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PYC2606 Notes

Basic Measurements (University of South Africa)

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Learning model
° Learning outcome: the purpose of learning achieved by producing specific outcome
products.
° Outcome product: the result of the learning activities a learner engages in during the
learning process. The learner produces outcome products during learning.
° Production method: how an outcome product is produced. A series of actions constitute an
activity, and a series of activities form a method.
° Learning opportunity: work towards achieving the required learning outcomes by
producing particular outcome products. A learning opportunity has three elements
(a) an outcome product
(b) the method for producing the outcome product, and
(c) a reference to the resource required for producing the outcome product.

The outcome product is the most important element, each activity of a learning opportunity
is geared towards the production of the outcome product. An outcome product has to fulfil
certain standards. If a learner produces an outcome product that fulfils certain minimum
criteria the learner can be declared competent.

Basic measurement and questionnaire design


Outcome product
A questionnaire and its mini-manual
Production method
1. Identify a suitable content domain
2. Design a questionnaire
3. Write items for the questionnaire
4. Pilot-test the questionnaire
5. Evaluate the questionnaire’s reliability and validity
6. Compile a mini-manual for users of the questionnaire
7. Evaluate the questionnaire
8. Evaluate the mini-manual

1. Content domain: Identify the content domain for a


questionnaire
Outcome product
1. Identification of a content domain
2. A discussion on the suitability of a questionnaire as measuring instrument
Method
Activity 1.1: Describe the relevant content domain
Activity 1.2: Evaluate the suitability of a questionnaire as a measure for this content
domain
Resource reference
1. Content domain: Identify the content domain for a questionnaire
2. Suitability of a questionnaire as measuring instrument

The function of the questionnaire is measurement.

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1 Identifying the focus of a questionnaire

The purpose of the questionnaire refers to what it intends to measure and for whom it will
be used.
The first step is to identify the general topic of interest, select a problem area within that
topic that you want to investigate, reduce the general problem to more specific questions.
Do they all relate to each other? Can you combine them into one question? Should you
rather choose one question and leave the others for separate questionnaires?
The content domain therefore consists of the tasks, behaviours, attitudes, etcetera related
to one or more of these questions.

2 Limiting the scope of the questionnaire

Decide on what is relevant. By limiting the scope in this way, you can cover your topic
adequately but do not ask irrelevant questions and still have a questionnaire that is relevant
and not too long.

Suitability of a questionnaire as measuring instrument

The main purposes of a questionnaire are to


(1) obtain accurate factual information
(2) provide a standard format for recording facts, comments and attitudes and
(3) facilitate data processing.
The measuring instrument and approach you use depends on the topic you have chosen
and the purpose of your investigation.
The questionnaire is ideal for collecting opinions, preferences and facts for a specific
purpose from a defined set of respondents, typical use is a population census or an opinion
poll. Educational and psychological questionnaires measure knowledge, interests, and other
constructs.

Exercise: Indicate whether a questionnaire would be a suitable measuring instrument

TOPIC YES OR NO REASON


1 support for political parties Yes You want to find out facts
2 preference for different Yes
types of beer
3 typing skills No looking at a practical ability
4 opinions about the parole Yes
system
5 parenting practices Yes attitudes, to examine effectiveness use
observation

6 effect of personality on Yes and No


intelligence questionnaire to measure aspects of personality,
need a separate test to measure intelligence, the
relation between personality and intelligence, you
would need the right kind of research design

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2. Design a questionnaire
Outcome product
A questionnaire specification document
Method
Activity 2.1: Decide on item format and scaling method
Activity 2.2: Decide on the total number of items
Activity 2.3: Design the layout for the questionnaire
Resource reference
Item format
Layout of the questionnaire
Specification document for a questionnaire

Item format

1 Closed questions

Offers respondents a limited choice of alternate replies whereas an open question is one
that allows the respondents to answer in any way they want to.
yes/no type
true/false type
multiple choice type
Rating scales

1.1 Inventories and checklists


Also a form of closed question used to obtain straightforward information.

1.2 Advantages and disadvantages of closed questions


The set of alternative answers is uniform and therefore makes it easier to compare people’s
answers, quicker to answer, sensitive issues are often better addressed. The main
disadvantage is that they force the respondent to answer in terms of the alternatives
offered and nothing else, a loss of spontaneity , loss of rapport if respondents become
irritated. Offer an additional option such as “other”. Closed questions can direct the
respondents’ thinking and may also influence their answers.

2 Open questions
Phrase the question carefully if you want more than just a yes or no answer. Invariably
elicit some irrelevant and repetitious information, also requires a considerable degree of
language proficiency and communication skills.

3 Rating scales
To measure complex or non-factual topics such as opinions, beliefs, attitudes and values.
These are complex issues that have to do with states of mind and are therefore more
difficult to measure. They are usually multifaceted. Therefore, to measure non-factual
topics, the tendency is to use rating scales. The extent to which they agree or disagree
Ratings may be influenced by a person’s mood on the day or by political events in the
country at the time.
Guidelines can be followed when compiling a rating scale:

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1 Define the dimension being rated. Each item or statement to be rated must refer to only
one thing or dimension. “Rate friendliness and efficiency”, you are confusing two different
dimensions
2 Decide on the number of ratings for the scale.
3 Decide whether to use an even or uneven number of ratings. Uneven number in order to
have a neutral category in the middle but people may tend to choose the neutral one (error
of central tendency).
4 Define the different rating categories, must be mutually exclusive - each rating category
should mean something different.

Attitude scales are rating scales that consist of a group of items designed to reflect
different attitudes toward the topic in question. Their main function is to classify people
with respect to a certain attitude.

3.1 Likert scales


Also known as a summated scale. “A summated attitude scale may be described as a rating
scale in which a subject indicates the extent to which he or she agrees (or disagrees) with
statements. These statements usually deal with a social or political issue. The respondent
marks the point that best reflects his or her attitude. The scores are added up to obtain a
total score (summated scale.) Ensure that the scale is uni-dimensional - all the items
measure the same dimension or topic. It is important to have both favourable and
unfavourable statements so that you do not influence the respondent. Usually have the
option of 5 or 7 ratings.

3.2 Semantic differential


Used particularly in the measurement of attitudes. A seven point rating scales and the scale
points on each end are defined by opposing adjectives.
Powerful _ _ _ _ _ _ _ Powerless
The location of positive and negative poles should be random to counteract any halo effect -
the tendency for respondents not to evaluate each item individually but for their responses
to be influenced by their general feeling of like or dislike. Important that your two
descriptors define the same construct. The semantic differential is useful when you want to
obtain an idea of people’s endorsement of certain attributes.

Activity 2.1: Decide on item format and scaling method


Action: Identify different types of items and scaling methods. It is important to have a
balance of different types of questions in order to maintain the respondents’ interest as well
as to collect all the relevant information.

Item Type
1 Do you have a valid driver’s licence? Yes No 1 Closed question - limited choice of answers
2 Why do people need to have a valid driver’s 2 Open question - state their own opinions and
licence? allows for any kind of answer.
3 People should have a driver’s licence (choose one 3 Closed question because there is a limited
answer) choice of answers (multiple choice type).
฀ for identification purposes
฀ to prove that they can drive
฀ in case they have an accident
4 Young people are good drivers. True False 4 Closed question - limited choice of answers.
5 Good drivers are 5 Rating scale, semantic differential type
alert - - - - - relaxed (extreme scale points are opposing adjectives).
cautious - - - - - fast reactors
older - - - - - younger
6 Mark the characteristics of good drivers from the 6 Closed question because there is a limited

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list below: choice of answers (checklist/inventory).


฀ male
฀ female
฀ even tempered
฀ fast reactions
฀ slow and steady
7 Are you a good driver? Rate your abilities as 7 Rating scale, Likert type.
follows
a great deal very little
12345
self confidence
experience
knowledge of road rules
8 Good drivers are ... 8 Open question because it allows respondents
to give any kind of answer.
9 Should the age for driver’s licences be increased 9 This looks like an open question but is a
to 21? closed question - a yes or no answer. It would
be an open question if you asked “What is your
opinion about increasing the driving age to 21
years?”

Action: Link item format and scaling method to the purpose and content of your
questionnaire - decide what kind of items to use in order to get the information you want.
Information required
• age - under 18 years 18 - 22 years 23 - 35 years 36 - 50 years
• gender - closed (check male or female)
• socio-economic status
• personal experience of crime- closed question with a yes/no, how much or how
often they personally experienced crime- use a multiple choice item or a rating
scale, general description- use an open ended question.
• levels of stress associated with different crimes - rating scale
• personal reactions to different crimes - simple open ended question or you might try
a rating scale like a semantic differential.

Specification document for a questionnaire

What a questionnaire should contain. A specification document is really just a list of the
required characteristics for your questionnaire in terms of type of items, number of items,
layout and so on, in order for the questionnaire to do what it is supposed to do.

Before compiling a questionnaire, have a rough idea of the line of enquiry you wish to
follow, the kind of questions you will ask, the level of language you use, how complex the
questions are and so on. In this way, the purpose of the investigation, the kind of
information you want and the characteristics of the respondents influence the questionnaire
specifications. The detailed specification of measurement aims should be clearly related to
the purpose of the research.

Activity 2.2: Decide on the total number of items


Ensure that you get the information you want but do not lose respondents because it is too
long or boring. Identify the extent to which each content area (the information you need)
needs to be covered; then consider the characteristics of your respondents and the time
available for testing.

Action: You need to identify the coverage required for each content area. You need at least
one item on each of these content areas. In some cases, one item is not enough. For
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example, if you want information on stress levels associated with different crimes, you
might want to use a rating scale. Rating scales do not have a fixed number of items but for
the purposes of this assignment, your rating scale should consist of at least
twelve items. It is also useful to have more than one item dealing with the same aspect to
serve as a control so that you can see whether the respondent is answering questions
consistently or not. For example, in addition to your rating scale, you might also have an
open ended question that deals with the same content area.

Action: You should evaluate the impact of characteristics of respondents and the time
available for completing the questionnaire.
You could cover the content domain comprehensively with 21 items (some of which may be
grouped into a rating scale containing approximately twelve items). We could break down
the coverage of the content areas as follows: the first three items would be closed
questions to collect biographical information, then a filter question (closed, yes/no type)
followed by an open question on personal experience of crime, a rating scale (consisting of
twelve items) on levels of stress associated with different crimes, a closed (multiple choice)
question on personal reactions to crimes and an open question to serve as a control, an
open question on perceptions of the effect of crime and lastly an open question for any
other comments the respondent may wish to add. Therefore have five closed items, four
open items and a twelve item rating scale (total of 21 items). The questionnaire should not
be too long or complicated.

Layout of the questionnaire

1 Introduction and covering letter


A well designed questionnaire with a professional appearance is more likely to be
completed. The introduction informs respondents about the purpose, convinces them that
their participation is valued, motivates them to complete the questionnaire, reduces their
fears regarding time and inconvenience, and assures them of confidentiality and safety.
Guidelines for an introduction to a questionnaire.
1 the name of the person or organisation conducting the study, to establish credibility
2 a general statement of the objectives of the questionnaire
3 assurance that their participation is valued and confidential
4 some estimate of the time required to complete the questionnaire

2 Confidentiality and anonymity


Anonymity elicits more accurate information, greater freedom to express themselves
without fear that their responses would be used in a way that is not in their interests.
Important in surveys that involve ‘sensitive’ topics.

3 Length of the questionnaire


Depends on the topic and the degree of interest it holds for the respondent. Ideally 30
minutes to complete. Also depends on the characteristics of the respondents. Specialists
more willing to complete a longer questionnaire. For people with low levels of literacy or
education, it is better to keep questionnaires short. Make sure that each question is directly
relevant, need to have thorough coverage of your topic to ensure <reliability> and
<validity>. The aim is to strike a balance between a concise questionnaire and one that is
inclusive enough to ensure validity.

4 Presentation and sequence of questions

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1. Try to avoid putting ideas into the respondents minds or suggesting preferable
attitudes. Start with open questions and then introduce more structured questions.
2. Start with a broad question that orients the respondent to the topic, followed by the
twelve item rating scale. (moving from the general to the more specific?) - the funnel
approach.
3. Better to put personal data questions near the end, preceded by a short explanation
such as “To help us classify your answers...... Items on biographical information - only
a few items, at the beginning but if there are a lot of items better at the end.
4. You probably have groups of questions relating to particular aspects of your main topic.
Decide on the order in which to present these groups of questions. Two main
considerations: the logic of the survey and the likely reactions of the respondents. Start
off with ‘awareness’ questions relating to the topic in general followed by ‘factual’
questions dealing with the respondents’ own actions or behaviour. Then you might
include questions on likes and dislikes, preferences and attitudes.
5. Sensitive or very personal issues should come toward the end of the questionnaire to
avoid embarrassing or offending the respondents. A closed question and an open
question serve as a sort of validity check for this content area.
6. Place one or more open ended questions at the end to allow the respondents to express
opinions or feelings related but have not been covered by the questions. Respondents
are more likely to feel satisfied that answering the questions was worth the effort.

5 Balance of question types


The ideal is to vary the type of questions so that the respondents do not get bored or
irritated (which may affect the validity of their responses).

6 Filter questions
Start with a filter or screening question that excludes some respondents from answering
irrelevant questions. If the answer is no, skip the next few questions.

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3 Write questionnaire items


Outcome product
A set of items for measuring specific content areas
Method
Activity 3.1: Apply criteria for writing questionnaire items
Activity 3.2: Write items for a questionnaire
Resource reference
Writing questionnaire items

Introduction
All research is aimed at finding answers Questions may arise from anomalies or gaps that a
researcher has found in existing theories, from a need to solve a practical problem, or just
personal curiosity and intuition. Good items are critical to the success of a research project.
They produce reliable data and accurate information upon which valid conclusions can be
based.

Writing questionnaire items

1 General principles guiding the construction of good items

1 The items should be based on a meaningful definition or description of what you want to
measure.
2 Constructing items is a science - requires an in-depth knowledge of one’s topic and
familiarity with the principles governing good item design. And art - requires creativity in
selecting or constructing items appropriate to the particular context.
3 The items should be aimed at obtaining meaningful information with a minimum of
distortion.
4 Careful thought must be given to the relevance, language level, cultural interpretations,
and clarity of the items. Important that it is reader-friendly. Avoid items that are
humiliating, confusing, or make respondents feel inadequate.

2 General guidelines for using and modifying existing items

Recommended that researchers use well-known questionnaires, of which the reliability and
validity have already been established. You must critically scrutinise each item.

3 Guidelines for constructing new items

There may be no existing questionnaire that taps the particular construct you intend to
investigate or you may have to eliminate a number of unsuitable items.

3.1 Relevance of items


Keep in mind what you are aiming to find out.
Do’s and Don’ts
● Do read each item and ask yourself if the item relates to your topic.
● Don’t be tempted to ask questions that are interesting but not vital to your research.

3.2 Language level


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The respondents may not be as knowledgeable or have as large a vocabulary as you.


● Don’t use academic or technical terminology, jargon, words that are seldom used in
everyday speech, very long sentences, or complicated syntax (see example below).
● Do phrase your items in such a way that the language level matches that of your
respondents.
● If you are not sure whether items would be easily understood do present them to a small
group of respondents.

3.3 Cultural context


The same item may mean different things to groups with different socio-economic and
cultural backgrounds. Be sure that the questionnaire does not contain phrases that have
different connotations in different cultures.
● Do try to see the items from the respondents’ perspective.
● Do be aware of possible cross-cultural differences.
● If your target population is different from your own cultural group then do pre-test your
items on a few members of that group.
● Do try to have your items correctly translated.

3.4 Clarity
If anything in your questionnaire is not understood and/or misinterpreted your
results will be useless.
● Do avoid ambiguity, interpreted in a number of ways. Visiting lecturers can help one
feel less isolated.
(Does this mean that the lecturers do the visiting - or do the students?)
● Don’t ask questions with two inherent issues.
I am fully occupied and I don’t feel lonely.
Rather break such questions or statements into two separate items.
● Do scrutinise any items that contain the conjunctions ‘and’ or ‘or’ to see if they contain
more than one possible issue.
● Wherever possible don’t use negatives
● Do use active rather than passive statements. Passive statements are more difficult
to understand, and therefore more difficult to respond to.
It is believed by students that they will be given extension by lecturers.
The following is simpler:
Students believe lecturers will give them extension.
● Do ask specific questions rather than general or vague questions. General items may
not be interpreted in the same way by everyone, and thus produce unreliable answers.
● Do write items that are specific, simple, clear, and to the point.

3.5 Fitting items to the choice of responses


When you construct ‘closed’ items be sure that the given responses are appropriate for each
item.

3.6 Factual questions


It can be difficult to remember events in the distant past.
● Do limit the time frame to the immediate past (at the most the last six months).
● When asking questions relating to factual information do make sure your respondents
have the information.

3.7 Leading questions


Those that influence respondents to give a particular answer.

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● Don’t write items that encourage respondents to give a particular answer.


Discrimination in South Africa is horrific, isn’t it?
● Don’t give examples unless it is really necessary.
Do you use any word processing packages, such as ZZ?

4 Problems relating to response bias or response style

Tendencies to choose a particular type of answer.

4.1 Social desirability response bias


Tendency to choose what one believes to be the most socially acceptable response.
Deliberate faking when they are fully aware of what is being measured and for what
purpose; when their identity is disclosed, and when they are aware that their responses will
affect them in some way. Respondents may also lie to protect their real feelings or justify
their behaviour, or because they do not want to admit their ignorance.

4.2 Response styles


Tendency to make a particular type of response, tend to choose extreme responses such or
repeatedly choose central responses. Design balanced questionnaires. Positively stated and
negatively scored e.g. “People often let me down”. Positively stated and positively scored
e.g. “I trust people”.

Activity 3.1: Apply criteria for writing questionnaire items

Action: Evaluate existing items according to these criteria. Shortcomings of the following
questions:
1 What is your income?
vague
2 Don’t you disagree with yesterday’s Parliamentary decision regarding smoking and
drinking? (Yes/No)
leading question which contains two inherent issues and a double negative.
3 We should be less passive about what is happening in the environment.
(agree/uncertain/disagree)
vague. “Who is ‘we’?”, “Less passive than what?”, and “What environment?”
4 I feel depressed and sad. (never/sometimes/often/all the time)
two inherent items. ‘Depression’ and ‘often’ may mean different things to different
people.
5 How often do you take drugs? (never/sometimes/often/all the time)
imprecise and may be interpreted in various ways.
6 Abortion should not be legalised. (agree/disagree)
too global
7 Most men are more emotionally stable than most women are. (agree/disagree)
is a leading question
8 Suppose you are measuring Unisa students’ level of motivation and one of your items is
“How many hours do you spend studying each week?”
does not necessarily relate to motivation

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4 Pilot test the questionnaire


Outcome product
A set of items to be included in the final version of the questionnaire
Method
Activity 4.1: Administer and revise the questionnaire
Activity 4.2: Do an item analysis
Resource reference
Correlation coefficient
Item analysis

Introduction
Improve your questionnaire further by actually trying it out and seeing how people respond
to each item. In particular, you will use simple item analysis techniques to improve the 12-
item rating scale that forms part of your questionnaire.

Activity 4.1: Administer and revise the questionnaire


Action: Identify a suitable sample, get hold of people to try it out on! The sample should
represent the population to which you hope to generalise your findings.
One needs at least one more person than there are items in one’s scale. Finding a sample is
a matter of balancing practical issues with theoretical requirements.

Action: Administer the questionnaire to the sample. Be sure to be ethical about what your
are doing. The answer to each of the questions should be YES.

Ethical checklist Yes/No Notes


Respondents understand why they are being asked
to complete the questionnaire:
It is to help you with your studies.
It is to help you improve the questionnaire.
They will not get their scores back.
Respondents understand that they don’t have to
complete the questionnaire:
You won’t hold it against them if they decide not to
do it.
You won’t tell anybody else if they refused.
Respondents understand that their responses will
be confidential:
Their names won’t be on the questionnaire.
You won’t show their responses to anybody else.

Keep notes of what kinds of questions people ask and what difficulties arise - to make
improvements. When you get the questionnaire back quickly scan it to see that they have
completed all of it.
Action: There are two ways of using a pilot study to improve your questionnaire. Use what
happened during the study. Look again at the notes you made while you were administering
the questionnaire. Now write a short summary of the changes.

Item analysis

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Procedures to select the best items for inclusion, commonly used criteria are item
difficulty (item facility or item variance) and item discrimination.

1 Item difficulty/variance
Ideal questionnaire is where about half the people gets each of the items right. Item
analysis involves discarding items that are too easy or too difficult. The difficulty index for
an item is usually calculated by dividing the number of people who gave a correct response
by the total number of people in the sample. The difficulty index should be between 0.25
and 0.75 and the average difficulty should be about 0.5.

2 Item discrimination
The ability of an item to discriminate between respondents according to whatever the
measuring instrument as a whole is measuring. Items should only be selected if they
measure the same characteristics - else, they lose focus. The higher the correlation
coefficient, the more discriminating the item. A minimum correlation of 0.2 is generally
required. Items with negative or zero correlations are almost always excluded. A negative
correlation could be indicative that an item should have been reverse scored.

3 How many items to exclude


It is usual to discard 20% to 30% of the items.

4 Other forms of item analysis


A range of item bias statistics help test constructors to identify items that perform
differently (are biased) for different groups.

Activity 4.2: Do an item analysis


The second way of using a pilot study is to analyse the responses people gave to each item
in the questionnaire. Remove items with too little variance and remove items that don’t
discriminate. You only need to perform an item analysis on the rating scale part of your
questionnaire.
Action: Compile a data sheet. The possible responses to each item in the scale will have a
number from 1 to 5

Statement 1 2 3 4 5
Never Almost Sometimes Most of Always
never the time
I like loud √
music.
I prefer quiet √
places.
I enjoy noisy √
environments.

The ticked options are known as item responses. Item 2 in our example should be ‘reverse-
scored’, because if somebody says s/he never likes quiet places s/he is, in effect, saying
that s/he always likes noisy places and she should therefore get a high score.

Statement 1 2 3 4 5
Never Almost Sometimes Most of Always
never the time
I like loud √ 5
music.
I prefer quiet √ 5
places.
REVERSE
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SCORE
I enjoy noisy √ 4
environments.
The data sheet is divided into rows and columns - one row for each person in your sample
and one column for each item in your rating scale and total score. Take a questionnaire
and transfer the score for each item to the first row on the data sheet.
Calculate each respondent’s total score, lowest anybody can have on the rating scale is 12
highest is 60.

Cases Items Total Score


1 2 3 4 5 6 7 8 9 10 11 12
1 5 5 4
2 3 3
3 3 2
4 3 4

Action: Start with the actual item analysis of your rating scale. Find items with too little
variance where almost everybody in the sample gets the same item score. You want your
scale to show differences between people.
Compare items and decide which are better items in terms of the amount of variance they
show.

Run your eye down each of the columns on your data sheet and look for items that may not
have sufficient variance. If a column contains mainly only one number the item doesn’t
show much variance. If a column contains a good spread of numbers the item shows lots of
variance.
It is not always possible to explain why most people end up answering an item in the same
way - the item may have been too extremely worded, they are too vague or that there is a
strong ‘socially desirable’ way of responding.

Correlation coefficient

A construct is an unobservable quality which forms part of a theory designed to explain


observable behaviour e.g. anxiety, intelligence, stress, independence, etcetera. Correlation
coefficient - the relation between the constructs.

1 The correlation coefficient

The statistical relationship between two constructs is called a correlation. A value close to 0
indicates a weak relationship while 0 represents no correlation. The numerical size of a
correlation coefficient indicates the strength of the relationship while the sign positive
/negative) indicates the direction of the relationship.

2 The scatter plot

The graphic display of the correlation coefficient. If there is a perfect positive relation
between two constructs (a correlation coefficient of +1) the dots form a perfectly straight
line with an upward slope. For a a correlation coefficient of -1 the scores form a perfectly
straight line with a downward slope. No relation (a correlation coefficient of 0) between two
constructs results in an undefined shape.

3 Using correlations in item analysis

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If the item correlates strongly with the total score, we know that it measures more or less
the same thing as the other items.

Action: To measure differences between people our items need to show some variance, but
even if the items show lots of variance, the scale may not measure anything in particular.

Ensure that each item in the scale measures more or less the same thing and that the
items are not too divergent. You want an item to discriminate between high and low scorers
because it shows that the item measures more or less the same thing as the other items in
the scale.

Cases Items Total Score


1 2 3 4 5 6 7 8 9 10 11 12
1 4 53
2 1 12
3 5 49
4 4 40
5 2 16

Item 3 does seem to be pretty good at discriminating between high and low scorers.
Looking whether item scores correspond with a total score is called item-total correlation.
Professional questionnaire constructors usually calculate a <correlation coefficient> (an
index of how strongly two variables are related) to establish how strong each item-total
correlation is.

Item

Relation between the scores on item 3 and the scale total

Each dot on the scatterplot represents a person. Dots are arranged roughly in a diagonal
line from bottom left to top right. This means that there is a strong correlation between the
item score and the total score - the item discriminates well. If the dots don’t seem to form a
pattern at all then there is no correlation, if the line seems to go from top left to bottom
right then there is a negative correlation (the item does discriminate, but the wrong way
round, so it is no good). You will have to draw 12 scatter plots (one for each of the 12
items).

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Identify what appears to be the worst items in your scale in terms of failure to discriminate.
The reason why items don’t discriminate is usually because they measure something
different from the other items in the scale. Sometimes the wording of the item, but
sometimes it seems inexplicable and one just has to accept that it is so.

Action: Compile a final version of your questionnaire. Your scale should have
8 items, so discard 4 items. Study the list for items that don’t show much variance and the
other list for items that don’t discriminate well.
Your 8 item scale is more coherent and has a greater degree of reliability.

5 Evaluate reliability and validity

An evaluation of the reliability of the questionnaire


An evaluation of the validity of the questionnaire
Method
Activity 5.1: Evaluate the reliability of the rating scale
Activity 5.2: Evaluate the validity of the questionnaire
Resource reference
Correlation coefficient
Reliability
Validity

Introduction
The results should be reliable, that is the questionnaire should measure consistently. You
will evaluate the reliability of the final version of the rating scale included in your
questionnaire. The interpretations based on the results should also be valid, that is it should
measure what it claims to measure.

Reliability

How consistently the questionnaire measures that which it is supposed to measure.

1 Measurement error and reliability

Various conditions might affect the results of the questionnaire e.g. the occasion on which
the questionnaire is administered or the sample of items in the questionnaire. Their effect
on the results is unpredictable and inconsistent. These irrelevant conditions are called
unsystematic sources of variation. The reliability refers to the consistency of results
over different administrations involving different occasions, test forms, etc.
A statistical index of reliability is the reliability coefficient, range between 0 and 1.
Unreliable questionnaire - reliability coefficient close to 0
Reliable questionnaire - reliability coefficient of 1.
The closer the value of the reliability coefficient to 1, the more reliable the test.

2 Different types of reliability

2.1 Test-retest reliability

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How consistent the results of a questionnaire are over different occasions, administer the
same questionnaire to the same group on two consecutive occasions. Scores are correlated
and the correlation coefficient represents the degree of test-retest reliability. The closer the
correlation coefficient is to 1, the more consistent. Test-retest reliability thus indicates
stability or consistency of scores over time.
A perfect correlation does not indicate that the second scores were identical; a person's
relative position to that of the others in the group stays the same. The time interval should
be at least several days to reduce the possibility of effects such as familiarity with the type
of items or respondents remembering their answers.

2.2 Alternate-forms reliability


Two forms of the same questionnaire are often developed. To know how consistent the
results are over different forms obtain an estimate of the alternate-forms reliability. Both
forms administered to the same group on two consecutive occasions. Scores are correlated.
The closer the correlation coefficient (or reliability coefficient) is to 1, the greater the extent
to which the forms are indeed equivalent and thus measure the same attribute. Alternate-
forms reliability is thus a measure of equivalence.
Alternate-forms reliability can also be used to determine the consistency of results over
different occasions or stability over time. This offers some solution to possible memory
effects experienced with test-retest reliability. A disadvantage of alternate-forms reliability
is that it expensive and time-consuming and that it is difficult to produce truly parallel
forms.

2.3 Split-half reliability


A single questionnaire is administered only once. This questionnaire is then divided into two
parts, regarded as two parallel halves. Each person has a total score on the one half and a
total score on the second half - two sets of scores that are then correlated. The correlation
is an estimate of the reliability of either of the two halves and is thus a measure of
equivalence.
A common method used to divide a questionnaire is to compare scores on the odd items
with scores on the even items. A shorter questionnaire is generally less reliable, the
reliability of the whole questionnaire is called the split-half reliability and it measures the
degree of equivalence between the two halves, that is the extent to which they measure the
same attribute. It reflects the consistency and indicates the degree of relatedness of the
items. This type of reliability is therefore also regarded as a measure of the internal
consistency and the closer the split-half reliability is to 1, the higher the internal
consistency of the questionnaire.

3 Evaluating reliability
The nature and purpose of the questionnaire determines which type of reliability is
appropriate. A psychological test such as an intelligence test, the reliability coefficient
should be above 0.90. A reliability coefficient of 0.70 can be useful if the results are used in
combination with other information about the individual or group.

Activity 5.1: Evaluate the reliability of the rating scale

Action: You should be able to distinguish between different types of reliability. The purpose
of the questionnaire determines which type of reliability is appropriate.
The internal consistency of a rating scale - the extent to which the items measure the same
thing. Obtain an estimate of the split-half reliability of this rating scale, the degree of
equivalence between two halves of the rating scale. A limitation of this method is that the

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reliability coefficient that one obtains, to some extent depends on the items included in
each of the two halves.

Action: Look at these eight items and divide the rating scale into two halves by grouping
the odd items and even items together. Now re-number your items from 1 to 8. For each
person calculate the total score for the odd items and for the even items.

1 3 5 7 Total 2 4 6 8 Total
Score Score
1
2
3
4

Data sheet for two halves of the rating scale

The relation between these two sets of scores will give you an estimate of the reliability of
either of the two halves of the rating scale.
For each person, take the total score on the odd items and the total score on the even
items and where the two meet you make a dot on the graph. Draw a straight line
resembling the shape of the scatterplot.

If your scatter plot has a very undefined shape, the correlation coefficient is close to 0
indicating a weak relation between the two halves. If the line has an upward slope, the
correlation coefficient falls between 0 and +1. If most dots are close to the line, the
correlation coefficient is close to +1 and there is a fairly strong relation

Action: In this context the correlation coefficient is a reliability coefficient. Values closer to
1 indicate a more reliable rating scale.

Validity

The extent to which it measures what it claims to measure. The extent to which the scores
can be used for the intended purpose. There are three categories of gathering validity
evidence; content validity, criterion-related validity and construct validity.

1 Content validity
The content validity is determined by the degree to which the items in the questionnaire
are representative of the universe of tasks, behaviours or attitudes (the content domain)
that it was designed to measure. Content validity, can be ensured by proper design.
Content validity cannot be expressed in terms of a quantitative index.
Face validity refers to the degree to which items appear to be relevant. Content validity is
based on the subjective evaluation by people who are not necessarily experts either in the
particular area or in psychometrics. If the respondents do not regard the items as relevant
(the questionnaire does not have sufficient face validity), they might be less motivated and
even unwilling to cooperate.

2 Criterion-related validity
The criterion-related validity of a questionnaire is the extent to which the scores on the
questionnaire are effective in estimating an individual's position or performance on the
relevant criterion. Approaches to gathering evidence of criterion-related validity are
concurrent validity and predictive validity.

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With concurrent validity measures are obtained on the criterion at approximately the
same time as the scores on the questionnaire. The extent to which scores accurately
estimates an individual's present position on the relevant criterion is then determined.
Determined if you want to use your questionnaire to identify some current behaviour or
status of individuals.
For example, you want to classify psychiatric patients according to their disturbances. Take
a representative group of psychiatric patients and administer it to them. At the same time
you would ask psychiatrists or clinical psychologists to classify these patients according to
type of disturbance.
To evaluate predictive validity the measures on the criterion are obtained in the future. It
is then determined to which extent the scores accurately predict an individual's scores on
the relevant criterion. Determined if you want to use your questionnaire to predict some
future performance of individuals. For example, to select candidates for entrance into this
course take a representative group of students applying for the course and administer your
questionnaire to them.
At the end of the course you could obtain the students' examination marks. You will then
determine how effective scores on your questionnaire are in predicting the students’
examination marks.

To determine criterion-related validity calculate the correlation between the results and the
measures on the criterion the resulting correlation coefficient is known as the validity
coefficient.

3 Construct validity
A construct is an unobservable quality which forms part of a theory designed to explain
observable behaviour. For example, anxiety is not observable but it forms part of a theory
that explains observable behaviours
You have to define your construct in terms of observable behaviours. You can thus define
the construct validity as the extent to which it indeed measures the theoretical construct
it aims to measure. Construct validity cannot be expressed in terms of a single validity
coefficient. You would expect groups who are supposed to differ in terms of a construct to
also obtain significantly different scores on a questionnaire measuring this construct.
Another way to determine construct validity is to look at the correlation coefficients
between different questionnaires.

Convergent validity. - if two questionnaires measure the same construct you would expect
the scores to be significantly correlated.
Discriminant validity - if two constructs are theoretically unrelated, you would not expect a
high correlation.

Activity 5.2: Evaluate the validity of the questionnaire

Action: You should be able to distinguish between categories of validity.


The content validity of your questionnaire is influenced by how well you designed the
questionnaire. The content domain is the universe of tasks, behaviours, attitudes, etcetera
implied by the purpose of your questionnaire. The degree to which the items in your
questionnaire are representative of the content domain determines the content validity of
your questionnaire. Criterion - related validity of the questionnaire - how well a
questionnaire estimates an individual’s position or performance on some outcome measure.
Construct validity - to make conclusions about a theoretical construct that underlies
the behaviours measured by the questionnaire.

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Action: Consider the content domain of your questionnaire and the questionnaire
specification document and evaluate the content validity of your questionnaire.
6 Compile a manual
Outcome product
A manual for the questionnaire consisting of a description of the aim and design, an
evaluation of the properties, and procedures for administration, scoring and interpretation.
Method
Activity 6.1: Discuss the process of developing the questionnaire
Activity 6.2: Compile a manual
Resource reference
Manual: The purpose and structure of a manual

Manual: The purpose and structure of a manual

1 Purpose of a manual
Someone else might be interested in using your test or questionnaire. Report the process of
analysing and selecting the items as well as the reliability and validity of the questionnaire.
Give instructions for the administration of the questionnaire for the scoring of the
questionnaire and some guidelines on how to interpret the results.

2 Structure of a manual

Aim and design


Aim
Target population
Design of the questionnaire

Properties of the questionnaire


Item analysis and item selection
Reliability
Validity

Procedures for administration, scoring and interpretation


Instructions for administration
Instructions for scoring
Guidelines for interpretation

2.1 Aim and design


Should be clear what the questionnaire measures and how this information can be used.
The aim of the questionnaire determines for whom it will be used. Describe characteristics
of the target population that are relevant to the aim of the questionnaire. Important to
state for which country this questionnaire has been developed and age as the subject
matter of this questionnaire. A brief description of the design of the questionnaire should
be provided. The type of items should also be indicated - multiple-choice items or rating.

2.2 Properties of the questionnaire


To determine how effective the questionnaire is, you need to administer it to a group of
people who are representative of the target population. This group should be described and
indicated to what extent they are representative in terms of those characteristics that

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define the target population. It should also be mentioned when and under which
circumstances the questionnaire was administered to them. Describe each technique used
for item analysis and you should indicate which criteria were used to justify the inclusion
or exclusion of items in the item selection process. Important for the user to know how
reliable or consistent the questionnaire is. Give a brief description of the method used to
determine reliability and justify why this was used. The estimated reliability coefficient is
then evaluated in terms of an acceptable level of reliability. Identify the category of validity
(be it content validity, criterion-related validity or construct validity) that is relevant for
your questionnaire.

2.3 Procedures for administration, scoring and interpretation


Provide general instructions for administration of a questionaire: Who is allowed to
administer it; the situation in which it should be administered (groups or individuals),
complete on their own or if supervision is needed; the material needed and how to deal
with a person asking an explanation Provide instructions for scoring. A correct answer
could score a 1 or a 0. Rating scales - on a five-point rating scale a 1 = do not at all agree
and 5 = strong agreement with this statement. The total score indicates the person's
attitude towards the topic under investigation. Reverse scoring might be necessary.
The guidelines for interpretation of the results should be based on the aim of the
questionnaire.

7 Evaluate a questionnaire
Outcome product
An evaluated questionnaire
Method
Activity 7.1: Explore a questionnaire rating scale
Activity 7.2: Use the questionnaire rating scale to evaluate a questionnaire
Activity 7.3: Compare your evaluations to the QWAN
Resource reference
Content domain: Identify the content domain for a questionnaire
Item format
Layout of the questionnaire
Suitability of a questionnaire as measuring instrument
Writing questionnaire items

Activity 7.1: Explore a questionnaire rating scale


Action: The four main facets one should consider when evaluating a questionnaire are:
1 the instructions of the questionnaire
2 the characteristics of the items of the questionnaire
3 the characteristics of the questionnaire as a whole
4 the functionality of the questionnaire.

1. Questionnaire instructions

These instructions should address:


the purpose of the questionnaire; confidentiality of the information provided in the
questionnaire; and how to complete the questionnaire, explain how the questionnaire
questions should be tackled Provided in a cover letter.

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1.1 The purpose of the questionnaire


Rate 0: purpose not explained
Rate 1: explained in terms of one of the following:
(1) what it is intended to measure
(2) whom it is supposed to be used for
Rate 2: explained in terms of both statements

1.2 The confidentiality of information provided


Rate 0: not mentioned
Rate 1: absolutely confidential, or identity will not be disclosed
Rate 2: absolutely confidential, and identity will not be disclosed required to provide name
Rate 3: absolutely confidential, and identity will not be disclosed not required to provide
name

1.3 Instructions for how to handle questions


Rate 0: not explained how the questionnaire should be completed
Rate 1: is explained but does not hold for all items
Rate 2: is explained and holds for all items

2. Item characteristics

All items have to be relevant to the topic, presented in understandable language,


meaningful for people from different cultural or language backgrounds, clear and
unambiguous, answerable and non-leading.

2.1 Item relevance


Rate 0: all items are irrelevant
Rate 1: most items are irrelevant
Rate 2: some items are irrelevant
Rate 3: none items are irrelevant

2.2 Item language level


Rate 0: all items presented in language that is too difficult
Rate 1: most items
Rate 2: some items
Rate 3: none items

2.3 Item in cultural context


Rate 0: all items presented contain phrases that may be unclear to, or be interpreted
differently
Rate 1: most items
Rate 2: some items
Rate 3: none items

2.4 Item clarity


Rate 0: all items are phrased in such a way that they may confuse respondents
Rate 1: most items
Rate 2: some items
Rate 3: none items

2.5 Item answerability

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Rate 0: all items are unanswerable (i.e. the choice of provided responses does not fit
the item, or the respondent does not have the required information)
Rate 1: most items
Rate 2: some items
Rate 3: none items

2.6 Item as a leading question


Rate 0: all items are leading questions
Rate 1: most items
Rate 2: some items
Rate 3: none items

3. Questionnaire characteristics
Questionnaires should have sufficient items to cover the topic but they should not be too
lengthy. Items should be presented in a particular order to:
(a) counter response style and item bias
(b) increase the efficiency of the questionnaire. By grouping questions and by using filter
questions, and a good balance of different question types.
(c) be sensitive towards respondents. Put respondents at ease by incorporating neutral and
interesting questions at the beginning, and forbidding, sensitive and personal questions
towards the end. Allow respondents to raise opinions and vent feelings by providing open
ended questions at the end.

3.1 The scope of the questionnaire


Rate 0: does not focus on the topic that it is supposed to cover
Rate 1: part of it focusses
Rate 2: focusses but topic is not covered in full
Rate 3: focusses and the topic is covered in full.

3.2 Questionnaire item sequence


Rate 0: no items, or if all items are irrelevant
Rate 1: sequence seems to:
(1) introduce a particular response style or bias, and
(2) force respondents to respond in an inefficient manner, and
(3) make respondents feel emotionally uncomfortable
Rate 2: if the sequence seems to cause any two problems
Rate 3: if the sequence seems to cause any one problem
Rate 4: if the sequence does not seem to cause any of the problems

4. Questionnaire functionality
The issue to be evaluated is whether the questionnaire is structured in such a manner that
it can function maximally in the light of its declared purpose. Does the structure of the
questionnaire (kinds of items and the sequence) support the questionnaire’s functionality
(i.e. what the questionnaire could be used for, what it is capable of) given its declared
purpose (i.e. the kind of information it is expected to deliver). In other words the structure
and functionality of a questionnaire is a function of its declared purpose.

4.1 The functionality of the questionnaire


Rate 0: the structure limits its functionality with regard to all three functions:
(1) to obtain accurate information
(2) to provide a standard format for recording facts, comments and attitudes

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(3) to facilitate data processing


Rate 1: structure limits its functionality with regard to two
Rate 2: structure limits its functionality with regard to one
Rate 3: structure limits its functionality with regard to none

Activity 7.3: Compare your evaluations to the QWAN


QWAN stands for Quality Without A Name. No single person can be absolutely sure that
the ratings he/she assigns are absolutely correct. The QWAN is the quality we all strive for
but that no one can claim. It is simply a standard against which you measure yourself.

8 Evaluate a manual

Outcome product
An evaluated manual
Method
Activity 8.1: Explore a manual’s rating scale
Activity 8.2: Use the manual’s rating scale to evaluate a manual
Activity 8.3: Compare your evaluations to the QWAN
Resource reference
Manual: The purpose and structure of a manual

Activity 8.1: Explore a manual’s rating scale


The main issues one should consider when evaluating this kind of manual are:
1 the extent to which the manual constitutes its purpose, and
2 the quality of the information provided in the manual.
1. The extent to which the manual constitutes its purpose
The purpose of a questionnaire manual is to provide information for the person who plans
to use the questionnaire. Questionnaire administrators need to know three things:
(a) Whether the questionnaire is relevant for the purpose the questionnaire administrator
has in mind;
(b) whether the questionnaire will work; and
(c) how the questionnaire should be used.
The manual constitutes its purpose if it provides information about (a) the nature of the
questionnaire (i.e. the aim and design of the questionnaire, and the population it can be
used with), (b) the functionality of the questionnaire (i.e. the analysis and selection of items
for the questionnaire, and the reliability and validity of the questionnaire), and (c)
instructions for using the questionnaire (i.e. instructions for administration, scoring and
interpretation). Focus on whether the manual is able to achieve its purpose, not whether it
has in fact achieved this purpose.

1.1 The purpose areas covered in the manual


Rate 0: no information about the following purpose areas:
(a) the nature of the questionnaire
(b) the functionality of the questionnaire
(c) instructions for using the questionnaire
Rate 1: information about one
Rate 2: information about any two
Rate 3: information about all three

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Proper communication requires a logical presentation and clear and correct language. The
manual should start with a description of
(a) the nature of the questionnaire, then discuss
(b) the functionality of the questionnaire, and conclude with
(c) instructions for using the questionnaire.
The logical sequence would be (a), (b), (c).

1.2 The logical sequence of the presentation


Rate 0: if your rating in 1.1 is ‘0’ or ‘1’
Rate 1: if your rating in 1.1 is ‘2’ but purpose areas are not in the logical sequence
Rate 2: if your rating in 1.1 is ‘2’ and if the purpose areas are logical
Rate 3: if your rating in 1.1 is ‘3’ but if the purpose areas are not in the logical sequence
Rate 4: if your rating in 1.1 is ‘3’ and if the purpose areas are logical

Each of the purpose areas refer to specific content topics.


The nature of the questionnaire refers to:
- the aim of the questionnaire
- the target population
- the design of the questionnaire
The functionality of the questionnaire refers to:
- the sample used to test the questionnaire
- the analysis and selection of the questionnaire’s items
- the reliability of the questionnaire
- the validity of the questionnaire
The instructions for using the questionnaire refer to:
- instructions for administration
- instructions for scoring
- instructions for interpretation

A manual should cover ten different content topics kept together in their distinct groups,
namely the three purpose areas.

1.3 The logical grouping of the content topics


Rate 0: if your rating in 1.1 is ‘0’ or ‘1’
Rate 1: content topics of none of the three purpose areas are kept in their logical groups
Rate 2: one kept
Rate 3: two kept
Rate 4: all kept

Effective communication requires clear, precise and correct language, written in short,
direct sentences to enable unambiguous and precise communication. Technical information
should be simple and straightforward.

1.4 The clarity of the manual’s language


Rate 0: if your rating in 1.1 is ‘0’
Rate 1: if the manual contains
(a) difficult language and
(b) ambiguous statements and
(c) grammar and spelling mistakes
Rate 2: any two of (a), (b) and (c)
Rate 3: any one of (a), (b) and (c)

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Rate 4: none of (a), (b) and (c)

2. The quality of the information provided in the manual

The manual should cover ten content topics:


2.1 The aim of the questionnaire
2.2 The population targeted by the questionnaire
2.3 The design of the questionnaire
2.4 The sample used to test the questionnaire
2.5 How items were analysed and selected for the questionnaire
2.6 The reliability of the questionnaire
2.7 The validity of the questionnaire
2.8 Instructions for administering the questionnaire
2.9 Instructions for scoring the questionnaire
2.10 Guidelines for interpreting the information obtained via the questionnaire

2.1 The aim of the questionnaire


Rate 0: manual does not provide sufficient information
Rate 1: describes one of the following:
(1) what the questionnaire measures
(2) how the information obtained could be used
Rate 2: describes both (1) and (2).

2.2 The population targeted by the questionnaire


Rate 0: not sufficient information
Rate 1: describes the target population but it is not appropriate
Rate 2: describes the target population and it is appropriate

2.3 The design of the questionnaire


Rate 0: not sufficient information
Rate 1: if the manual describes one of the following:
(1) the domain of the questionnaire
(2) how the questionnaire items cover the domain
(3) the types of items used in the questionnaire
Rate 2: any two
Rate 3: all three

2.4 The sample used to test the questionnaire


Rate 0: not sufficient information
Rate 1: describes the sample used but if the characteristics of the sample group differ from
target population
Rate 2: describes the sample used and if the characteristics of the sample group correspond
to the target population.

2.5 How items were analysed and selected for the questionnaire Rate 0: not sufficient
information about the analysis and selection of
questionnaire items
Rate 1: describes one of the following:
(1) the technique used for item analysis

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(2) the criteria used for including items in or excluding items from the questionnaire
Rate 2: describes both (1) and (2).

2.6 The reliability of the questionnaire


Rate 0: not sufficient information
Rate 1: does one of the following:
(1) describes the method used to determine reliability
(2) motivates why the particular type of reliability is used
(3) evaluates the reliability coefficient in terms of what can be regarded as an
acceptable level of reliability
Rate 2: any two of (1), (2) and (3)
Rate 3: all three of (1), (2) and (3).

2.7 The validity of the questionnaire


Rate 0: not sufficient information
Rate 1: does one of the following:
(1) names the category of validity that is relevant to the questionnaire
(2) explains how evidence for the questionnaire’s validity was gathered
(3) discusses to what extent the questionnaire measures what it claims to measure
Rate 2: any two of (1), (2) and (3)
Rate 3: all three of (1), (2) and (3).

2.8 Instructions for administering the questionnaire


Rate 0: does not provide instructions
Rate 1: instructions include one or two of the following:
(1) an indication of the kind of person who is allowed to administer the questionnaire
(2) the situations in which the questionnaire can be administered
(3) the material required for the administration of the questionnaire
(4) the ways in which enquiries about items should be handled
(5) guidelines as to how the questionnaire should be introduced to people who are
about to complete the questionnaire
Rate 2: include three or four
Rate 3: include all five

2.9 Instructions for scoring the questionnaire


Rate 0: if scoring (but no decoding) is required but it does not provide instructions
Rate 1: if both scoring and decoding are required, and provides instructions for scoring but
not for decoding
Rate 2: if both scoring and decoding are required, and provides instructions for both

2.10 Guidelines for interpreting the information obtained via the questionnaire
Rate 0: does not provide instructions
Rate 1: does one of the following:
(1) provides instructions for interpretation of the information
(2) explains how the interpretation fits the aim
Rate 2: does both (1) and (2).

Activity 8.2: Use the manual’s rating scale to evaluate a manual


Action: Study the manual below.
Manual for: “THE MARSTON PERSONALITY QUESTIONNAIRE (THE MPQ)”

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The Marston Personality Questionnaire (MPQ) was designed to measure individuals’


preferred behaviour styles in their work environments. The MPQ is intended to be used with
the Marston Job Description System (MJDS), a method to describe any job in terms of
behaviour styles. Once a job has been described by the MJDS one knows what kind of
behaviour style would be required of the person who does the job.

The MPQ measures preferred behaviour style in terms of drive (the ability to get things
done personally), interaction (the ability to work with people), management (the ability to
keep systems going) and regulation (the ability to adhere to rules and regulations). Each
factor is measured on a ten point scale.

50 multiple choice items. If <description of work situation> I prefer to:


(a) <description of ‘drive’ action>
(b) <description of ‘interaction’ action>
(c) <description of ‘management’ action>
(d) <description of ‘regulation’ action>

To counter response bias the sequence in which the action descriptions are provided is
varied randomly. Nine hundred university students used in the development of the
questionnaire.
The original MPQ consisted of 145 items. Item analysis showed 63 really good but that the
remaining 82 items did not meet the criteria to be included. Thirteen were excluded thus 50
items were retained. The validity coefficient of 0,91 is high.

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