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Educational
Measurement and
Evaluation
Myrna E. Lahoylahoy, Ph.D.
Measurement defined
• Process of quantifying individual’s achievement,
personality, attitudes, habits and skills
• Quantification appraisal of observable
phenomena
• Process of assigning symbols to dimensions of
phenomena
• An operation performed on the physical world by
an observer
• Process by which information about the
attributes or characteristics of things are
determined and differentiated
Evaluation defined
• Qualitative aspect of determining the outcomes of
learning.
• Process of ranking with respect to attributes or trait
• Appraising the extent of learning
• Judging effectiveness of educ. experience
• Interpreting and analyzing changes in behavior
• Describing accurately quantity and quality of thing
• Summing up results of measurement or tests giving
meaning based on value judgments
• Systematic process of determining the extent to which
instructional objectives are achieved
• Considering evidence in the light of value standard and in
terms of particular situations and goals which the group of
individuals are striving to attain.
TESTING – a technique of
obtaining information needed for
evaluation purposes.
Tests, Quizzes, measuring
instruments – are devices used to
obtain such information
FUNCTIONS OF MEASUREMENTS
1. INSTRUCTIONAL
a) Principal (basic purpose)
- to determine what knowledge, skills,
abilities, habits and attitudes have been
acquired
- to determine what progress or extent of
learning attained
- to determine strengths, weaknesses,
difficulties and needs of students
FUNCTIONS OF MEASUREMENTS

1.b) Secondary (auxiliary functions for
effective teaching and learning)
- to help in study habits formation
- to develop the effort-making capacity of
students
- to serve as aid for guidance, counselling,
and prognosis
FUNCTIONS OF MEASUREMENTS

2. ADMINISTRATIVE/SUPERVISORY
- to maintain standards
- to classify or select for special purposes
- to determine teachers efficiency,
effectiveness of methods, strategies used
(strengths, weaknesses, needs);
standards of instruction
- to serve as basis or guide for curriculum
making and developing
Administrative / supervisory Function

- to serve as guide in educational
planning of administrators and
supervisors
- to set up norms of performance
- to inform parents of their children’s
progress in school
- to serve as basis for research
Functions of Evaluation
1. Evaluation assesses or make appraisal of
- Educational objectives, programs,
curricula, instructional materials, facilities
- Teacher
- Learner
- Public relations of the school
- achievement scores of the learner
2. Evaluation conducts research
Principles of Evaluation
Evaluation should be
1. Based on clearly stated objectives
2. Comprehensive
3. Cooperative
4. Used Judiciously
5. Continuous and integral part of the
teaching – learning process
Types of Evaluation used in
classroom instruction
1. Diagnostic Evaluation – detects pupil’s
learning difficulties which somehow are
not revealed by formative tests. It is
more comprehensive and specific.
2. Formative Evaluation – It provides
feedback regarding the student’s
performance in attaining instructional
objectives. It identifies learning errors
that neded to be corrected and it
provides information to make instruction
more effective.
Types of Evaluation used in classroom instruction

3. Placement Evaluation – It defines
student’s entry behaviors. It determines
knowledge and skills he possesses which
are necessary at the beginning of
instruction.
4. Summative Evaluation – It determines
the extent to which objectives of
instruction have been attained and is used
for assigning grades/marks and to provide
feedback to students.
Qualities of a Good Measuring
Instrument
1. VALIDITY
Content, concurrent, predictive, construct

2. RELIABILITY
adequacy, objectivity, testing condition, test
administration procedures

3. USABILITY
(practicality) ease in administration, scoring,
interpretation and application, low cost, proper
mechanical make – up
VALIDITY
Content validity – face validity or logically
validity used in evaluating achievement
test
Concurrent validity – test agrees with or
correlates with a criterion (ex. entrance
examination)
Predictive validity – degree of accuracy of
how test predicts the level of performance
in activity which it intends to foretell
Construct validity – agreement of the test
with a theoretical construct or trait (ex. IQ)
Let’s have a problem situation:
A fisherman who captures on piece of
yellow fin tuna weighs it and it measures
100 kilograms. As he meets a friend after
friend, he tells that the weight of the fish
he caught is 130 kilo grams. In statistical
sense, the story is reliable for it is consistent (why is it consistent), but the truthfulness of the fisherman’s story is not
established, hence it is not valid but
reliable.
LESSON: A test can be reliable without
being valid but a valid test is reliable.
RELIABILITY
Methods of estimating reliability
1. Test-retest Method (uses Spearman rank
correlation coefficient)
2. Parallel forms / alternate forms ( paired
observations are correlated)
3. Split-half method (odd-even halves and
computed using Spearman Brown formula)
4. Internal-consistency method (KuderRichardson formula 20)
5. Scorer reliability method (two examiners
independently score a set of test papers then
correlate their scores)
TESTS
Classification of Tests
according to manner of response:
Oral and Written
according to method of preparation:
Subjective/essay and Objective
according to nature of answer
Intelligence test, Personality test,
Aptitude test, Prognostic test, Diagnostic test,
Achievement test, Preference test,
Accomplishment test, Scale test, Speed test,
Power test, Standardized test, Teacher –
made test, Placement test
Classification of Measuring Instrument
1. Standard Tests
a) Psychological test – Intelligence test,
Aptitude test, Personality (Rating scale)
test, Vocational and Professional
Interest Inventory
b) Educational Test
2. Teacher – made test

Planning, Preparing, Reproducing,
Administering, Scoring, Evaluating,
Interpreting
Evaluating with the use of ITEM Analysis
1. Effectiveness of distractors
A good distractor attracts the student in the lower group than in
the upper group

2. Index of discrimination
The index of discrimination may be positive if more students in the
high group got the correct answer and negative if more students
in the low group got the correct answer.

3. Index of difficulty
Difficulty refers to the of getting the right answer of each item. The
smaller the percentage, the more difficult the item is.
Practice Task in Item Analysis
Test Item no. 5
Options

1

2

3*

4

5

Upper 27%
(14)
Lower 27%
(14)
*correct answer

2

3

7

2

0

4

2

3

5

0
Types of Teacher – Made Tests
1. Essay type
Advantages: easy to construct, economical, minimize guessing,
develops critical thinking, minimize cheating and memorizing,
develops good study habits

2. Objective type
a) Recall type – simple recall, completion type
b) Recognition type – alternate response (true/false, yes/no,
right/wrong, agree/disagree); Multiple choice (stem-and-options
variety, setting-and-options variety, group-term variety, structured
– response variety, contained-option variety)
c) Matching type
d) Rearrangement type
e) Analogy type – purpose, cause and effect, synonym
relationship, antonym relationship, numerical relationship
f) Identification type
Multiple Choice Test
(Recognition type)

1.stem-and-options variety : the stem serves as
the problem
2.setting-and-options variety : the optional responses are dependent upon a setting or foundation
of some sort, i.e. graphical representation
3.group-term variety : consist of group of words or
terms in which one does not belong to the group
4.structured – response variety: makes use of
structured response which are commonly use in
classroom testing for natural science subjects
5.contained-option variety: designed to identify
errors in a word, phrase, sentence or paragraph.
Analogy
1.Purpose : shoe is to shoelace as door is to ___
a. transom b. threshold c. hinge d. key
2.cause and effect : heat is to fire as water is to _
a. sky
b. rain
c. cloud d. H2O
3.synonym relationship: dig is to excavate as kill is to
a. try
b. avenge c. convict d. slay
4.antonym relationship: fly is to spider as mouse is to
a. rat
b. cat
c. rodent d. animal
5.numerical relationship: 2 is to 8 as 1/3 is to __
a. 2/3
b. 4/3
c. 12
d. 4
Table of Specifications (TOS)
It is the teacher’s blue print.
It determines the content validity of the
tests.
It is one- way table that relates the
instructional objectives to the course
content
It makes use of Bloom’s Taxonomy in
determining the Levels of Cognitive
Domain
TOS Matrix
Topic

Time
spent

Levels of Cognitive Abilities
K
C
A
HA

Step 1
Step 2
Step 9
Identify determine compute the number of items per
the time topic per level
the
topics to spent in
hours for
be
Step 10
tested each topic
Determine the test item
from the
placement and indicate it in the
syllabus
cell per topic per level

Total

Step 3
find the
total time
spent

Step 7 Allocate % marks for the
different levels
Step 8 Compute number of items
per levels

No. of Test
Items

%

Step 6
Step 4
determine
Find
the number the %
of test items time
per topic
spent
for
each
topic

Step 5
determine 100%
the total test
items
Criterion and Norm Reference Tests
Criterion-Reference Tests
It serves to identify on what extent the
individual’s performance has met in a
given criterion. (ex. A level of 75% score in
all the test items could be considered a
satisfactory performance)
It points out what a learner can do, not how
he compares with others
It identifies weak and strong points in an
individual’s performance
It tends to focus on sub skills, shorter, mastery learning
It could be both diagnostic and prognostic
in nature.
Criterion and Norm Reference Tests
Norm-Referenced Tests
It compares a student’s performance with the performance
of other students in the class
It uses the normal curve in distributing grades of students
by placing them either above or below the mean.
The teacher’s main concern is the variability of the score.
The more variable the score is the better because it can
determine how individual differs from the other.
Uses percentiles and standard scores.
It tends to be of average difficulty.
• Measures of Central
Tendency
Mean, Median, Mode

• Measures of Variability
Range, Quartile Deviation, Standard Deviation

• Point Measures
Quartiles, Deciles, Percentiles
Measures of Central Tendency
MODE – the crude or inspectional average
measure. It is most frequently occurring score.
It is the poorest measure of central tendency.
Advantage: Mode is always a real value since it
does not fall on zero. It is simple to approximate
by observation for small cases. It does not
necessitate arrangement of values.
Disadvantage: It is not rigidly defined and is
inapplicable to irregular distribution
What is the mode of these scores?
75,60,78, 75 76 75 88 75 81 75
Measures of Central Tendency
MEDIAN – The scores that divides the distribution
into halves. It is sometimes called the counting
average.
Advantage: It is the best measure when the
distribution is irregular or skewed. It can be
located in an open-ended distribution or when
the data is incomplete (ex. 80% of the cases is
reported)
Disadvantage: It necessitates arranging of items
according to size before it can be computed
What is the median?
75,60,78, 75 76 75 88 75 81 75
Measures of Central Tendency
MEAN – The most widely used and familiar
average. The most reliable and the most
stable of all measures of central tendency.
Advantage: It is the best measure for regular
distribution.
Disadvantage: It is affected by extreme
values
What is the mean?
75,60,78, 75 76 75 88 75 81 75
Point Measures:

Quartiles
point measures where the distribution is
divided into four equal parts.
Q1 : N/4 or the 25% of distribution
Q2 : N/2 or the 50% of distribution
( this is the same as the median of
the distribution)
Q3 : 3N/4 or the 75% of distribution
Point Measures:

Deciles
point measures where the distribution is divided
into 10 equal groups.
D1 : N/10 or the 10% of the distribution
D2 : N/20 or the 20% of the distribution
D3 : N/30 or the 30% of the distribution
D4 : N/40 or the 40% of the distribution
D5 : N/50 or the 50% of the distribution
D….
D9 : N/90 or the 90% of the distribution
Point Measures:

Percentiles
point measures where the distribution is
divided into 100 equal groups
P1 : N/1 or the 1% of the distribution
P10 : N/10 or the 10% of the distribution
P25 : N/25 or the 25% of the distribution
P50 : N/50 or the 50% of the distribution
P75 : N/75 or the 75% of the distribution
P90 : N/90 or the 90% of the distribution
P99 : N/99 or the 99% of the distribution
Measures of Variability or Scatter
1. RANGE
R = highest score – lowest score

2. Quartile Deviation
QD = ½ (Q3 – Q1)
It is known as semi inter quartile range
It is often paired with median
Measures of Variability or Scatter:
•

•

•

STANDARD DEVIATION
It is the most important and best
measure of variability of test
scores.
A small standard deviation means
that the group has small variability
or relatively homogeneous.
It is used with mean.
TABLE 1

Class limits Midpoints (M)

Frequency (f)

f.M

45 – 47

46

2

42 – 44

43

3

43(3)

28

39 – 41

40

1

40(1)

25

36 – 38

37

2

37(2)

24

33 – 35

34

4

34(4)

22

30 – 32

31

4

31(4)

18

27 – 29

28

1

28(1)

14

24 – 26

25

3

25(3)

13

21 – 23

22

2

22(2)

10

18 – 20

19

3

19(3)

8

15 – 17

16

4

16(4)

5

12 – 14

13

1

13(1)

1

TOTAL

30

45(2)

Cum f <
30
MEAN
ΣfM
Σf
ΣfM – total of the product of the
frequency (f) and midpoint (M)
Σf – total of the frequencies
Mean =
MEDIAN
• Median = L + c [N/2 - Σcum f<]
fc
L – lowest real limit of the median class
Σcum f< – sum of cum f ‘less than’ up to but
below median class
fc – frequency of the median class
c – class interval
N – number of cases
MODE
MODE = LMo + c/2

[ f 1 – f2 ]
[2fo – f2 – f1]

LMo – lower limit of the modal class
c – class interval
f1 – frequency of class after modal class
f2 – frequency of class before modal class
f0 – frequency of modal class
The End

Thank you for listening (“,)

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Educational measurement and evaluation

  • 2. Measurement defined • Process of quantifying individual’s achievement, personality, attitudes, habits and skills • Quantification appraisal of observable phenomena • Process of assigning symbols to dimensions of phenomena • An operation performed on the physical world by an observer • Process by which information about the attributes or characteristics of things are determined and differentiated
  • 3. Evaluation defined • Qualitative aspect of determining the outcomes of learning. • Process of ranking with respect to attributes or trait • Appraising the extent of learning • Judging effectiveness of educ. experience • Interpreting and analyzing changes in behavior • Describing accurately quantity and quality of thing • Summing up results of measurement or tests giving meaning based on value judgments • Systematic process of determining the extent to which instructional objectives are achieved • Considering evidence in the light of value standard and in terms of particular situations and goals which the group of individuals are striving to attain.
  • 4. TESTING – a technique of obtaining information needed for evaluation purposes. Tests, Quizzes, measuring instruments – are devices used to obtain such information
  • 5. FUNCTIONS OF MEASUREMENTS 1. INSTRUCTIONAL a) Principal (basic purpose) - to determine what knowledge, skills, abilities, habits and attitudes have been acquired - to determine what progress or extent of learning attained - to determine strengths, weaknesses, difficulties and needs of students
  • 6. FUNCTIONS OF MEASUREMENTS 1.b) Secondary (auxiliary functions for effective teaching and learning) - to help in study habits formation - to develop the effort-making capacity of students - to serve as aid for guidance, counselling, and prognosis
  • 7. FUNCTIONS OF MEASUREMENTS 2. ADMINISTRATIVE/SUPERVISORY - to maintain standards - to classify or select for special purposes - to determine teachers efficiency, effectiveness of methods, strategies used (strengths, weaknesses, needs); standards of instruction - to serve as basis or guide for curriculum making and developing
  • 8. Administrative / supervisory Function - to serve as guide in educational planning of administrators and supervisors - to set up norms of performance - to inform parents of their children’s progress in school - to serve as basis for research
  • 9. Functions of Evaluation 1. Evaluation assesses or make appraisal of - Educational objectives, programs, curricula, instructional materials, facilities - Teacher - Learner - Public relations of the school - achievement scores of the learner 2. Evaluation conducts research
  • 10. Principles of Evaluation Evaluation should be 1. Based on clearly stated objectives 2. Comprehensive 3. Cooperative 4. Used Judiciously 5. Continuous and integral part of the teaching – learning process
  • 11. Types of Evaluation used in classroom instruction 1. Diagnostic Evaluation – detects pupil’s learning difficulties which somehow are not revealed by formative tests. It is more comprehensive and specific. 2. Formative Evaluation – It provides feedback regarding the student’s performance in attaining instructional objectives. It identifies learning errors that neded to be corrected and it provides information to make instruction more effective.
  • 12. Types of Evaluation used in classroom instruction 3. Placement Evaluation – It defines student’s entry behaviors. It determines knowledge and skills he possesses which are necessary at the beginning of instruction. 4. Summative Evaluation – It determines the extent to which objectives of instruction have been attained and is used for assigning grades/marks and to provide feedback to students.
  • 13. Qualities of a Good Measuring Instrument 1. VALIDITY Content, concurrent, predictive, construct 2. RELIABILITY adequacy, objectivity, testing condition, test administration procedures 3. USABILITY (practicality) ease in administration, scoring, interpretation and application, low cost, proper mechanical make – up
  • 14. VALIDITY Content validity – face validity or logically validity used in evaluating achievement test Concurrent validity – test agrees with or correlates with a criterion (ex. entrance examination) Predictive validity – degree of accuracy of how test predicts the level of performance in activity which it intends to foretell Construct validity – agreement of the test with a theoretical construct or trait (ex. IQ)
  • 15. Let’s have a problem situation: A fisherman who captures on piece of yellow fin tuna weighs it and it measures 100 kilograms. As he meets a friend after friend, he tells that the weight of the fish he caught is 130 kilo grams. In statistical sense, the story is reliable for it is consistent (why is it consistent), but the truthfulness of the fisherman’s story is not established, hence it is not valid but reliable. LESSON: A test can be reliable without being valid but a valid test is reliable.
  • 16. RELIABILITY Methods of estimating reliability 1. Test-retest Method (uses Spearman rank correlation coefficient) 2. Parallel forms / alternate forms ( paired observations are correlated) 3. Split-half method (odd-even halves and computed using Spearman Brown formula) 4. Internal-consistency method (KuderRichardson formula 20) 5. Scorer reliability method (two examiners independently score a set of test papers then correlate their scores)
  • 17. TESTS Classification of Tests according to manner of response: Oral and Written according to method of preparation: Subjective/essay and Objective according to nature of answer Intelligence test, Personality test, Aptitude test, Prognostic test, Diagnostic test, Achievement test, Preference test, Accomplishment test, Scale test, Speed test, Power test, Standardized test, Teacher – made test, Placement test
  • 18. Classification of Measuring Instrument 1. Standard Tests a) Psychological test – Intelligence test, Aptitude test, Personality (Rating scale) test, Vocational and Professional Interest Inventory b) Educational Test 2. Teacher – made test Planning, Preparing, Reproducing, Administering, Scoring, Evaluating, Interpreting
  • 19. Evaluating with the use of ITEM Analysis 1. Effectiveness of distractors A good distractor attracts the student in the lower group than in the upper group 2. Index of discrimination The index of discrimination may be positive if more students in the high group got the correct answer and negative if more students in the low group got the correct answer. 3. Index of difficulty Difficulty refers to the of getting the right answer of each item. The smaller the percentage, the more difficult the item is.
  • 20. Practice Task in Item Analysis Test Item no. 5 Options 1 2 3* 4 5 Upper 27% (14) Lower 27% (14) *correct answer 2 3 7 2 0 4 2 3 5 0
  • 21. Types of Teacher – Made Tests 1. Essay type Advantages: easy to construct, economical, minimize guessing, develops critical thinking, minimize cheating and memorizing, develops good study habits 2. Objective type a) Recall type – simple recall, completion type b) Recognition type – alternate response (true/false, yes/no, right/wrong, agree/disagree); Multiple choice (stem-and-options variety, setting-and-options variety, group-term variety, structured – response variety, contained-option variety) c) Matching type d) Rearrangement type e) Analogy type – purpose, cause and effect, synonym relationship, antonym relationship, numerical relationship f) Identification type
  • 22. Multiple Choice Test (Recognition type) 1.stem-and-options variety : the stem serves as the problem 2.setting-and-options variety : the optional responses are dependent upon a setting or foundation of some sort, i.e. graphical representation 3.group-term variety : consist of group of words or terms in which one does not belong to the group 4.structured – response variety: makes use of structured response which are commonly use in classroom testing for natural science subjects 5.contained-option variety: designed to identify errors in a word, phrase, sentence or paragraph.
  • 23. Analogy 1.Purpose : shoe is to shoelace as door is to ___ a. transom b. threshold c. hinge d. key 2.cause and effect : heat is to fire as water is to _ a. sky b. rain c. cloud d. H2O 3.synonym relationship: dig is to excavate as kill is to a. try b. avenge c. convict d. slay 4.antonym relationship: fly is to spider as mouse is to a. rat b. cat c. rodent d. animal 5.numerical relationship: 2 is to 8 as 1/3 is to __ a. 2/3 b. 4/3 c. 12 d. 4
  • 24. Table of Specifications (TOS) It is the teacher’s blue print. It determines the content validity of the tests. It is one- way table that relates the instructional objectives to the course content It makes use of Bloom’s Taxonomy in determining the Levels of Cognitive Domain
  • 25. TOS Matrix Topic Time spent Levels of Cognitive Abilities K C A HA Step 1 Step 2 Step 9 Identify determine compute the number of items per the time topic per level the topics to spent in hours for be Step 10 tested each topic Determine the test item from the placement and indicate it in the syllabus cell per topic per level Total Step 3 find the total time spent Step 7 Allocate % marks for the different levels Step 8 Compute number of items per levels No. of Test Items % Step 6 Step 4 determine Find the number the % of test items time per topic spent for each topic Step 5 determine 100% the total test items
  • 26. Criterion and Norm Reference Tests Criterion-Reference Tests It serves to identify on what extent the individual’s performance has met in a given criterion. (ex. A level of 75% score in all the test items could be considered a satisfactory performance) It points out what a learner can do, not how he compares with others It identifies weak and strong points in an individual’s performance It tends to focus on sub skills, shorter, mastery learning It could be both diagnostic and prognostic in nature.
  • 27. Criterion and Norm Reference Tests Norm-Referenced Tests It compares a student’s performance with the performance of other students in the class It uses the normal curve in distributing grades of students by placing them either above or below the mean. The teacher’s main concern is the variability of the score. The more variable the score is the better because it can determine how individual differs from the other. Uses percentiles and standard scores. It tends to be of average difficulty.
  • 28. • Measures of Central Tendency Mean, Median, Mode • Measures of Variability Range, Quartile Deviation, Standard Deviation • Point Measures Quartiles, Deciles, Percentiles
  • 29. Measures of Central Tendency MODE – the crude or inspectional average measure. It is most frequently occurring score. It is the poorest measure of central tendency. Advantage: Mode is always a real value since it does not fall on zero. It is simple to approximate by observation for small cases. It does not necessitate arrangement of values. Disadvantage: It is not rigidly defined and is inapplicable to irregular distribution What is the mode of these scores? 75,60,78, 75 76 75 88 75 81 75
  • 30. Measures of Central Tendency MEDIAN – The scores that divides the distribution into halves. It is sometimes called the counting average. Advantage: It is the best measure when the distribution is irregular or skewed. It can be located in an open-ended distribution or when the data is incomplete (ex. 80% of the cases is reported) Disadvantage: It necessitates arranging of items according to size before it can be computed What is the median? 75,60,78, 75 76 75 88 75 81 75
  • 31. Measures of Central Tendency MEAN – The most widely used and familiar average. The most reliable and the most stable of all measures of central tendency. Advantage: It is the best measure for regular distribution. Disadvantage: It is affected by extreme values What is the mean? 75,60,78, 75 76 75 88 75 81 75
  • 32. Point Measures: Quartiles point measures where the distribution is divided into four equal parts. Q1 : N/4 or the 25% of distribution Q2 : N/2 or the 50% of distribution ( this is the same as the median of the distribution) Q3 : 3N/4 or the 75% of distribution
  • 33. Point Measures: Deciles point measures where the distribution is divided into 10 equal groups. D1 : N/10 or the 10% of the distribution D2 : N/20 or the 20% of the distribution D3 : N/30 or the 30% of the distribution D4 : N/40 or the 40% of the distribution D5 : N/50 or the 50% of the distribution D…. D9 : N/90 or the 90% of the distribution
  • 34. Point Measures: Percentiles point measures where the distribution is divided into 100 equal groups P1 : N/1 or the 1% of the distribution P10 : N/10 or the 10% of the distribution P25 : N/25 or the 25% of the distribution P50 : N/50 or the 50% of the distribution P75 : N/75 or the 75% of the distribution P90 : N/90 or the 90% of the distribution P99 : N/99 or the 99% of the distribution
  • 35. Measures of Variability or Scatter 1. RANGE R = highest score – lowest score 2. Quartile Deviation QD = ½ (Q3 – Q1) It is known as semi inter quartile range It is often paired with median
  • 36. Measures of Variability or Scatter: • • • STANDARD DEVIATION It is the most important and best measure of variability of test scores. A small standard deviation means that the group has small variability or relatively homogeneous. It is used with mean.
  • 37. TABLE 1 Class limits Midpoints (M) Frequency (f) f.M 45 – 47 46 2 42 – 44 43 3 43(3) 28 39 – 41 40 1 40(1) 25 36 – 38 37 2 37(2) 24 33 – 35 34 4 34(4) 22 30 – 32 31 4 31(4) 18 27 – 29 28 1 28(1) 14 24 – 26 25 3 25(3) 13 21 – 23 22 2 22(2) 10 18 – 20 19 3 19(3) 8 15 – 17 16 4 16(4) 5 12 – 14 13 1 13(1) 1 TOTAL 30 45(2) Cum f < 30
  • 38. MEAN ΣfM Σf ΣfM – total of the product of the frequency (f) and midpoint (M) Σf – total of the frequencies Mean =
  • 39. MEDIAN • Median = L + c [N/2 - Σcum f<] fc L – lowest real limit of the median class Σcum f< – sum of cum f ‘less than’ up to but below median class fc – frequency of the median class c – class interval N – number of cases
  • 40. MODE MODE = LMo + c/2 [ f 1 – f2 ] [2fo – f2 – f1] LMo – lower limit of the modal class c – class interval f1 – frequency of class after modal class f2 – frequency of class before modal class f0 – frequency of modal class
  • 41. The End Thank you for listening (“,)