtlms Wtoem ttw WMous latowat Awas m the
Kudex1 Se^eNt# Ww a# FulKAae Euteriag toaslmn*
College of Business. 8 152
BMw Area Mach . C« Ml for Mt lit Mus S3 Clex*
Outdow ♦ ♦ • • ♦ ♦ * < # ♦
Hochanical M e ♦ • ♦ • • ♦ • •
C(®putational **08 ••06 e # # * • ♦ »
soimtifio ,86 •13 ♦15 ♦ • ♦ ♦ # ♦ ♦
wsuasiw ••50 *♦16 •♦13 -•23 • ♦ ♦ ♦ e ♦
Artistle •12 .17 •♦3l *♦20 -.17 ♦ ♦ ♦ • •
Utaua^r •♦18 ••11 •♦12 ♦to •♦07 ♦ ♦ ♦ ♦
Musical •.19 ••IB •♦10 ••11 ♦07 •06 •»07 ♦ • •
Social Bw. -.13 ••12 •♦10 *•05 •♦02 •♦15 *♦11 *,22 ♦ . »
Cleyleal *«^ -.29 •5^ •♦to ♦05 *•35 *•08 ••01 ••05 ♦
t
Coxrei&6imB Kuder Xaterest Areas and tt» Various
Tests ©f ths Western Quitaaoe‘’fette3?y tM tM Cytteric®,
Quality mat Aww®*. wxl-Ctat ®nt©2?ing mstem«Co31e@»
ef minesne 8 * 152 .
Bidw Interest Areas-Teat
Nt Goa S«1 JW Art Mt M16 S3 Cte
Coop XA -.12 •02 M ,01 ■ •02 ,00 •11 *,05 *•05 *•09AC2Q •Ot •M •IS ,06 -.15 .03 »0< *.02 *•06 *•06
ACS 1 -t©l ♦12 *•01 *•05 *•05 .07 ,21 *♦02 *♦10 •♦16
ACS Total ♦02 e!3 •03 t *00 *.31 .06 *15 •♦03 *♦09 ••14
Coop aig* A ♦02 •11 . ,10 -.05 *•20 ,00 .09 ♦12 *,03 •♦02
teta Soy, •03 -.05 .20 .10 *•05 •02 *.05 *,16 •09 *•02
QPA •ell ••03 ♦It *•08 ••03 *e28 .13 *.08 •15 ♦12
isSAKS 3
JatereowFoXaUcns Betwea toe Wimm Seats ef the tpestam
Gultow Battery tto Cyite^ion, Quality Point Average,
. Fall*TM? altering yrestam*College of Business
B 152
Tests ’ XA Q X, Total A Math QPA
Coop u e ♦ ♦ • ♦ ♦ ♦
ACS Q . •t3 ♦ ♦ • ♦ * e
ACS Z, .69 .51 * ♦ ♦ *
ACS Total .67 •81 *91 ♦ e • *
Coop tog* A eta •M .6a ,63 ♦ • •
Math Screen •e •0^ .20 •05 • •
QPA •33 .18 ,36 ♦31 .Ml •09 ♦
abl® fo r C m rw slm e f B&v Se<w® M Uitmal fW c w tH e s <® the A rtlab le Seal# e r th e
l a t e SN^SknI S cores" $iss the
SjaSw as AtolsdUitMktifiik Simple
JRS R
53SS
RSSSS K
SS
Sd
33 333teS
SS
3S5
SS
StiS
858: S818S3 S3^S
8 3%
>
Rg 83388
33SS
S
ro*0*0§s*ft€0eTOS’Tttow0*0rx90*C*0u*z*xeo*ro6VrtCT*S*0trs*ttf0*009*0*0ZfVOos*raTO*re06*0*09r6*0tr5*■ ft
0*t9S*fogo*ftL6‘ft -..
trrtBS*rt
OS*g*t66*'ft
sssoons 39 &%Tmwa<ViO *^«S
sseoans 50'XmTWMl .VA e»63
o ®s®pons Neesetii xe
MtTTWMI V4B WTW@AW0. V
s rav$T3
teaa$ and Smtat Devl&tlma at Seats
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19 39 63
Ca^putatiaM^ 41 66Sciontlfia 11 28 53fewuasiro <6 . © 85Artistic 36 a 82
literary 40 64
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1* Blackstone> I* 6«, Iro^iosis In Business ESuoatlon, Btsineaa Bdueattmi WorM, Keroh, 1939, BP. 533-536.
2.e C©*# ¥.» V* ana Appel, M## Ww Bawe for Fradletina . Sypiag Sueeese* tessl M- M311&
a«u* iW-t w* 17*3E*3* Giles, Me# A Statistical Study te Betemlne th® Value of
' of XnUlllgmeo Quotients $M General AoMeveront Tost Scores for fwdlottng Success in Mrst Vear Bookkeeping* Fas ter* s Steosi®, University of Berth CaroliMk* 1051*
A, Wtowy, «• anA mier, I* B*, £es|»s<,tes»aga|i M Businose Wgtm* Soe»« HlUau sSith* ws^TOFti^BSngGO*, Cincinnati, (Mo, 1952, pp, 3^*^«
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6, lllos, Ae# Sew faetors Sa W draining of CloMe&lWorkers« IpW Belta II Xpeilon Besearoh avart* SUUwtor, (Ma*t Oklahcaa A and M College, We W-15i«
7, CtoWne, N9Mto B«, The BelatKmship b®tween CertainPsychological Tests and Shorthand Achiev®ient#
M 873, YorkTeactere. CoUoge, Colwbla University, 1943, BP. 53-5».
8. Bars#, F. 1., Problaaa In Sborthana ana teomoals.iawa at Bsuaea. Bte.ua, h«t, 1938, p. 17.
9. Vooa, B. D., gMBBgMl to Tonkera-<»*B$d8m7Biwl®E7tfori< Bw co*, 1923, We 12<*125*