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
LECTURE NOTES
PSYCHOLOGICAL ASSESSME
ASSESSMENT
NT
Prepared and Screened by:
Prof. Jose J. Pangngay, MS Psych, RPm
CHAPTER I: BRIEF
BRIEFHISTORY
HISTORYOF
OFPSYCHOLOGICAL
PSYCHOLOGICALTESTING
TESTINGAND
ANDPROMINENT
PROMINENTINDIVIDUALS
INDIVIDUALSIN
IN PSYCHOLOG
PSYCHOLOGICAL
ICAL
A. Ancient Roots
 Chinese Civilization
Civilization–
–testing
testingwas
wasinstituted
institutedas
asaameans
meansofofselecting
selectingwho,
who,of
ofthe
themany
manyapplicants,
applicants,would
wouldobtain
obtaingovernment
governmentjojo
 Greek Civilization
Civilization–
–tests
tests were
were used
used to
to measure
measure intelligence
intelligence and
and physical
physical skills
skills
 European Universities
Universities–
–these
these universities
universities relied
relied on
on formal
formal exams
exams inin conferring
conferring degrees
degrees and
and honors
honors
•
•
•
B. Individual Differences
 Charles Darwin
Darwin–
–believed
believed that
that despite
despite our
our similarities,
similarities, no
no two
twohumans
humans are
are exactly
exactly alike.
alike. Some
Some ofof these
these individual
individual difference
difference
others
others and
and these
these differences
differences lead
lead to
to more
more complex,
complex, intelligent
intelligent organisms
organisms over
over time.
time.
 Francis Galton
Galton–
–he
heestablished
establishedthe
thetesting
testingmovement;
movement;introduced
introducedthe
theanthropometric
anthropometricrecords
recordsofofstudents;
students;pioneered
pioneeredthe
theapp
ap
questionnaire
questionnairemethod,
method,and
andthe
thefree
freeassociation
associationtechnique;
technique;he
healso
alsopioneered
pioneeredthe
theuse
useofofstatistical
statisticalmethods
methodsfor
forthe
theanalysis
analysisofofpp
the
theGalton
Galtonbar
bar(visual
(visualdiscrimination
discriminationlength)
length)and
andGalton
Galtonwhistle
whistle(determining
(determiningthe
thehighest
highestaudible
audiblepitch).
pitch).Moreover,
Moreover,he
healso
alsonote
note
retardation
retardation tend
tend to
to have
have diminished
diminished ability
ability to
to discriminate
discriminate among
among heat,
heat, cold
cold and
and pain.
pain.
•
•
C. Early
Early Experimental
Experimental Psychologists
Psychologists
 Johan Friedrich Herbart
Herbart–
–Mathematical
Mathematicalmodels
modelsofof the
themind;
mind;father
father of
ofpedagogy
pedagogyas
as an
anacademic
academicdiscipline;
discipline;went
wentagainst
againstWun
Wun
 Ernst Heinrich Weber
Weber–
–sensory
sensory thresholds;
thresholds; just
just noticeable
noticeable differences
differences (JND)
(JND)
 Gustav Theodor Fechner
Fechner–
–mathematics
mathematicsofofsensory
sensorythresholds
thresholdsofofexperience;
experience;founder
founderofofpsychophysics;
psychophysics;considered
consideredone
oneofofth
experimental
experimentalpsychology;
psychology; Weber-Fechner
Weber-Fechner Law
Lawfirst
first to
to relate
relate sensation
sensation and
and stimulus
stimulus
 Wilhelm Wundt
Wundt–
–considered
consideredone
oneofofthe
thefounders
foundersofofPsychology;
Psychology;first
firstto
tosetup
setupaapsychology
psychologylaboratory
laboratory
•
•
•
•
 Edward Titchner
Titchner–
–succeeded
succeeded Wundt;
Wundt;brought
broughtStructuralism
Structuralismto
toAmerica;
America;his
his brain
brain isis still
stillon
ondisplay
display inin the
the psychology
psychology departm
departm
 Guy Montrose Whipple
Whipple–
–pioneer
pioneerof
ofhuman
humanability
abilitytesting;
testing;conducted
conductedseminars
seminarsthat
thatchanged
changed the
thefield
fieldofofpsychological
psychologicaltesting
testing
 Louis Leon Thurstone
Thurstone–
–large
large contributor
contributor of
of factor
factor analysis;
analysis;approach
approachto
to measurement
measurement was
wastermed
termedas
as the
the law
law of
of comparative
comparative
•
•
•
D. The
The Study
Study of
of Mental
Mental Deficiency
Deficiency and
and Intelligence
Intelligence Testing
Testing (Theories
(Theories of
of Intelligence)
Intelligence)
 Jean Esquirol
Esquirol–
–provided
provided the
the first
first accurate
accurate description
description of
of mental
mental retardation
retardation as
as an
an entity
entity separate
separate from
from insanity.
insanity.
 Edouard Seguin
Seguin–
–pioneered
pioneeredmodern
moderneducational
educationalmethods
methodsfor
forteaching
teachingpeople
peoplewho
whoare
arementally
mentallyretarded/intellectually
retarded/intellectuallydisabl
disab
 James McKeen Cattell
Cattell–
–an
an American
American psychologist
psychologist who
who coined
coined the
the term
term “mental
“mental test”
test”
•
•
•
Alfred Binet
Binet–the
–the father of IQ testing
 Lewis M. Terman
Terman–
–introduced
introducedthe
the concept
concept of
of IQ
IQas
as determined
determinedby
by the
themental
mentalage
age and
and chronological
chronologicalage
age
•
•
IQ
IQ Classification
Classification according
according to
to the
the Stanford-Binet
Stanford-Binet 55 (*(* reflects
reflects extended
extended IQ
IQ scores)
scores)
*176-225
*161-175
145-160
130-144
120-129
110-119
90-109
80-89
: Profoundly Gifted
: Extremely Gifted
: Very Gifted
: Gifted
: Superior
: High Average
: Average
: Low Average
70-79
55-69
40-54
*25-39
: Borderline Impaired
: Mildly Impaired
: Moderately Impaired
: Severely Impaired

E. World War I
 Robert Yerkes
Yerkes–
–pioneered
pioneered the first group intelligence test known as the Army Alpha (for literate) and Army Beta (for functiona
•
Arthur S
S.. Otis–
Otis–introduced multiple choice
choice and
and other
other “objective”
“objective” item type
type of
of tests
tests
 Robert S. Woodworth
Woodworth–
–devised
devised the
the Personal
PersonalData
Data Sheet
Sheet (known
(known as
as the
the first
first personality
personality test)
test) which
which aimed
aimed to
to identify
identify soldiers
soldiers
shock 
•
•
F. Personality Testers
 Herman Rorschach
Rorschach–
–slow
slow rise of
of projective
projective testing;
testing; Rorschach
Rorschach Inkblot
Inkblot Test 
 Henry Murray & Christina Morgan
Morgan–
–Thematic
Thematic Apperception Test
Test
 Early 1940’s ––structure
structure tests
tests were
were being
being developed
developed based
based on
on their
their better
better psychometric
psychometric properties
properties 
•
•
•
 Raymond B. Cattell
Cattell–
–16
16 Personality Factors
Factors
 McCrae & Costa
Costa–
–Big
Big 5 Personality Factors
Factors
•
•
G. Psychological
Psychological Testing in the
the Philippines
Philippines
 Virgilio Enriquez
Enriquez–
–Panukat
Panukat ng Ugali at Pagkatao or PUP
 Aurora R
R.. Palacio–
Palacio–Panukat
Panukat ng
ng Katalinuhang
Katalinuhang Pilipino or PKP
 Anadaisy Ca
Carlota
rlota–
–Panukat
Panukat ng Pagkataong Pilipino
Pilipino or
or PPP
PPP
•
•
•
 Gregorio E.H. Del Pilar–
Pilar–Masaklaw
Masaklawna
na Panukad
Panukad ng
ngLoob
Loob or
or Mapa
Mapa ng
ng Loob
Loob
 Alfredo Lag
Lagmay
may–
–Philippine
Philippine Thematic
Thematic Apperception
Apperception Test
Test (PTAT)
(PTAT)
•
•
CHAPTER
CHAPTER II:II: PSYCHOLOGICAL
PSYCHOLOGICALTESTING
TESTINGAND
ANDPSYCHOLOGICAL
PSYCHOLOGICALASSESSMENT
ASSESSMENT
A. Objectives of Psychometrics
1. To measure
measure behavior
behavior (overt
(overt and
and covert)
covert)
2. To
To describe
describe and
and predict
predictbehavior
behaviorand
and personality
personality (traits,
(traits, states,
states, personality
personality types,
types,attitudes,
attitudes, interests,
interests, values,
values, etc.)
etc.)
3. To
Todetermine
determinesigns
signsand
andsymptoms
symptomsofofdysfunctionality
dysfunctionality(for
(forcase
caseformulation,
formulation,diagnosis,
diagnosis,and
andbasis
basisfor
forintervention/plan
intervention/planfor
foractio
acti
B. Psychological
Psychological Testing
Testing vs.
vs. Psychological
Psychological Assessment
Assessment
Psychological Testing
Objective
Typically,
Typically, to
to obtain
obtain some
some gauge,
gauge, usually
usually numerical
numerical in
in
nature, with regard to an ability or attribute
Focus
How one
one person
person or
or group compares
compares with
with others
others
(nomothetic)
Process
Testing may be individual or group in
in nature. After test
administration, the tester will typically add up “the number
of correct answers or the number of certain types of
responses… with little if any regard for the how or
mechanics of such content”
content”
Role of Evaluator
The tester is not the key to the process; practically
speaking,
speaking, one
one tester
tester may
may be
be substituted
substituted for
for another
another tester
tester
without appreciably affecting the evaluation.
Skill of Evaluator
Testing typically requires technician-like skills in terms of
administering
administering and
and scoring
scoring a test as well as
as in
in interpreting
a test result.
Outcome
Typically, testing yields a test score or series of
of test
test
scores.
Duration
Shorter, lasting from few minutes to few hours
Sources of Data
One person, the test taker only
Qualification for Use
Knowledge of tests and testing procedures
Cost
Inexpensive, especially when group testing is done
C. Assumptions
Assumptions about
about Psychological
Psychological Testing
Testing and
and Assessment
Assessment
1. Psychological
Psychological traits and
and states
states exist.
exist.
Psychological Asse
Typically to answer a referral question, s
arrive
arrive at
at aa decision through the
the use of
of to
t
The
The uniqueness
uniqueness of
of aa given
given individual,
individual, gg
(idiographic)
Assessmen
Assessmentt is typica
typically
lly individua
individualized.
lized.
assessment
assessment more
more typically
typically focuses
focuses on
on h
processes
processes rather
rather than
than simply
simply the
the results
results
The
The assessor
assessor isisthe
the key
key to
to the
the process
process
other
other tools
tools of
of evaluation
evaluation as
as well
well as
as in
in dr
d
the entire evaluation.
Assessmen
Assessmentt typically require
requiress an edu
educa
ca
evaluation,
evaluation, skill
skill in
in evaluation,
evaluation, and
and thoug
thoug
integration of data.
Typically,
Typically, assessment
assessment entails
entails aa logical
logical p
approach
approach that
that brings
brings to
to bear
bear many
many sour
sou
shed light on a referral question.
Longer, lasting from a few hours to a fe
Often collateral sources, such as relativ
in addition to the subject of the assessm
Knowledge of testing and other assess
of
of the
the specialty
specialty area
area assessed
assessed (psychia
(psychia
requirements, etc.)
Very expensive, requires intensive use
professionals
 Trait
Trait -- characteristic
characteristic behaviors
behaviors and
and feelings
feelings that
that are
are consistent
consistent and
and long
long lasting.
lasting.
•
•
State
State -temporary
-temporary behaviors
behaviors or
or feelings
feelings that
that depend
depend on
on aa person's
person's situation
situation and
and motives
motives at
at aa particular
particular time
time

D. Tools
Tools of
of Psychological
Psychological Assessment
Assessment
1. Psychological
Psychological Tests
Tests–
–aastandardized
standardizedmeasuring
measuringdevice
deviceor
orprocedure
procedureused
usedtotodescribe
describethe
theability,
ability,knowledge,
knowledge,skills
skills ororattitud
attitud
 Measurement
Measurement–
–the
theprocess
processofofquantifying
quantifyingthe
theamount
amountor
ornumber
numberof
ofaaparticular
particularoccurrence
occurrenceofofevent,
event,situation,
situation,phenome
phenom
 Assessmen
Assessmentt–the
– the process
processof
ofsynthesizing
synthesizingthe
theresults
resultsofofmeasurement
measurementwith
withreference
referencetotosome
somenorms
normsand
andstandards
standards
•
•
 Evaluation
Evaluation–
–the
theprocess
processofofjudging
judgingthe
theworth
worthofofany
anyoccurrence
occurrenceofofevent,
event,situation,
situation,phenomenon,
phenomenon,object
objectororperson
personwhic
whic
•
particular decision
2. Interviews
Interviews–
–aatool
toolof
ofassessment
assessmentininwhich
whichinformation
information isisgathered
gatheredthrough
throughdirect,
direct,reciprocal
reciprocalcommunication.
communication.Has
Hasthree
threetypes
types
and semi-structured).
3. Portfolio Assessment
Assessment–
–a
a type
type of
of work
work sample
sample isis used
used as
as an
an assessment
assessment tool
tool
4. Case-History Data
Data–
–records,
records, transcripts,
transcripts,and
andother
otheraccounts
accountsinin any
anymedia
mediathat
thatpreserve
preservearchival
archivalinformation,
information,official
officialand
andinfor
info
data
data and
and items
items relevant
relevant to
to the
the assessee
assessee
5. Behavioral Observation
Observation–
–monitoring
monitoringthe
theactions
actions ofof other
other or
or oneself
oneself by
by visual
visualor
or electronic
electronicmeans
means while
whilerecording
recording qualitative
qualitative aa
information
informationregarding
regardingthose
thoseactions,
actions,typically
typicallyfor
fordiagnostic
diagnosticor
orrelated
relatedpurposes
purposesand
andeither
eithertotodesign
designintervention
interventionor
ortotomeasure
measur
intervention.
E. Parties
Parties in
in Psychological
Psychological Assessment
Assessment
1. Test Authors and Developer
Developer–
–create
create tests
tests or
or other methods
methods of
of assessment
assessment
2. Test Publishers
Publishers–
–they
they publish,
publish, market, and sell tests, thus controlling their distribution
3. Test Reviewers
Reviewers–
–they
they prepare
prepare evaluative
evaluative critiques
critiques of
of tests
tests based
based on
on their
their technical
technicaland
and practical
practical merits
merits
4. Test Users
Users–
–professionals
professionalssuch
suchasasclinicians,
clinicians,counselors,
counselors,school
schoolpsychologists,
psychologists,human
humanresource
resourcepersonnel,
personnel,consumer
consumerpsych
psyc
psychologists,
psychologists,social
socialpsychologists,
psychologists,etc.
etc.that
thatuse
usethese
these tests
testsfor
for assessment
assessment
5. Test Sponsors
Sponsors–
–institutional
institutionalboards
boardsor
orgovernment
governmentagencies
agencieswho
whocontract
contracttest
testdevelopers
developersor
orpublishers
publishersfor
foraavarious
varioustesting
testing
6. Test Takers
Takers–
–those
those who
who are
are taking
taking the
the tests;
tests; those
those who
who are
are subject
subject to
to assessment
assessment
7. Society at Large
F. Three-Tier
Three-Tier System
System of
of Psychological
Psychological Tests
1. Level A
– these
thesetests
testsare
arethose
thosethat
thatcan
canbe
beadministered,
administered,scored
scoredand
andinterpreted
interpretedbybyresponsible
responsiblenon-psychologist
non-psychologistwho
whohave
havecarefu
care
are
are familiar
familiar with
with the
the overall
overall purpose
purpose of
of testing.
testing. Educational
Educational achievement
achievement tests
tests fall
fall into
into this
this category.
category.
– Examples:
Examples: Achievement
Achievement tests
tests and
and other
other specialized
specialized (skill-based)
(skill-based)aptitude
aptitude tests
tests
2. Level B
– these
thesetests
testsrequire
requiretechnical
technicalknowledge
knowledgeofoftest
testconstruction
constructionand
anduse
useofofappropriate
appropriateadvanced
advancedcoursework
courseworkininpsychology
psycholog
– examples:
examples: Group
Group intelligence
intelligence tests
tests and
and personality
personality tests
tests
3. Level C
– these
thesetests
testsrequire
requirean
anadvanced
advanceddegree
degreeininPsychology
PsychologyororLicense
LicenseasasPsychologist
Psychologistand
andadvanced
advancedtraining/supervised
training/supervisede
test
test (Examples:
(Examples: Projective
Projective tests,
tests, Individual
Individual Intelligence
Intelligence tests,
tests, Diagnostic
Diagnostic tests)
tests)
G. General
GeneralTypes
Typesof
ofPsychological
PsychologicalTests
TestsAccording
Accordingto
toVariable
VariableMeasured
Measured
1.Ability
Ability Tes
Tests
ts
- Assess wha
whatt a person
person can do
- Includes
Includes Intelligence
Intelligence Tests,
Tests,Achievement
Achievement Tests
Tests and
and Aptitude
Aptitude Tests
Tests
- Best
Best conditions
conditions are
are provided
provided to
to elicit
elicit aa person’s
person’s full
full capacity
capacity or
or maximum
maximum performance
performance 
- There are right and wrong answers
- Objective of motivation: for the examinee to do his best
2. Tests of Typical Performance
- Assess wha
whatt a person
person usu
usually
ally doe
doess
- Includes
Includes personality
personality tests,
tests, interest/attitude/values
interest/attitude/values inventories
inventories
- Typical
Typical performance
performance can
can still
still manifest
manifest itself
itself even
even inin conditions
conditions not
notdeemed
deemed as
as best
best
- There are no right or wrong answers
- Objective
Objective of
of motivation:
motivation: for
for the
the examinee
examinee to
to answer
answer questions
questions honestly
honestly
H. Specific
Specific Types
Types of
of Psychological
Psychological Tests
Tests
1. Intelligence Test
– measures
measures general
general potential
– Assumpt
Assumption:
ion: fewer
fewer assumptions
assumptions ab
about
out spe
specific
cific prior learning experien
experiences
ces
– Validation
Validation process:
process: Content
Content Validity
Validity and
and Construct
Construct Validity
Validity
– examples: WAIS, WISC, CFIT, RPM
2.Aptitude
Aptitude Te
Test
st
– Measures
Measures an
an individual’s
individual’s potential
potential for
for learning a specific task,
task, ability
ability or
or skill
skill 
Assumpt
Assumption:
ion: No assumption
assumptionss about sp
specific
ecific pprior
rior learning
learning eexperiences
xperiences

– has
hasthree
threeconstruction
constructionstrategies
strategiesnamely:
namely:theory-guided
theory-guidedinventories,
inventories,factor-analytically
factor-analyticallyderived
derivedinventories,
inventories,criterion-keye
criterion-key
– examples: NEOPI, 16PF, MBTI, MMPI
5. Interest Inventory
– Measures
Measuresan
anindividual’s
individual’sperformance
performancefor
forcertain
certainactivities
activitiesorortopics
topicsand
andthereby
therebyhelp
helpdetermine
determineoccupational
occupationalchoice
choiceor
or
– Measure the
the direction
direction and
and strength
strength of
of interest
– Assumpt
Assumption:
ion: Interests
Interests though
though un
unstable,
stable, ha
have
ve a certain
certain stab
stability
ility or else
else it cannot
cannot be measured
measured
– Stability is said to start at 17 years old
– Broad
Broad lines
lines of
of interests
interests are
are more
more stable
stable while
while specific
specific lines
lines of
of interests
interests are
are more
more unstable,
unstable, they
they can
can change
change aa lot.
lot.
– Example: CII
6.Attitude
Attitude Inventor
Inventoryy
– Direct
Direct observation
observation on
on how
how aa person
person behaves
behaves in
in relation
relation to
to certain
certain things
things
– Attitude qu
questionna
estionnaires
ires or scales ((Bogar
Bogardus
dus Social Disstance
tance Scale, 192
1925)
5)
– Reliabilities
Reliabilities are
are good but
but not as high
high as those
those of
of tests of ability
–Attitude measure
measuress have no
nott gene
generally
rally corre
correlated
lated ver
veryy highly
highly with ac
actual
tual beh
behavior
avior
– Specific
Specificbehaviors,
behaviors,however,
however,can
canbe
bepredicted
predictedfrom
frommeasures
measuresofof attitude
attitude toward
towardthe
the specific
specificbehavior
behavior
7. Values Inventory
– Purports
Purports to
to measure
measure generalized
generalized and
and dominant
dominant interests
interests
– Validity is extremely difficult to determine by statistical methods
– The
The only
only observable
observable criterion
criterion isis overt
overt behavior
behavior
– Employed
Employedless
lessfrequently
frequentlythan
thaninterest
interestininvocational
vocationalcounseling
counselingand
andcareer
careerdecision-making
decision-making
8. Diagnostic Test
– This
Thistest
testcan
canuncover
uncoverand
andfocus
focusattention
attentionon
onweaknesses
weaknessesofofindividuals
individualsfor
forremedial
remedialpurposes
purposes
9. Power Test
– Requires
Requires an
an examinee
examinee to
to exhibit
exhibit the
the extent
extent or
or depth
depth of
of his
his understanding
understanding or
or skill
skill
– Test with varying level of difficulty
10. Speed Test
– Requires
Requires the
the examinee
examinee to
to complete
complete as
as many
many items
items as
as possible
possible
– Contains items of
of uniform
uniform and generally simple
simple level of difficulty
11. Creativity Test
–A test which
which asse
assesses
sses an individual’s ability to produ
produce
ce new/or
new/original
iginal idea
ideas,
s, insights
insights or artistic
artistic creations that are
are accepte
or scientific value
– Ca
Cannassess
assessthe
theperson’s
person’scapacity
capacitytotofind
findunusual
unusualororunexpected
unexpectedsolutions
solutionsfor
forvaguely
vaguelydefined
definedproblems
problems 
12. Neuropsychological
Neuropsychological Test
– Measures
Measurescognitive,
cognitive,sensory,
sensory,perceptual
perceptualand
andmotor
motorperformance
performancetotodetermine
determinethe
theextent,
extent,locus
locusand
andbehavioral
behavioralconsequ
conseq
given
given to
to persons
persons with
with known
knownor
or suspected
suspected brain
brain dysfunction
dysfunction
– Example: Bender-Gestalt II
13. Objective Test
– Standardized test
–Administered
Administered individu
individually
ally or in grou
groups
ps
– Objectively scored
– There
There are limited
limited number
number of responses
– Uses norms
– There is a high level of reliability and validity
– Examples:
Examples: Personality
Personality Inventories,
Inventories, Group
Group Intelligence
Intelligence Test
Test
14. Projective Test
– Test
Testwith
withambiguous
ambiguousstimuli
stimuliwhich
whichmeasures
measureswishes,
wishes,intrapsychic
intrapsychicconflicts,
conflicts,dreams
dreamsand
andunconscious
unconsciousmotives
motives
– Projective
Projective tests
tests allow
allow the
the examinee
examinee to
to respond
respond to
to vague
vague stimuli
stimuli with
with their
their own
own impressions
impressions
– Assumpt
Assumption
ion is that
that the exa
examinee
minee will project his
his unco
unconscious
nscious nneeds,
eeds, m
motives,
otives, an
andd conf
conflicts
licts onto the neutr
neutral
al stimulus
stimulus
–Administered
Administered individu
individually
ally and scored su
subjectively
bjectively
– Have
Have55types/techniques:
types/techniques:Completion
CompletionTechnique,
Technique,Expressive
ExpressiveTechnique,
Technique,Association
AssociationTechnique,
Technique,Construction
ConstructionTechniqu
Techniq
Technique
– With low levels of reliability and validity
– Examples:
Examples: Rorschach
Rorschach Inkblot
Inkblot Test,
Test, TAT,
TAT, HTP,
HTP, SSCT,
SSCT, DAP
DAP
15. Norm-Referenced Test
Test–
–raw
raw scores
scores are
are converted
converted to
to standard
standard scores
scores
16. Criterion-Referenced Test
Test–
–raw
raw scores
scores are referenced
referenced to
to specific
specific cut-off
cut-off scores
***Clinical
***ClinicalDifferences
DifferencesBetween
BetweenProjective
ProjectiveTests
Testsand
andPsychometric
Psychometric(Objective
(ObjectiveTests)
Tests)
Point of Comparison/Difference
Definiteness of Task
Projective Test
Allows variation in responses and recall more
individualized
individualized response
response pattern
pattern
Psychom
Subjects
Subjects are
are judged
judged in
in
basis

I.
Basic
Basic Principles
Principles in
in the
the Use
Use of
of Psychological
Psychological Tests
Tests
1. Tests are
are samples
samples of
of behavior
behavior
2. Tests do not reveal traits or capacities directly
3. Psychological
Psychological maladjustments
maladjustments selectively
selectively and
and differentially
differentially affect
affect the
the test
test scores
scores
4. The
Thepsychometric
psychometricand
andprojective
projectiveapproaches,
approaches,although
althoughindistinguishable,
indistinguishable,are
aremutually
mutuallycomplementary
complementary
J. Psychological
Psychological Tests
Tests are
are used
used in
in the
the following
following settings:
1. Educational Settings
– Basis
Basis for
for admission
admission and
and placement
placement to
to an
an academic
academic institution
institution
– Identify
Identifydevelopmental
developmentalproblems
problemsororexceptionalities
exceptionalitiesfor
forwhich
whichaastudent
studentmay
mayneed
needspecial
specialassistance
assistance
– Assist st
students
udents fo
forr edu
educational
cational od vocationa
vocationall planning
– Intelligence
Intelligencetests
testsand
andachievement
achievementtests
testsare
areused
usedfrom
froman
anearly
earlyage.
age.From
Fromkindergarten
kindergartenon,
on,tests
testsare
areused
usedfor
forplacemen
placeme
– Educational
Educationalinstitutions
institutionshave
havetotomake
makeadmissions
admissionsand
andadvancement
advancementdecisions
decisionsregarding
regardingstudents.
students.e.g,
e.g,SAT,
SAT,GRE,
GRE,subj
sub
– Used
Usedtotoassess
assessstudents
studentsfor
forspecial
specialeducation
educationprograms.
programs.Also,
Also,used
usedinindiagnosing
diagnosinglearning
learningdifficulties.
difficulties.
2. Clinical Settings
– Tests
TestsofofPsychological
PsychologicalAdjustment
Adjustmentand
andtests
testswhich
whichcan
canclassify
classifyand/or
and/ordiagnose
diagnosepatients
patientsare
areused
usedextensively.
extensively.
– Psychologist
Psychologist generally
generallyuse
useaa number
numberof
ofobjective
objective and
and projective
projectivepersonality
personality tests.
tests.
– Neuropsychological
Neuropsychologicaltests
testswhich
whichexamine
examinebasic
basicmental
mentalfunction
functionalso
alsofall
fallinto
intothis
thiscategory.
category.Perceptual
Perceptualtests
testsare
areused
useddet
de
brain damage.
– For
For diagnosis
diagnosis and
and treatment
treatment planning
3. Counseling Settings
– Counseling
Counseling inin schools,
schools, prisons,
prisons, government
government or
or private
private institutions
institutions
4. Geriatric Settings
– Assessmen
Assessmentt for the aged
5. Business
Business Settings
Settings (Personnel
(Personnel Testing)
Testing)
– Tests
Tests are
are used
used to
to assess:
assess: training
training needs,
needs, worker’s
worker’s performance
performance inin tra
training,
ining, success
successinin training
training programs,
programs,management
management
training, and selection.
– For
Forexample,
example,the
theMyers
Myers-Briggs
-Briggstype
typeindicator
indicatorisisused
usedextensively
extensivelytotoassess
assessmanagerial
managerialpotential.
potential.Type
Typetesting
testingisisused
usedtot
person with the job they are most suited for.
– Selection
Selection of
of employees’
employees’ classification
classification of
of individuals
individuals to
to positions
positions suited
suited for
for them
them 
– Basis for promotion
6. Military
Settings
– For proper selection of military recruits and placement in the military duties
7. Government
Government and
and Organizational
Organizational Credentialing
Credentialing
– For
For promotional
promotional purposes,
purposes, licensing,
licensing, certification
certification or
or general
general credentialing
credentialing of
of professionals
professionals
8.Courts
– Evaluate
Evaluate the
the mental
mental health
health of
of people
people charged
charged with
with aa crime
crime
– Investigating
Investigating malingering
malingering cases
cases in courts
courts
– Making
Making child
child custody/annulment/divorce
custody/annulment/divorce decisions
decisions
9.Academic Re
Research
search Setting
Settingss
K. Uses of Psychological Test
1. Classification
Classification–
–assigning
assigning aa person
person to
to one
one category
category rather
rather than
than the
the other
other
a. Placement
Placement–
–refers
refers to
to sorting
sorting ofof persons
persons into
into different
different programs
programs appropriate
appropriate to
to their
theirneeds/skills
needs/skills(example:
(example: aa university
university m
m
exam
exam isis given
given to
to students
students to
todetermine
determine ifif they
they should
shouldenroll
enroll inin calculus,
calculus, in
in algebra
algebra or
or inin aa remedial
remedial course)
course)
b. Screening
Screening–
–refers
referstotoquick
quickand
andsimple
simpletests/procedures
tests/procedurestotoidentify
identifypersons
personswho
whomight
mighthave
havespecial
specialcharacteristics
characteristicsororne
n
children
children with
with exceptional
exceptional thinking
thinking and
and the
the top
top 10%
10% will
willbe
be singled
singled out
out for
for aa more
more comprehensive
comprehensive testing)
testing)
c. Certification
Certification–
–determining
determiningwhether
whetheraaperson
person has
hasatat least
least the
the minimum
minimum proficiency
proficiency ininsome
somediscipline/activity
discipline/activity (example:
(example:rir
after passing the
the medical
medical board exam; right to drive a car)
d. Selection
Selection–
–example:
example:provision
provisionofofan
anopportunity
opportunitytotoattend
attendaauniversity;
university;opportunity
opportunitytotogain
gainemployment
employmentininaacompany
companyor
or
2. Aptitude Testing
a. Low selection ratio
b. Low success ratio
3. Diagnosis
Diagnosis and
and Treatment
Treatment Planning
Planning–
–diagnosis
diagnosisconveys
conveysinformation
informationabout
aboutstrengths,
strengths,weaknesses,
weaknesses,etiology
etiologyand
andbest
bestchoices
choices
tests
tests are
are absolutely
absolutely essential
essential in
in diagnosing
diagnosing intellectual
intellectual disability)
disability)
4. Self-Knowledge
Self-Knowledge–
–psychological
psychologicaltests
testsalso
alsosupply
supplyaapotent
potentsource
sourceofofself-knowledge
self-knowledgeand
andininsome
somecases,
cases,the
thefeedback
feedbackaaperso
pers
psychological tests is so selfself-affirming
affirming that it can change the entire course of a person’s life. 
5. Program Evaluation
Evaluation–
–another
anotheruse
useofofpsychological
psychologicaltests
testsisisthe
thesystematic
systematicevaluation
evaluationofofeducational
educationaland
andsocial
socialprograms
programs(the
(the
services
services which
which improve
improve social
social conditions
conditions and
and community
community life)
life)
a Diagnostic Evaluation refers
refers to
to evaluation conducted before instruction

M. Approaches
Approaches in
in Psychological
Psychological Assessment
Assessment
1. Nomothetic
Nomothetic Approach
Approach -- characterized
characterized by
by efforts
effortsto
tolearn
learn how
howaa limited
limited number
number of
ofpersonality
personalitytraits
traitscan
can be
beapplied
applied to
to all
all people
people
2. Idiographic
Idiographic Approach
Approach -- characterized
characterized by
by efforts
efforts to
to learn
learn about
about each
each individual’s
individual’s unique
unique constellation
constellation of
of personality
personality traits,
traits, with
with
each person according to any particular set of traits
N. Making
MakingInferences
Inferencesand
andDecisions
Decisionsin
inPsychological
PsychologicalTesting
Testingand
andAssessment
Assessment
1. Base
Base Rate
Rate -- An
An index,
index, usually
usually expressed
expressed as
as aa proportion,
proportion, of
of the
the extent
extent to
to which
whichaa particular
particular trait,
trait, behavior,
behavior,characteristic,
characteristic, or
or at
a
population
2. Hit
HitRate
Rate--The
The proportion
proportionofofpeople
peopleaatest
testor
orother
othermeasurement
measurementprocedure
procedureaccurately
accuratelyidentifies
identifiesas
aspossessing
possessingor
orexhibiting
exhibitingaa
characteristic, or attribute
3. Miss
MissRate
Rate--The
Theproportion
proportionofofpeople
peopleaatest
testor
orother
othermeasurement
measurementprocedure
procedurefails
failstotoidentify
identifyaccurately
accuratelywith
withrespect
respecttotothe
thepos
po
trait,
trait, behavior,
behavior, characteristic,
characteristic, or
or attribute;
attribute; aa "miss"
"miss" in
in this
this context
context isis an
an inaccurate
inaccurate classification
classification or
or prediction
prediction and
and can
can be
be class
class
a. False
False Positive
Positive (Type
(Type II error)
error) -- an
aninaccurate
inaccurate prediction
prediction or
or classification
classification indicating
indicating that
that aa testtaker
testtaker did
didpossess
possess aa trait
trait or
or oth
ot
measured when in reality the testtaker did not
b. False
False Negative
Negative(Type
(Type IIII error)
error) -- an
an inaccurate
inaccurate prediction
prediction of
of classification
classification indicating
indicating that
that aa testtaker
testtaker did
did not
notpossess
possess aa trait
trait
measured when in reality the testtaker did
O. Cross-Cultural Testing
Testing
1. Parameters
Parameters where cultures vary
– Language
– Education
– Test Content
– Speed (Tempo of Life)
2. Culture Free Tests
– An attem
attempt
pt to eeliminate
liminate culture so nature can be iso
isolated
lated
– Impossible
Impossible to
to develop
developsuch
suchbecause
because culture
cultureisisevident
evidentininits
itsinfluence
influence since
since birth
birthor
oran
anindividual
individual
– The
The interaction
interaction between
between nature
nature and
and nurture
nurture isis cumulative
cumulative and
and not
not relative
relative
3. Culture Fair Tests
– These
Thesetests
testswere
weredeveloped
developedbecause
becauseofofthe
thenon-success
non-successofofculture-free
culture-freetests
tests
– Nurture is not removed but parameters are common an fair to all
– Can
Canbe
be done
done using
using three
three approaches
approaches such
such as
as follows:
follows:
✓Fair to all cultures
✓Fair to some cultures
✓Fair only to one culture
4. Culture Loadings
– The
Theextent
extenttotowhich
whichaatest
testincorporates
incorporatesthe
thevocabulary,
vocabulary,concepts,
concepts,traditions,
traditions,knowledge,
knowledge,and
andfeelings,
feelings,associated
associatedwith
withpp
CHAPTER III: RESEARCH REFRESHER
REFRESHER
A. Research
Research Purposes
Purposes
– to
to generate
generate new
new knowledge
knowledge
– to
to develop
develop new
new gadgets,
gadgets, techniques
techniques
– to
to evaluate a program or technique
– to validate theories
B. Steps in Research
Research
1. Identify the problem
2. Conduct literature review
3. Identify theoretical/conceptual framework
4. Formulate hypothesis
5. Operationalize variables
6. Select research design
7.Ascertain
Ascertain aand
nd sele
select
ct sample
sample
8. Conduct a pilot study
9. Collect data
10.Analyze
Analyze da
data
ta
11. Interpret results
12. Disseminate information
C. Research
Research Problems
Problems
– Research
Researchproblem
problemisisaasituation
situationininneed
needofofdescription
descriptionororquantification,
quantification,solution,
solution,improvement
improvementororalteration.
alteration.You
Youcan
canevaluate
evaluate
the following criteria:
criteria:
✓Significance of the problem
✓Feasibility
✓Researchability of the problem
✓Interest of the researcher
– Sources of Problems
Problems
✓Experiences
✓Replication s tudies
✓Review of related literature
✓Intellectual curiosity
curiosity
✓Issues
Issues and popular concern
concern
D. Hypotheses --statements
statementsofofthe
theanticipated
anticipatedororexpected
expectedrelationship
relationshipbetween
betweenthe
theindependent
independentand
anddependent
dependentvariables.
variables.
– Types
✓Null
Null hypothesishypothesis- states
states no
no relationship
relationship between
between variables
variables
– Complexity
✓Alternative

hhypothesisypothesis- gives th

Research Component
Qualitative Research Design
Quantitative Researc
 Objective reality
 Researcher
Researcher isis independent
independent of
of that
that ww
 Naturalistic
 Social, multiple & subjective reality where researcher
Research Method
Time Element
Research Problem &
Hypotheses/Assumptions
Hypotheses/Assumptions
Sample
Data Collection
Data Analysis
Outcome
•
•
•
•
interacts with that being researched
 Phenomenology
 Case study
 Ethnography
 Grounded theory
 Cultural studies
 Conducted
Conducted ifif time
time is
is not
not limited
limited because
because of
of the
the extensive
extensive
interviewing
 Hypothesis
Hypothesis isis informed
informed guess
guess or
or prediction
prediction
 Hypotheses
Hypotheses are
are being
being generated
generated
 Usually
Usually aa small
small number
number of
of non-representative
non-representative cases.
cases.
Respondents
Respondents selected
selected to
to fulfill
fulfill aa given
given quota.
quota.
Sampling depends
depends on
on what
what needs
needs to
to be
be learned
learned
 Sampling
 More
More focused geographically
 Control group is not required
•
 Experimental
 Quasi-experimental
 Single subject
 Comparative
 Correlational
 Most suitable if time and resources a
•
•
•
•
•
•
•
•
•
•
•
 Question
Question isis evolving,
evolving, general
general and
and fle
fle
 Hypotheses
Hypotheses are
are being
being tested
tested
 Usually a large number of c
•
•
•
•
•
•
population of interest. Randomly se
Sampling
focus isis on
on probability
probability and
and
 Sampling focus
 More
More dispersed
dispersed geographically
geographically
 Control
Control group
group or
or comparison
comparison isis nec
nec
impact
 Structured
Structured techniques
techniques such
such as
as on
on
standardized tests..
 Statistical analysis
 Used to recommend a final course o
•
•
•
•
•
•
 Unstructured or semi-structured techniques e.g.:
•
individual
individual depth
depth interviews
interviews or
or group
group discussions.
discussions.
 Non-statistical analysis (Thematic)
 Exploratory
Exploratory and/or investigative.
investigative. Findings are
are not
not
conclusive and
cannot be
used
to
make
generalizations about the population of interest.
•
•
•
•
•
F. Research Methods
Research Method
Descriptive-Qualitative
(Case Study/Ethnography)
Descriptive-Quantitative
Salient Features
▪ Detailed
Detailed descriptions
descriptions of
of specific
specific situation(s)
situation(s)using
using interviews,
interviews, observations,
observations, document
document rev
rev
▪ The
reesearcher’s
searcher’s task
task isis to
to describe
describe things
things as
as they
they are.
are.
▪ Numerical
Numerical descriptions
descriptions (frequency,
(frequency, average)
average) of
of specific
specific situations.
situations.
▪ The
The researcher’s
researcher’s task
task isis to
to measure
measure things
things as
as they
they are.
are.
Correlational Analysis
Regression Analysis
Quasi-Experimental Research
Experimental
Experimental Research
Meta-analysis
▪ Quantitative
Quantitative analyses
analyses of
of the
the strength
strength of
of relationships
relationships between
between two
two or
or more
more variables.
variables.
▪ Quantitative
Quantitative analyses
analyses of
of causal
causal or
or predictive
predictive links
links between
between two
two or
or more
more variables.
variables.
Comparing aa group
group that
that gets
gets aa particular
particular intervention
intervention with
with another
another group
group that
that isis similar
similar in
in c
▪ Comparing
receive the intervention.
▪ There
There isis no
no random
random assignment
assignment used.
used.
▪ Using
Usingrandom
randomassignment
assignmenttotoassign
assignparticipants
participantstotoan
anexperimental
experimentalor
ortreatment
treatmentgroup
groupand
an
group.
▪ Synthesis
Synthesis of
of results
results from
from multiple
multiple studies
studies to
to determine
determine the
the average
average impact
impact of
of aa simila
simila
studies.
G. Experiment Validity
– Experimental
Experimentalvalidity
validityrefers
referstotothe
themanner
mannerininwhich
whichvariables
variablesthat
thatinfluence
influenceboth
boththe
theresults
resultsofofthe
theresearch
researchand
andthe
thegeneralizab
generaliza
large
1. Internal Validity of an Experiment
– ItItrefers
referstotoaastudy’s
study’sability
abilityto
todetermine
determineififaacausal
causalrelationship
relationship exists
existsbetween
betweenone
oneor
ormore
moreindependent
independentvariables
variables and
andoo
variables
– Threatened by the following:
 History and
 Testing
Confounding
Confounding Variables
 Statistical Regression
 Maturation
 Instrumentation
•
•
•
•
2. External Validity of an Experiment
– It refers to a study’s generalizability to the general popul ation
 Demand
Demand Characteristics
Characteristics (subjects
(subjects become
become wise
wise to
to
anticipated results)
 Hawthorne Effects
•
•
•
 Order Effects (Carry Over
 Treatment Interaction Effe
•
•
selection/history/testing)
H. Sampling Techniques
1. In
In non-probability
non-probability sampling,
sampling,not
notevery
every element
element of
ofthe
the population
population has
has an
anopportunity
opportunity totobe
beincluded.
included.
2.
Examples:
Examples:accidental/convenience,
accidental/convenience,quota,
quota,purposive
purposiveand
andnetwork/snowball.
network/snowball.
In
In probability
probabilitysampling,
sampling,every
every member
memberofof the
the population
population has
has aaprobability
probability of
of being
being included
included inin the
the sample.
sample.
Examples:
Examples:simple
simplerandom
random sampling,
sampling,stratified
stratifiedrandom
randomsampling,
sampling, cluster
clustersampling
samplingand
and systematic
systematicsampling.
sampling.

b. Ordinal:
Ordinal:aanon-parametric
non-parametricscale
scalewherein
whereincases
casesare
areranked
rankedor
orordered;
ordered;they
theyrepresent
representposition
positionininaagroup
groupwhere
wherethe
theorde
orde
Coke
Pepsi
Sprite
✓
✓
✓
Limca
No. of Times Preferred
✓
✓
✓
3
1
2
b. Rank
RankOrder:
Order:respondents
respondentsare
arepresented
presentedwith
with several
severalitems
itemssimultaneously
simultaneouslyand
andasked
asked totorank
rank them
themininorder
orderofofpriority.
priority.TT
describes
describesthe
thefavoured
favouredand
andunfavoured
unfavouredobjects,
objects,but
butdoes
doesnot
notreveal
revealthe
thedistance
distancebetween
betweenthe
theobjects.
objects.The
Theresultant
resultantdd
data.
data.This
Thisyields
yieldsaabetter
betterresult
resultwhen
whencomparisons
comparisonsare
arerequired
requiredbetween
betweenthe
thegiven
givenobjects.
objects.The
Themajor
majordisadvantage
disadvantageofo
ordinal data can be generated.
Example:
Example:Rank
Rankthe
thefollowing
followingbrands
brandsofofcold
colddrinks
drinksyou
youlike
likemost
mostand
andassign
assignititaanumber
number1.1.Then
Thenfind
findthe
thesecond
secondmost
mostp
itit aa number
number 2.
2. Continue
Continue this
this procedure
procedure until
until you
you have
have ranked
ranked all
all the
the brands
brands of
of cold
cold drinks
drinks inin order
order of
of preference.
preference. AA
brands
brands should
should receive
receive the
the same
same rank
rank order.
order.
Brand
Rank
1
3
2
4
Coke
Pepsi
Sprite
Limca
c. Constant
ConstantSum:
Sum:respondents
respondentsare
areasked
askedtotoallocate
allocateaaconstant
constantsum
sumofofunits
unitssuch
suchas
aspoints,
points,rupees
rupeesororchips
chipsamong
amongaas
respect
respecttotosome
somecriterion.
criterion.For
Forexample,
example,you
youmay
maywish
wishtotodetermine
determinehow
howimportant
importantthe
theattributes
attributesofofprice,
price,fragrance,
fragrance,pack
pac
lather
latherofofaadetergent
detergentare
aretotoconsumers.
consumers.Respondents
Respondentsmight
mightbe
beasked
askedtotodivide
divide aaconstant
constantsum
sumtotoindicate
indicatethe
therelative
relativeim
im
The
Theadvantage
advantageofofthis
thistechnique
techniqueisissaving
savingtime.
time.However,
However,the
themain
maindisadvantages
disadvantagesofofare
arethe
therespondent
respondentmay
mayallocate
allocate
those
thosespecified.
specified.The
Thesecond
secondproblem
problemisisrespondents
respondentsmight
mightbe
beconfused.
confused.
Example:
Example:Between
Betweenattributes
attributesofofdetergent,
detergent,please
pleaseallocate
allocate100
100points
pointsamong
amongthe
theattributes
attributesso
sothat
thatyour
yourallocation
allocationrefle
refl
you attach to each attribute. The more points an attribute receives, the more
more important
important the
the attribute
attribute is. If an
an attribute
attribute is
it zero points. If an attribute is twice as important as some other attribute, it should receive twice as many points. 
Attribute
Attribute
Number of Points
50
05
10
30
05
100
Price
Fragrance
Packaging
Cleaning power
Lather
Total Points
d. Q-Sort
Q-SortTechnique:
Technique:This
This isis aacomparative
comparativescale
scale that
thatuses
usesaa rank
rank order
order procedure
procedureto
tosort
sortobjects
objectsbased
based on
on similarity
similaritywith
with
The
The important
importantcharacteristic
characteristicofofthis
thismethodology
methodologyisisthat
thatititisismore
moreimportant
importanttotomake
makecomparisons
comparisonsamong
amongdifferent
differentrespo
respo
the
theresponses
responsesbetween
betweendifferent
differentrespondents.
respondents.Therefore,
Therefore,ititisisaacomparative
comparativemethod
methodofofscaling
scalingrather
ratherthan
thanan
anabsolute
absoluter
the
therespondent
respondentisisgiven
givenstatements
statementsininaalarge
largenumber
numberfor
fordescribing
describingthe
thecharacteristics
characteristicsofofaaproduct
productor
oraalarge
largenumber
numberofo
Example:
Example:The
Thebag
baggiven
giventotoyou
youcontain
containpictures
picturesofof90
90magazines.
magazines.Please
Pleasechoose
choose10
10magazines
magazinesyou
youprefer
prefermost,
most,2
magazines
magazineswhich
whichyou
youare
areneutral
neutral(neither
(neitherlike
likenor
nordislike),
dislike),20
20magazines
magazinesyou
youdislike
dislikeand
and10
10magazines
magazinesyou
youprefer
preferlea
lea
Prefer Most
Like
Neutral
Dislike
3.
objects
objectsby
byplacing
placingaamark
markatat the
theappropriate
appropriateposition
position on
onaa continuo
continu
extreme of the criterion variable to the other.
Example:
Example: How
How would
would you
you rate
rate the
the TV
TV advertisement
advertisement as
as aa guide
guide for
for buying?
buying?
t
rir
.
uu
range
rangefrom
fromvery
verypositive
positivetotovery
verynegative
negativetowards
towardsthe
theattitudinal
attitudinalobject.
object.Respondents
Respondentsgenerally
generallychoose
choosefrom
fromfive
fivealtern
altern
agree,
agree,neither
neitheragree
agreenor
nordisagree,
disagree,disagree,
disagree,strongly
stronglydisagree).
disagree).AAlikert
likertscale
scalemay
mayinclude
includeaanumber
numberofofitems
itemsor
orstatemen
stateme
scale
scaleisisthat
thatitittakes
takeslonger
longertime
timetotocomplete
completethat
thatother
otheritemized
itemizedrating
ratingscales
scalesbecause
becauserespondents
respondentshave
havetotoread
readeach
eachsta
st
disadvantages,
disadvantages,this
thisscale
scalehas
hasseveral
severaltotoadvantages.
advantages.ItItisiseasy
easytotoconstruct,
construct,administer
administerand
anduse.
use.
I believe that ecological questions are the most important issues facing human beings today

Example:
Example:Select
Selectaaplus
plusnumber
numberfor
forwords
wordsthat
thatyou
youthink
thinkdescribe
describepersonnel
personnelbanking
bankingofofaabank
bankaccurately.
accurately.The
Themor
mo
word
worddescribes
describesthe
thebank,
bank,the
thelarger
largerthe
theplus
plusnumber
numberyou
youshould
shouldchoose.
choose.Select
Selectaaminus
minusnumber
numberfor
forwords
wordsyou
youthin
thin
accurately.
accurately.The
Theless
lessaccurate
accurateyou
youthink
thinkthe
theword
worddescribes
describesthe
thebank,
bank,the
thelarger
largerthe
theminus
minusnumber
numberyou
youshould
shouldchoos
choo
+3
+2
+1
Friendly Personnel
Personnel
-1
-2
-3
+3
+2
+1
Competitive Loan Rates
-1
-2
-3
B. Descriptive Statistics
1. Frequency Distributions
Distributions–
–distribution
distribution of
of scores
scores by
by frequency
frequency with
with which
which they
they occur
occur
2. Measures
Measures of
of Central Tendency
Tendency–
–a
a statistic
statistic that
that indicates
indicatesthe
the average
average or
or midmost
midmost score
score between
between the
the extreme
extreme scores
scores inin aa dist
dis
Σ
Σ(f)
(for ungrouped distribution) 
X=
(for grouped distribution)
a. Mean
Mean–
–formula:
formula: 
X=
N
N
b. Median
Median–
–the
the middle score in a distribution
c. Mode
Mode–
–frequently
frequently occurring score in a distribution
***Appropriate
***Appropriateuse
useofofcentral
centraltendency
tendencymeasure
measureaccording
accordingtototype
typeofofdata
databeing
beingused:
used:
Type of Data
Measure
Nominal Data
Mode
Ordinal Data
Median
Interval / Ratio Data (Normal)
Interval / Ratio Data (Skewed)
Mean
Median
3. Measures of Variability
Variability–
–a
a statistic that describe the amount of variation in a distribution
a. Range
Range–
–the
the difference
difference between
between the
the highest
highest and
and the
the lowest
lowest scores
scores
b. Interquartile range
range–
–the
the difference between Q1 and
and Q3
c. Semi-Interquartile range
range–
–interquartile
interquartile range divided by 2
d. Standard Deviation
Deviation–
–the
the square
square root
rootof
of the
the averaged
averaged squared
squared deviations
deviations about
about the
the mean
mean
4. Measures of Location
a. Percentiles
Percentiles–
–an
anexpression
expressionofofthe
thepercentage
percentageofofpeople
peoplewhose
whosescore
scoreon
on aatest
testor
ormeasure
measurefalls
fallsbelow
belowaaparticular
particularraw
raws
Formula for Percentile=
Number
Number of
of students
students beaten
beaten
Total
Total number
number of
of students
students
x 100
b. Quartiles
Quartiles–
–one
one of
of the
the three
three dividing
dividing points
points between
between the
the four
four quarters
quarters of
of aa distribution,
distribution,each
each typically
typically labelled
labelled Q1,
Q1, Q2
Q2 and
and
c. Deciles
Deciles–
–divided
divided to 10 parts
5. Skewness
Skewness--aameasure
measureof
ofthe
theasymmetry
asymmetry of
of the
the probability
probabilitydistribution
distributionof
ofaa real-valued
real-valuedrandom
randomvariable
variable about
aboutits
itsmean
mean
a. Positive skew
–relatively
– relatively few scores fall at the positive end
–reflects
–reflects a very difficult type of test
6. Kurtosis
Kurtosis -- the
the sharpness
sharpness of
of the
the peak
peak of
of aa frequency-distribution
frequency-distribution curve.
curve.
C. The
The Normal
Normal Curve
Curve and
and Standard
Standard Scores
Scores
b. Negative skew
–
–relatively
relatively few scores
scores fall
fall at
–
–reflects
reflects a very easy type of

D. Inferential Statistics
1. Parametric vs. Non-Parametric Tests
Parametric Test
Requirements
Common Statistical
Tools
 Normal Distribution
 Homogenous
Homogenous Variance
Variance
 Interval or Ratio Data
 Pearson’s Correlation
Correlation
 Independent Measures t-test
 One-way,
One-way, independent-measures
independent-measures ANOVA
ANOVA
 Paired t-test
 One-way,
One-way, repeated-measures
repeated-measures ANOVA
ANOVA
Non-Parametric
 Normal Distribution is not require
 Homogenous Variance
Variance isis not
not req
req
 Nominal or Ordinal Data
 Spearman’s Correlation
Correlation
 Mann-Whitney U test
 Kruskal-Wallis H test
 Wilcoxon Signed-Rank
Signed-Rank test
 Friedman’s test
test
•
•
•
•
•
•
•
•
•
•
•
•
•
•
•
•
2. Measures of Correlation
a. Pearson’s Product
Product Moment Correlation
Correlation–parametric
–parametric test for interval data
b. Spearman Rho’s Correlation
Correlation–non-parametric
– non-parametric test for ordinal data
c. Kendall’s
Kendall’s Coefficient of Concordance
Concordance–non-parametric
–non-parametric test for ordinal data
d. Phi Coefficient
Coefficient–
–non-parametric
non-parametric test for
for dichotomous
dichotomous nominal
nominal data
data
e. Lambda
Lambda–
–non-parametric
non-parametrictest
testfor
for 22 groups
groups(dependent
(dependentand
and independent
independent variable)
variable) of
ofnominal
nominal data
data
***Correlation
***Correlation Ranges:
0.25
0.25–
–0.49
: Weak
1.00
: Perfect relationship
0.01
0.01–
–0.24
: Very w
0.75
0.75–
–0.99
: Very strong relationshi
relationshipp
0.00
: No re
0.50
0.50–
–0.74
: Strong relationshi
relationshipp
3. Measures of Prediction
a. Biserial Correlation
Correlation–
–predictive
predictive test
test for
for artificially
artificially dichotomized
dichotomized and
and categorical
categoricaldata
data as
as criterion
criterion with
with continuous
continuous data
data as
as
b. Point-Biserial Correlation
Correlation–
–predictive
predictivetest
testfor
forgenuinely
genuinelydichotomized
dichotomizedand
and categorical
categoricaldata
dataas
ascriterion
criterionwith
withcontinuous
continuousdd
c. Tetrachoric Correlation
Correlation–
–predictive
predictive test
test for
for dichotomous
dichotomous data
data with
with categorical
categorical data
data as
ascriterion
criterion and
and categorical
categorical data
data as
as pp
d. Simple Linear Regression
Regression–
–a
apredictive
predictivetest
test which
which involves
involves one
onecriterion
criterion that
that isiscontinuous
continuous ininnature
nature with
with only
only one
one predi
pred
e. Multiple Linear Regression
Regression–
–a
apredictive
predictivetest
testwhich
which involves
involves one
onecriterion
criterion that
thatisiscontinuous
continuous ininnature
nature with
with more
more than
thanon
on
f. Ordinal Regression
Regression–
–a
a predictive
predictive test
test which
which involves
involves aa criterion
criterion that
that isis ordinal
ordinal in
in nature
nature with
with more
more than
than one
one predictors
predictors th
th
4. Chi-Square Test
a. Goodness of Fit
Fit–
–used
usedtotomeasure
measuredifferences
differencesand
andinvolves
involvesnominal
nominaldata
dataand
andonly
onlyone
onevariable
variablewith
with22or
ormore
morecategor
categor
b. Test of Independence
Independence–
–used
used to
to measure
measure correlation
correlation and
and involves
involves nominal
nominaldata
dataand
and two
two variables
variableswith
with two
twoor
or more
morecate
cate
5. Comparison of
of Two
Two Groups
a.Paired t-test–
t-test–a
a parametric test for paired groups with normal distribution
b. Unpaired t-test
t-test–
–a
a parametric test for unpaired groups with normal distribution
c. Wilcoxon
Wilcoxon Signed-Rank
Signed-Rank Test
Test–
–a
a non-parametric test for paired groups
groups with non-normal distribution
d. Mann-Whitney U test
test–
–a
a non-parametric test for unpaired groups with non-normal distribution
6. Comparison of Three or More Groups
a. Repeated
Repeated measures
measures ANOVA
ANOVA–
–a
a parametric test for matched groups with normal distribution
b. One-way/Two-Way ANOVA
ANOVA–
–a
a parametric test for unmatched groups with normal distribution
c. Friedman F test
test–
–a
a non-parametric test for matched groups
groups with
with non-normal
non-normal distribution
d. Kruskal-Wallis H test
test–
–a
a non-parametric
non-parametric test
test for
for unmatched
unmatched groups
groups with
with non-normal
non-normal distribution
distribution
7. Factor Analysis
CHAPTER
CHAPTERV:
V:PSYCHOMETRIC
PSYCHOMETRICPROPERTIES
PROPERTIESOF
OFAAGOOD
GOODTTEST
EST
A. Reliability
Reliability–the
– the stability
stability or
or consistency of
of the
the measurement
measurement
1. Goals of Reliability
a. Estimate
Estimate errors
errors in
in psychological
psychological measurement
measurement
b. Devise
Devise techniques
techniques to
to improve
improve testing
testing so
so errors
errors are
are reduced
reduced
2. Sources of Measurement Error
Source of Error
Inter-scorer differences and
Interpretation
Time Sampling Error
Content Sampling Error
Inter-item Inconsistency
Type of Test Prone to Each Error Source
Tests scored with a degree of subjectivity
Tests of relatively stable traits or behavior
Tests for which consistency of results, as a
whole, is required
Tests that require inter-item consistency
Appropriate Measures Us
Scorer reliability
reliabilit y
Test-Retest Reliabil
Reliability
ity (rtttt), a.k.a.
Alternate-form
Alternate-form reliability
reliability (a.k.a.
(a.k.a. co
or split-half reliability (a.k.a. coeff
consistency)
Split-hal
Split-halff reliability or more string
Inter-item Inconsistency and
Content Heterogeneity combined
combined
Tests that require inter-item consistency and
homogeneity
measures,
measures, such
such as
as KR-20
KR-20 or
or Cro
Cro
Internal
Internal consistency
consistency measures
measures aa
of homogeneity