AND ITS VARIOUS DEVICES. Attitude is such an abstract, complex mental set. up that its measurement has remained controversial.

Size: px
Start display at page:

Download "AND ITS VARIOUS DEVICES. Attitude is such an abstract, complex mental set. up that its measurement has remained controversial."

Transcription

1 CHAPTER III attitude measurement AND ITS VARIOUS DEVICES Attitude is such an abstract, complex mental set up that its measurement has remained controversial. Psychologists studied attitudes of individuals but such studies were more of a qualitative nature rather than quantitative ones. The rise of Psychometrics provided enough instruments to construct psychological tools. Intelligence, aptitudes, interests, achievements were begun to be measured quantitatively through suitable tests. Psychometricians devised suitable techniques to measure attitudes also. Scientific treatment to attitudes requires quantification. Attitude scales began to be devised which could assess attitudes in a quantitative manner. The attitude scales may be classified according to methods of constructing attitude measuring'devices. These devices are - (a) Priori Scales. i (b) Psychophysical Scales. (c) Sigma Scales. (d) Master Scales, etc. above devices here. It would be worthwhile to explain in brief the

2 (63) (a) Priori Scales : The crudest method of measuring attitudes is that of the case method, closely followed by ballot counting, as exemplified in various public opinion polls. Such devices are in fact two-point " Scales* " The proportions of *yes* and *no votes are taken as an index of the existing social attitude for a given population. (b) Psychophysical Scales : The method of such scales consists of arranging a series of opinions relevant to a given attitude object, ranging all the way from most favourable to most unfavourable, in equally spaced, experimentally determined units along a continuum. (c) Sigma Scales s These scales are constructed on the assumption that attitudes are distributed normally. The attitudes are measured using standard deviation units* The method is criticised on the ground that it makes the doubtful assumption of normality of distribution. And such findings do not warrant discarding the judging group, especially if measurement of individuals rather than groups is desired.

3 (64) (d) Master Scales i It Is a device in which the statements of the scale do not refer to a particular attitude object but they are stated in a general form. Such scales are largely devised as they can be useful for various attitude objects. Of the above scales, Thurstone s H technique of Equal-appearing intervals ","The method of Paired Comparisons "»"The Method of successive interval " and Likert's " Method of summated Ratings " are largely used. The first three techniques belong to Psychological scales and the last one belongs to Sigma Scales. Techniques The Method of Equal-appearing intervals : The method of Equal-appearing intervals as developed by Thurstone and his associates is derived from psychophysical techniques. It seeks to arrange people on a continuous scale having equal-appearing units- The procedure is as follows : There are three main steps in this technique - 1. Preparation of possible items, 2. Sorting out by judges and 3. Testing for relevance. In the beginning a large number of simple statements which

4 (65) express some kind cf opinion about the attitude object under study are collected.. Possible statements are obtained by collecting opinions from writers and laymen reflecting all shades of belief. These items should cover the entire continuum of attitude toward the object in question, from extreme unfavourable on the one hand to extreme favourable on the other. Each item is placed on a slip of paper. The entire pack of slips is then given to a judge who places the slips in eleven piles, ranging from one extreme to the other in approximately equal steps. This is the reason for the name " method of equal-appearing intervals." The equal intervals are differences in attitude that appear equal to the judges. ', After a statement has been.scaled by a number of judges, it is discarded if judges disagree markedly in sorting out it.for statements retained, the. scale value is the median position assigne \ by the judges. To give an idea of the spread of the distribution scale value (S) the about the^inter-quartile range (Q) is also calculated'. This Q may be regarded as a measure of ambiguity of a statement and thus will give an objective criteria for eliminating unsuitable items. The statements chosen are then placed in a preliminary check list. This list is given to subjects as a means of checking the relevance of items. The scores of those who check a given item are tabulated. Items which are frequently checked by people whose, attitude score is far from the scale value of the item are discarded. /

5 (66) The final scale consists of items which have passed the tests for ambiguity and relevancy. Final items are selected to represent the entire range of attitudes* The Method of Paired Comparisons : A particularly sound technique, the paired comparison method, has received less attention than it deserves. The subject is given the paired terms, each term being paired with another term. The subject marks the preferred member of each pair. From these judgements, one can reconstruct with great reliability the rank order of preferences and can determine a scale-value or acceptance score for each group. Paired comparisons have the advantage of being precise, free from response sets and relatively hard to falsify, since each item demands a response. The weaknesses of the method are that it is time consuming and it does not measure what each person believes about each stimulus, as it measures relative preferences only. Suitable adaptation of the method might overcome this difficulty. The Method of Successive Intervals : This method, like the method of equal**appearing intervals, requires but a single, judgement from each subject for each statement to be scaled. It is, therefore, a convenient method to use when the number of statements to be scaled is large.

6 (67) Any of the judging methods as described in the method of equal-appearing intervals may be used. Data will be in the same form. For each statement there will be a frequency distribution showing the number of time that the statement has been placed in each of the successive intervals. These frequencies may be cumulated, from left to right, and the cumulative frequencies may be expressed as cumulative proportions by multiplying each one by the reciprocal of the number of judges. The scale values of the statements may then be taken as the medians of the corresponding cumulative proportion distributions. Tie further procedure is same as it is in the method of equal-appearing intervals. The Method of Summated Ratings : This method generally associated with the work of Rensis Likert, is an application to attitude scaling of item-analysis procedures borrowed from test-construction techniques. The fundamental steps are as follows : First of all as in the case of method of equalappearing intervals, a large number of statements relating to the attitude object in question are collected. These items are to be carefully edited by the investigator to eliminate ambiguous, irrelevant, and otherwise faulty items.

7 (68) The items are then drawn up in the form of a questionnaire or attitude test, each item being given multiple response categories of " Strongly agree, agree, undecided, disagree, strongly disagree. n The statements should be so constructed that for half of them an " agree " response represents a favourable attitude toward the attitude bject in question, and for the other half a " disagree " response represents a favourable attitude. This experiment instrument is then administered to a reasonably large group of subjects and asked to indicate their own attitudes by checking the response to each item which most nearly expresses their feeling on that item. The subject indicates his reaction to each statement usually on a five point scale. These answers are credited 5, 4, 3, 2 and l respectively for favourable statements and 1, 2, 3,4 and 5 respectively for unfavourable statements. A favourable attitude is shown in a high score. A subjects score is the sum of the weights assigned to the responses which he has made. The items are then analysed for their discriminatory power with respect to measurement of the attitude in question, by any one of the several item-analysis procedures available. Perhaps, the simplest index is to take the top and bottom 27 per cent of subjects on the distribution of total scores, and calculate the mean of the responses to each item for each of these groups separately. Those, items are the most

8 (69) discriminating which show the greatest discrepancy in mean response between high and low extreme groups* The final attitude scale is then constructed by choosing the twenty to twenty-five statements from the total list which show the greatest discrimination. These items are used with the same five agree-disagree response categories* and scoring is done in the same *iay. Comparison of Testing Techniques Several investigators have tried to establish the comparative merits of the Thurstone and Likert techniques. Since corresponding scales of the two types have high correlations, there is little difference except in convenience. For most purposes, the general conclusion is that it matters little which method is used. The time required to construct a Thurstone type scale is a drawback. Careful construction of a Likert type scale requires about half the time needed for the Thurstone procedure. The factors which make for invalid self-report are equally present in both tests. The Likert Method permits response sets to influence the score, which might lower validity, whereas directions for the Thurstone scale require one to check say, the six statements with which he most agrees, no response sets affect the score.

9 \ (70) In equal-appearing interval scales, the attitude score obtained by a single subject has an absolute interpretation. That is because the attitude score is taken as the Median of the scale values of the statements with which the subject agrees. Thus the interpretation of an attitude score on an equal-appearing interval scale can be made independently of the distribution of scores for a particular group Of subjects. Whereas, the interpretation of an attitude score on a sumraated rating scale cannot be made independently of the distribution of scores of some defined group. The summated rating score corresponding to zero or neutral point on a favourable unfavourable continuum is not known; as it is assumed to be known in the case of equal-appearing interval scores. Nor is there any evidence to indicate that the neutral point on a summated rating scale necessarily corresponds to the mid-point of the possible range of scores, i.e. to the score of 50 on a 25 item scale. Scaloqram Analysis It differs considerably from the methods of constructing attitude scales that have been previously described. In one sense, it is not a method for constructing or developing an attitude scale, although it has been referred to as such by other writers. It is referred as a Guttman Scale or a Cumulative Seale, as it is set forth in some detail by Guttman.

10 The question arises about a proper criterion for unidimensionality of a scale. Guttman, who is principally responsible for the theory and techniques of " Scale analysis, has proposed the following,^ If a single quantitative score is to represent, without ambiguity, the behaviour of an individual on a large group of items, we must know the individual's score, to know his behaviour on each and every item in the group, Guttn*an has called this as the principle of reproductivity. Method used in the Present Scale The method adopted in present scale is based on Thurstone's Technique of Equal-appearing intervals. Though laborious, the method certainly possesses an advantage over the other techniques in so far as it helps to assign a quantitative score to each of the statements contained in the scale. The detailed planning of the investigation is described in the next chapter. 1 i Guttman, Louis : A Basis for Scaling Qualitative Data " American Sociological Review, 1944, pp

11 (72) SELECTED REFERENCES 1. Edwards A.L. : Techniques of Attitude Scale Construction i New York, Appleton-century Crofts, Inc., 1957, Ch. II-VII. 2# Remmers H.H. : Introduction to Opinion and Attitude Measurement : New York, Harper Brothers/Ch. IV, Pp , Greene H.A., Jorgensen A.N. and Gerberich J.R. : Measurement and Evaluation in the Elementary School : New York, Longomans Green and Co. 1953, Pp Guttman, Louis : A Basis for Scaling Qualitative Data t American Sociological Review, 1944, Pp Downie N.M. i Fundamentals of Measurement Techniques and Practices : New York, Oxford University Press, 1958, Ch. j.6, Pp Remmer H.H. and Gage N.L. : Educational Measurement and Evaluation : New York, Harper and Brothers, 1955, Ch. XIV, Pp

CHAPTER - III METHODOLOGY CONTENTS. 3.1 Introduction. 3.2 Attitude Measurement & its devices

CHAPTER - III METHODOLOGY CONTENTS. 3.1 Introduction. 3.2 Attitude Measurement & its devices 102 CHAPTER - III METHODOLOGY CONTENTS 3.1 Introduction 3.2 Attitude Measurement & its devices 3.2.1. Prior Scales 3.2.2. Psychophysical Scales 3.2.3. Sigma Scales 3.2.4. Master Scales 3.3 Attitude Measurement

More information

Chapter 6. Methods of Measuring Behavior Pearson Prentice Hall, Salkind. 1

Chapter 6. Methods of Measuring Behavior Pearson Prentice Hall, Salkind. 1 Chapter 6 Methods of Measuring Behavior 2009 Pearson Prentice Hall, Salkind. 1 CHAPTER OVERVIEW Tests and Their Development Types of Tests Observational Techniques Questionnaires 2009 Pearson Prentice

More information

ATTITUDE SCALES. Dr. Sudip Chaudhuri. M. Sc., M. Tech., Ph.D. (Sc.) (SINP / Cal), M. Ed. Assistant Professor (Stage-3) / Reader

ATTITUDE SCALES. Dr. Sudip Chaudhuri. M. Sc., M. Tech., Ph.D. (Sc.) (SINP / Cal), M. Ed. Assistant Professor (Stage-3) / Reader ATTITUDE SCALES Dr. Sudip Chaudhuri M. Sc., M. Tech., Ph.D. (Sc.) (SINP / Cal), M. Ed. Assistant Professor (Stage-3) / Reader Gandhi Centenary B.T. College, Habra, India, Honorary Researcher, Saha Institute

More information

CHAPTER 3 METHOD AND PROCEDURE

CHAPTER 3 METHOD AND PROCEDURE CHAPTER 3 METHOD AND PROCEDURE Previous chapter namely Review of the Literature was concerned with the review of the research studies conducted in the field of teacher education, with special reference

More information

Measurement and Scaling Techniques

Measurement and Scaling Techniques Measurement and Scaling Techniques 69 5 Measurement and Scaling Techniques MEASUREMENT IN RESEARCH In our daily life we are said to measure when we use some yardstick to determine weight, height, or some

More information

ELEMENTS OF PSYCHOPHYSICS Sections VII and XVI. Gustav Theodor Fechner (1860/1912)

ELEMENTS OF PSYCHOPHYSICS Sections VII and XVI. Gustav Theodor Fechner (1860/1912) ELEMENTS OF PSYCHOPHYSICS Sections VII and XVI Gustav Theodor Fechner (1860/1912) Translated by Herbert Sidney Langfeld (1912) [Classics Editor's note: This translation of these passages from Fechner's

More information

COMPARISON OF DIFFERENT SCALING METHODS FOR EVALUATING FACTORS IMPACT STUDENTS ACADEMIC GROWTH

COMPARISON OF DIFFERENT SCALING METHODS FOR EVALUATING FACTORS IMPACT STUDENTS ACADEMIC GROWTH International Journal of Innovative Management Information & Production ISME International c 2014 ISSN 2185-5455 Volume 5, Number 1, March 2014 PP. 62-72 COMPARISON OF DIFFERENT SCALING METHODS FOR EVALUATING

More information

Likert Scaling: A how to do it guide As quoted from

Likert Scaling: A how to do it guide As quoted from Likert Scaling: A how to do it guide As quoted from www.drweedman.com/likert.doc Likert scaling is a process which relies heavily on computer processing of results and as a consequence is my favorite method

More information

Attitude Measurement

Attitude Measurement Business Research Methods 9e Zikmund Babin Carr Griffin Attitude Measurement 14 Chapter 14 Attitude Measurement 2013 Cengage Learning. All Rights Reserved. May not be scanned, copied or duplicated, or

More information

Basic SPSS for Postgraduate

Basic SPSS for Postgraduate Basic SPSS for Postgraduate Dr. Shamshuritawati Sharif School of Quantitative Science Email : shamshurita@uum.edu.my Office : +6049286336 Mobile :+60194248001 In the process of carrying out the research,

More information

Construction of an Attitude Scale towards Teaching Profession: A Study among Secondary School Teachers in Mizoram

Construction of an Attitude Scale towards Teaching Profession: A Study among Secondary School Teachers in Mizoram Page29 Construction of an Attitude Scale towards Teaching Profession: A Study among Secondary School Teachers in Mizoram ABSTRACT: Mary L. Renthlei* & Dr. H. Malsawmi** *Assistant Professor, Department

More information

THE MEASUREMENT OF ATTITUDES TOWARD AFRICANS: A UNIDIMENSIONAL SCALE WITH HIGH DISCRIMINATING POWER. A. M. COLMAN 1 University of Cape Town

THE MEASUREMENT OF ATTITUDES TOWARD AFRICANS: A UNIDIMENSIONAL SCALE WITH HIGH DISCRIMINATING POWER. A. M. COLMAN 1 University of Cape Town Reprinted from "Psycilologia Ajricallu." Volume 14. No. /. /971. 32 PSYCHOLOGIA AFRICANA. 1971, 14, 32-37 THE MEASUREMENT OF ATTITUDES TOWARD AFRICANS: A UNIDIMENSIONAL SCALE WITH HIGH DISCRIMINATING POWER

More information

CHAPTER 3 RESEARCH METHODOLOGY

CHAPTER 3 RESEARCH METHODOLOGY CHAPTER 3 RESEARCH METHODOLOGY 3.1 Introduction 3.1 Methodology 3.1.1 Research Design 3.1. Research Framework Design 3.1.3 Research Instrument 3.1.4 Validity of Questionnaire 3.1.5 Statistical Measurement

More information

Bijay Lal Pradhan, M Sc Statistics, FDPM (IIMA) 2

Bijay Lal Pradhan, M Sc Statistics, FDPM (IIMA) 2 Bijay Lal Pradhan Measurement and Scaling 1) Definition of measurement and scale 2) Type of Physical scale i. Nominal Scale iii. Interval scale ii. Ordinal Scale iv. Ratio Scale 3) Need of scaling 4) Criteria

More information

SCALING TECHNIQUES IN SOCIO LEGAL RESEARCH

SCALING TECHNIQUES IN SOCIO LEGAL RESEARCH SCALING TECHNIQUES IN SOCIO LEGAL RESEARCH B.N. Ghosh" Introduction IN SOCIO-LEGAL research, it is sometimes very essential to make distinctions ofdegree rather than ofquality. The technique for registering

More information

UNIT 6 ATTITUDE MEASUREMENT AND SCALES

UNIT 6 ATTITUDE MEASUREMENT AND SCALES UNIT 6 ATTITUDE MEASUREMENT AND SCALES Objectives After reading this unit, you should be able to : describe the type of managerial research problems which utilise the tools of attitude measurement; discuss

More information

Designing of Scale to Measure the Attitude of ARS Trainees towards FOCARS Programme of NAARM

Designing of Scale to Measure the Attitude of ARS Trainees towards FOCARS Programme of NAARM Journal of Extension Education Vol. 27 No. 2, 2015 Designing of Scale to Measure the Attitude of ARS Trainees P. Prashanth 1, P. Vijender Reddy 2 and V. Sudharani 3 ABSTRACT The psychological object for

More information

CHAPTER 4 THE QUESTIONNAIRE DESIGN /SOLUTION DESIGN. This chapter contains explanations that become a basic knowledge to create a good

CHAPTER 4 THE QUESTIONNAIRE DESIGN /SOLUTION DESIGN. This chapter contains explanations that become a basic knowledge to create a good CHAPTER 4 THE QUESTIONNAIRE DESIGN /SOLUTION DESIGN This chapter contains explanations that become a basic knowledge to create a good questionnaire which is able to meet its objective. Just like the thesis

More information

3/29/2012. Chapter 7 Measurement of Variables: Scales, Reliability and Validity. Scales. Scale

3/29/2012. Chapter 7 Measurement of Variables: Scales, Reliability and Validity. Scales. Scale Chapter 7 Measurement of Variables: Scales, Reliability and Validity Scales A scale is a mechanism or tool by which unit of analysis are distinguished on the variables of the interest of the study. Every

More information

Construction and Standardization of Personality Hardiness Scale for Teachers

Construction and Standardization of Personality Hardiness Scale for Teachers Construction and Standardization of Personality Hardiness Scale for Teachers Harjeet Kaur & Dr. Ravinder Kaur *Assistant Professor, Mata Sundri College for Women, University of Delhi Harjit arora1@yahoo.co.in

More information

A Scale to Measure the Attitude of Farmers Towards Kisan Call Centre

A Scale to Measure the Attitude of Farmers Towards Kisan Call Centre Journal of Extension Education Vol. 27 No. 4, 2015 A Scale to Measure the Attitude of Farmers Towards Shely Mery Koshy 1 and N. Kishore Kumar 2 ABSTRACT is one of the active services provided by the Government

More information

OF AN ANNOYANCE SCALE FOR COMMUNITY NOISE ASSESSMENT

OF AN ANNOYANCE SCALE FOR COMMUNITY NOISE ASSESSMENT Page number: 1 VALIDATION OF AN ANNOYANCE SCALE FOR COMMUNITY NOISE ASSESSMENT Ubaldo Ayr, Ettore Cirillo, Francesco Martellotta Politechnic of Bari, Applied Physics Institute Via Orabona, 4 I-70125 Bat-i,

More information

Measuring the Impossible : Quantifying the Subjective (A method for developing a Risk Perception Scale applied to driving)

Measuring the Impossible : Quantifying the Subjective (A method for developing a Risk Perception Scale applied to driving) Title Page 1 Measuring the Impossible : Quantifying the Subjective (A method for developing a Risk Perception Scale applied to driving) Hector MONTERDE i BORT (Monterde-Bort H.) Universitat de València

More information

ISC- GRADE XI HUMANITIES ( ) PSYCHOLOGY. Chapter 2- Methods of Psychology

ISC- GRADE XI HUMANITIES ( ) PSYCHOLOGY. Chapter 2- Methods of Psychology ISC- GRADE XI HUMANITIES (2018-19) PSYCHOLOGY Chapter 2- Methods of Psychology OUTLINE OF THE CHAPTER (i) Scientific Methods in Psychology -observation, case study, surveys, psychological tests, experimentation

More information

ADMS Sampling Technique and Survey Studies

ADMS Sampling Technique and Survey Studies Principles of Measurement Measurement As a way of understanding, evaluating, and differentiating characteristics Provides a mechanism to achieve precision in this understanding, the extent or quality As

More information

Funnelling Used to describe a process of narrowing down of focus within a literature review. So, the writer begins with a broad discussion providing b

Funnelling Used to describe a process of narrowing down of focus within a literature review. So, the writer begins with a broad discussion providing b Accidental sampling A lesser-used term for convenience sampling. Action research An approach that challenges the traditional conception of the researcher as separate from the real world. It is associated

More information

UNIVERSITY OF THE FREE STATE DEPARTMENT OF COMPUTER SCIENCE AND INFORMATICS CSIS6813 MODULE TEST 2

UNIVERSITY OF THE FREE STATE DEPARTMENT OF COMPUTER SCIENCE AND INFORMATICS CSIS6813 MODULE TEST 2 UNIVERSITY OF THE FREE STATE DEPARTMENT OF COMPUTER SCIENCE AND INFORMATICS CSIS6813 MODULE TEST 2 DATE: 3 May 2017 MARKS: 75 ASSESSOR: Prof PJ Blignaut MODERATOR: Prof C de Villiers (UP) TIME: 2 hours

More information

DATA GATHERING. Define : Is a process of collecting data from sample, so as for testing & analyzing before reporting research findings.

DATA GATHERING. Define : Is a process of collecting data from sample, so as for testing & analyzing before reporting research findings. DATA GATHERING Define : Is a process of collecting data from sample, so as for testing & analyzing before reporting research findings. 2012 John Wiley & Sons Ltd. Measurement Measurement: the assignment

More information

Chapter 20: Test Administration and Interpretation

Chapter 20: Test Administration and Interpretation Chapter 20: Test Administration and Interpretation Thought Questions Why should a needs analysis consider both the individual and the demands of the sport? Should test scores be shared with a team, or

More information

Empirical Knowledge: based on observations. Answer questions why, whom, how, and when.

Empirical Knowledge: based on observations. Answer questions why, whom, how, and when. INTRO TO RESEARCH METHODS: Empirical Knowledge: based on observations. Answer questions why, whom, how, and when. Experimental research: treatments are given for the purpose of research. Experimental group

More information

GENERALIZATION GRADIENTS AS INDICANTS OF LEARNING AND RETENTION OF A RECOGNITION TASK 1

GENERALIZATION GRADIENTS AS INDICANTS OF LEARNING AND RETENTION OF A RECOGNITION TASK 1 Journal of Experimental Psychology 967, Vol. 7S, No. 4, 464-47 GENERALIZATION GRADIENTS AS INDICANTS OF LEARNING AND RETENTION OF A RECOGNITION TASK HARRY P. BAHRICK, SANDRA CLARK, AND PHYLLIS BAHRICK

More information

MBA SEMESTER III. MB0050 Research Methodology- 4 Credits. (Book ID: B1206 ) Assignment Set- 1 (60 Marks)

MBA SEMESTER III. MB0050 Research Methodology- 4 Credits. (Book ID: B1206 ) Assignment Set- 1 (60 Marks) MBA SEMESTER III MB0050 Research Methodology- 4 Credits (Book ID: B1206 ) Assignment Set- 1 (60 Marks) Note: Each question carries 10 Marks. Answer all the questions Q1. a. Differentiate between nominal,

More information

Persuasive Communication. Attitude. Lecture 2 Persuasion and Attitude. Oct 8, Def. of Persuasion Revisited. Def. of Attitude

Persuasive Communication. Attitude. Lecture 2 Persuasion and Attitude. Oct 8, Def. of Persuasion Revisited. Def. of Attitude Persuasive Communication Lecture 2 Persuasion and Attitude Oct 8, 2018 Attitude What is attitude? (Definition) Attitude Measure (Observation) Attitude & Persuasion (Function) Attitude Accessibility

More information

32.5. percent of U.S. manufacturers experiencing unfair currency manipulation in the trade practices of other countries.

32.5. percent of U.S. manufacturers experiencing unfair currency manipulation in the trade practices of other countries. TECH 646 Analysis of Research in Industry and Technology PART III The Sources and Collection of data: Measurement, Measurement Scales, Questionnaires & Instruments, Sampling Ch. 11 Measurement Lecture

More information

Chapter 4. The Validity of Assessment- Based Interpretations

Chapter 4. The Validity of Assessment- Based Interpretations Chapter 4. The Validity of Assessment- Based Interpretations contents What is validity? Its definition Its importance What are the sorts of evidence of validity? content-related evidence of validity Criterion-related

More information

Statistics is the science of collecting, organizing, presenting, analyzing, and interpreting data to assist in making effective decisions

Statistics is the science of collecting, organizing, presenting, analyzing, and interpreting data to assist in making effective decisions Readings: OpenStax Textbook - Chapters 1 5 (online) Appendix D & E (online) Plous - Chapters 1, 5, 6, 13 (online) Introductory comments Describe how familiarity with statistical methods can - be associated

More information

AP Psychology -- Chapter 02 Review Research Methods in Psychology

AP Psychology -- Chapter 02 Review Research Methods in Psychology AP Psychology -- Chapter 02 Review Research Methods in Psychology 1. In the opening vignette, to what was Alicia's condition linked? The death of her parents and only brother 2. What did Pennebaker s study

More information

computation and interpretation of indices of reliability. In

computation and interpretation of indices of reliability. In THE CONCEPTS OF RELIABILITY AND HOMOGENEITY C. H. COOMBS 1 University of Michigan I. Introduction THE literature of test theory is replete with articles on the computation and interpretation of indices

More information

Scaling the quality of clinical audit projects: a pilot study

Scaling the quality of clinical audit projects: a pilot study International Journal for Quality in Health Care 1999; Volume 11, Number 3: pp. 241 249 Scaling the quality of clinical audit projects: a pilot study ANDREW D. MILLARD Scottish Clinical Audit Resource

More information

CHAPTER 3 DATA ANALYSIS: DESCRIBING DATA

CHAPTER 3 DATA ANALYSIS: DESCRIBING DATA Data Analysis: Describing Data CHAPTER 3 DATA ANALYSIS: DESCRIBING DATA In the analysis process, the researcher tries to evaluate the data collected both from written documents and from other sources such

More information

What are Indexes and Scales

What are Indexes and Scales ISSUES Exam results are on the web No student handbook, will have discussion questions soon Next exam will be easier but want everyone to study hard Biggest problem was question on Research Design Next

More information

Chapter 2 Norms and Basic Statistics for Testing MULTIPLE CHOICE

Chapter 2 Norms and Basic Statistics for Testing MULTIPLE CHOICE Chapter 2 Norms and Basic Statistics for Testing MULTIPLE CHOICE 1. When you assert that it is improbable that the mean intelligence test score of a particular group is 100, you are using. a. descriptive

More information

CHAPTER 7 VALIDITY 7.1 INTRODUCTION THE CONCEPT OF VALIDITY THE METHOD OF DETERMINING VARIDITY TYPE OF VALIDITY...

CHAPTER 7 VALIDITY 7.1 INTRODUCTION THE CONCEPT OF VALIDITY THE METHOD OF DETERMINING VARIDITY TYPE OF VALIDITY... 235 CHAPTER 7 VALIDITY CONTENTS PAGE 7.1 INTRODUCTION... 236 7.2 THE CONCEPT OF VALIDITY...236 7.3 THE METHOD OF DETERMINING VARIDITY...237 7.4 TYPE OF VALIDITY... 238 7.5 CONTENT VALIDITY... 241 7.6 CONSTRUCT

More information

12 Measurement and scaling: fundamentals, comparative and non-comparative scaling

12 Measurement and scaling: fundamentals, comparative and non-comparative scaling CHAPTER Stage 1 Problem definition Stage 2 Research approach developed Stage 3 Research design developed Stage 4 Fieldwork or data collection Stage 5 Data preparation and analysis Stage 6 Report preparation

More information

Measures. David Black, Ph.D. Pediatric and Developmental. Introduction to the Principles and Practice of Clinical Research

Measures. David Black, Ph.D. Pediatric and Developmental. Introduction to the Principles and Practice of Clinical Research Introduction to the Principles and Practice of Clinical Research Measures David Black, Ph.D. Pediatric and Developmental Neuroscience, NIMH With thanks to Audrey Thurm Daniel Pine With thanks to Audrey

More information

Statistics is the science of collecting, organizing, presenting, analyzing, and interpreting data to assist in making effective decisions

Statistics is the science of collecting, organizing, presenting, analyzing, and interpreting data to assist in making effective decisions Readings: OpenStax Textbook - Chapters 1 5 (online) Appendix D & E (online) Plous - Chapters 1, 5, 6, 13 (online) Introductory comments Describe how familiarity with statistical methods can - be associated

More information

Chapter 7. Basic Marketing Research Using Microsoft Excel Data Analysis Canadian Edition. Burns, Bush & Nash

Chapter 7. Basic Marketing Research Using Microsoft Excel Data Analysis Canadian Edition. Burns, Bush & Nash Chapter 7 Basic Marketing Research Using Microsoft Excel Data Analysis Canadian Edition Burns, Bush & Nash 7-1 1. Examine question response formats commonly used in marketing research. 2. Distinguish among

More information

2 Critical thinking guidelines

2 Critical thinking guidelines What makes psychological research scientific? Precision How psychologists do research? Skepticism Reliance on empirical evidence Willingness to make risky predictions Openness Precision Begin with a Theory

More information

MBA 605 Business Analytics Don Conant, PhD. GETTING TO THE STANDARD NORMAL DISTRIBUTION

MBA 605 Business Analytics Don Conant, PhD. GETTING TO THE STANDARD NORMAL DISTRIBUTION MBA 605 Business Analytics Don Conant, PhD. GETTING TO THE STANDARD NORMAL DISTRIBUTION Variables In the social sciences data are the observed and/or measured characteristics of individuals and groups

More information

Factors Influencing Undergraduate Students Motivation to Study Science

Factors Influencing Undergraduate Students Motivation to Study Science Factors Influencing Undergraduate Students Motivation to Study Science Ghali Hassan Faculty of Education, Queensland University of Technology, Australia Abstract The purpose of this exploratory study was

More information

Psychometric Properties of the Mean Opinion Scale

Psychometric Properties of the Mean Opinion Scale Psychometric Properties of the Mean Opinion Scale James R. Lewis IBM Voice Systems 1555 Palm Beach Lakes Blvd. West Palm Beach, Florida jimlewis@us.ibm.com Abstract The Mean Opinion Scale (MOS) is a seven-item

More information

Introduction to Test Theory & Historical Perspectives

Introduction to Test Theory & Historical Perspectives Introduction to Test Theory & Historical Perspectives Measurement Methods in Psychological Research Lecture 2 02/06/2007 01/31/2006 Today s Lecture General introduction to test theory/what we will cover

More information

Chapter 2. The Data Analysis Process and Collecting Data Sensibly. Copyright 2005 Brooks/Cole, a division of Thomson Learning, Inc.

Chapter 2. The Data Analysis Process and Collecting Data Sensibly. Copyright 2005 Brooks/Cole, a division of Thomson Learning, Inc. Chapter 2 The Data Analysis Process and Collecting Data Sensibly Important Terms Variable A variable is any characteristic whose value may change from one individual to another Examples: Brand of television

More information

MN 400: Research Methods CHAPTER 8. Survey Methods: Communication with Participants

MN 400: Research Methods CHAPTER 8. Survey Methods: Communication with Participants MN 400: Research Methods CHAPTER 8 Survey Methods: Communication with Participants 1 Interviewing for Statistical Production What is an Interview? Interviewing can mean a lot What do people think about

More information

IDEA Technical Report No. 20. Updated Technical Manual for the IDEA Feedback System for Administrators. Stephen L. Benton Dan Li

IDEA Technical Report No. 20. Updated Technical Manual for the IDEA Feedback System for Administrators. Stephen L. Benton Dan Li IDEA Technical Report No. 20 Updated Technical Manual for the IDEA Feedback System for Administrators Stephen L. Benton Dan Li July 2018 2 Table of Contents Introduction... 5 Sample Description... 6 Response

More information

TECHNIQUES 5.0 OBJECTIVES 5.1 INTRODUCTION 5.2 MEASUREMENT AND SCALING

TECHNIQUES 5.0 OBJECTIVES 5.1 INTRODUCTION 5.2 MEASUREMENT AND SCALING Research and Data Collection UNIT 5 MEASUREMENT AND SCALING TECHNIQUES STRUCTURE 5.0 Objectives 5.1 Introduction 5.2 Measurement and Scaling 5.3 Issues in Attitude Measurement 5.4 Levels of Measurement

More information

Results & Statistics: Description and Correlation. I. Scales of Measurement A Review

Results & Statistics: Description and Correlation. I. Scales of Measurement A Review Results & Statistics: Description and Correlation The description and presentation of results involves a number of topics. These include scales of measurement, descriptive statistics used to summarize

More information

Introduction to Psychology. Lecture 34

Introduction to Psychology. Lecture 34 Lecture 34 GARDNER S THEORY OF MULTIPLE INTELLIGENCES Given by Howard Gardner in 1985 He entirely disagreed with the theorists who gave importance to factor analysis, except one thing that is common and

More information

Chapter 6 Topic 6B Test Bias and Other Controversies. The Question of Test Bias

Chapter 6 Topic 6B Test Bias and Other Controversies. The Question of Test Bias Chapter 6 Topic 6B Test Bias and Other Controversies The Question of Test Bias Test bias is an objective, empirical question, not a matter of personal judgment. Test bias is a technical concept of amenable

More information

Basic Concepts in Research and DATA Analysis

Basic Concepts in Research and DATA Analysis Basic Concepts in Research and DATA Analysis 1 Introduction: A Common Language for Researchers...2 Steps to Follow When Conducting Research...2 The Research Question...3 The Hypothesis...3 Defining the

More information

Pushing the Right Buttons: Design Characteristics of Touch Screen Buttons

Pushing the Right Buttons: Design Characteristics of Touch Screen Buttons 1 of 6 10/3/2009 9:40 PM October 2009, Vol. 11 Issue 2 Volume 11 Issue 2 Past Issues A-Z List Usability News is a free web newsletter that is produced by the Software Usability Research Laboratory (SURL)

More information

THE USE OF CRONBACH ALPHA RELIABILITY ESTIMATE IN RESEARCH AMONG STUDENTS IN PUBLIC UNIVERSITIES IN GHANA.

THE USE OF CRONBACH ALPHA RELIABILITY ESTIMATE IN RESEARCH AMONG STUDENTS IN PUBLIC UNIVERSITIES IN GHANA. Africa Journal of Teacher Education ISSN 1916-7822. A Journal of Spread Corporation Vol. 6 No. 1 2017 Pages 56-64 THE USE OF CRONBACH ALPHA RELIABILITY ESTIMATE IN RESEARCH AMONG STUDENTS IN PUBLIC UNIVERSITIES

More information

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question.

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. 381 Exam #2 E Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. 1) An approach to qualitative research that focuses on building theories is known

More information

CHAPTER III RESEARCH METHODOLOGY

CHAPTER III RESEARCH METHODOLOGY CHAPTER III RESEARCH METHODOLOGY In this chapter, the researcher will elaborate the methodology of the measurements. This chapter emphasize about the research methodology, data source, population and sampling,

More information

Variable Data univariate data set bivariate data set multivariate data set categorical qualitative numerical quantitative

Variable Data univariate data set bivariate data set multivariate data set categorical qualitative numerical quantitative The Data Analysis Process and Collecting Data Sensibly Important Terms Variable A variable is any characteristic whose value may change from one individual to another Examples: Brand of television Height

More information

Standardized Scale for Measuring the Scientific Temperament of Farmers

Standardized Scale for Measuring the Scientific Temperament of Farmers Indian Res. J. Ext. Edu. 14 (1), January, 2014 49 Standardized Scale for Measuring the Scientific Temperament of Farmers Alok Kumar 1, B.P. Mishra 2, Triveni Dutt 3 and C. Prasad 4 1. Asstt. Prof. (Ext.

More information

CHAPTER-III METHODOLOGY

CHAPTER-III METHODOLOGY CHAPTER-III METHODOLOGY 3.1 INTRODUCTION This chapter deals with the methodology employed in order to achieve the set objectives of the study. Details regarding sample, description of the tools employed,

More information

Public Attitudes toward Nuclear Power

Public Attitudes toward Nuclear Power Public Attitudes toward Nuclear Power by Harry J. Otway An earlier article (Bulletin Vol. 17, no. 4, August 1975) outlined the research programme of the Joint IAEA/I I ASA Research Project on risk assessment

More information

Designing Psychology Experiments: Data Analysis and Presentation

Designing Psychology Experiments: Data Analysis and Presentation Data Analysis and Presentation Review of Chapter 4: Designing Experiments Develop Hypothesis (or Hypotheses) from Theory Independent Variable(s) and Dependent Variable(s) Operational Definitions of each

More information

Psychology of Perception Psychology 4165, Spring 2003 Laboratory 1 Weight Discrimination

Psychology of Perception Psychology 4165, Spring 2003 Laboratory 1 Weight Discrimination Psychology 4165, Laboratory 1 Weight Discrimination Weight Discrimination Performance Probability of "Heavier" Response 1.0 0.8 0.6 0.4 0.2 0.0 50.0 100.0 150.0 200.0 250.0 Weight of Test Stimulus (grams)

More information

Measuring Attitudes. Measurement and Theory of Democratic Attitudes. Introduction Measurement Summary

Measuring Attitudes. Measurement and Theory of Democratic Attitudes. Introduction Measurement Summary Measuring Attitudes and Theory of Democratic Attitudes What are we looking for? What can we expect? Recap: Zaller s RAS-Model Real People might generate attitudes on the fly Based on political information

More information

Psychology of Perception Psychology 4165, Fall 2001 Laboratory 1 Weight Discrimination

Psychology of Perception Psychology 4165, Fall 2001 Laboratory 1 Weight Discrimination Psychology 4165, Laboratory 1 Weight Discrimination Weight Discrimination Performance Probability of "Heavier" Response 1.0 0.8 0.6 0.4 0.2 0.0 50.0 100.0 150.0 200.0 250.0 Weight of Test Stimulus (grams)

More information

CHAPTER 3 RESEARCH METHODOLOGY. In this chapter, research design, data collection, sampling frame and analysis

CHAPTER 3 RESEARCH METHODOLOGY. In this chapter, research design, data collection, sampling frame and analysis CHAPTER 3 RESEARCH METHODOLOGY 3.1 Introduction In this chapter, research design, data collection, sampling frame and analysis procedure will be discussed in order to meet the objectives of the study.

More information

Chapter 1: Introduction to Statistics

Chapter 1: Introduction to Statistics Chapter 1: Introduction to Statistics Variables A variable is a characteristic or condition that can change or take on different values. Most research begins with a general question about the relationship

More information

Birds' Judgments of Number and Quantity

Birds' Judgments of Number and Quantity Entire Set of Printable Figures For Birds' Judgments of Number and Quantity Emmerton Figure 1. Figure 2. Examples of novel transfer stimuli in an experiment reported in Emmerton & Delius (1993). Paired

More information

Psych 1Chapter 2 Overview

Psych 1Chapter 2 Overview Psych 1Chapter 2 Overview After studying this chapter, you should be able to answer the following questions: 1) What are five characteristics of an ideal scientist? 2) What are the defining elements of

More information

Chapter 2--Norms and Basic Statistics for Testing

Chapter 2--Norms and Basic Statistics for Testing Chapter 2--Norms and Basic Statistics for Testing Student: 1. Statistical procedures that summarize and describe a series of observations are called A. inferential statistics. B. descriptive statistics.

More information

Hae Won KIM. KIM Reproductive Health (2015) 12:91 DOI /s x

Hae Won KIM. KIM Reproductive Health (2015) 12:91 DOI /s x KIM Reproductive Health (2015) 12:91 DOI 10.1186/s12978-015-0076-x RESEARCH Open Access Sex differences in the awareness of emergency contraceptive pills associated with unmarried Korean university students

More information

Statistical analysis DIANA SAPLACAN 2017 * SLIDES ADAPTED BASED ON LECTURE NOTES BY ALMA LEORA CULEN

Statistical analysis DIANA SAPLACAN 2017 * SLIDES ADAPTED BASED ON LECTURE NOTES BY ALMA LEORA CULEN Statistical analysis DIANA SAPLACAN 2017 * SLIDES ADAPTED BASED ON LECTURE NOTES BY ALMA LEORA CULEN Vs. 2 Background 3 There are different types of research methods to study behaviour: Descriptive: observations,

More information

PHYSICAL EDUCATION AND SPORTS ATTITUDE SCALE FOR HIGHER SECONDARY STUDENTS

PHYSICAL EDUCATION AND SPORTS ATTITUDE SCALE FOR HIGHER SECONDARY STUDENTS PHYSICAL EDUCATION AND SPORTS ATTITUDE SCALE FOR HIGHER SECONDARY STUDENTS DR ARUNA DOGRA ASST.PROFESSOR SH.MADHORAO WANKHADE SHARIRIK SHIKSHAN MAHAVIDYALAYA,KAMPTEE DIST-NAGPUR (M.S) INDIA INTRODUCTION

More information

Writing does not occur in a vacuum. Ask yourself the following questions:

Writing does not occur in a vacuum. Ask yourself the following questions: Evaluative Writing Evaluation other writers s is an important part of almost all academic writing, since every time you use a text in an essay, you need to decide how reliable the information is, and whether

More information

Ch. 11 Measurement. Paul I-Hai Lin, Professor A Core Course for M.S. Technology Purdue University Fort Wayne Campus

Ch. 11 Measurement. Paul I-Hai Lin, Professor  A Core Course for M.S. Technology Purdue University Fort Wayne Campus TECH 646 Analysis of Research in Industry and Technology PART III The Sources and Collection of data: Measurement, Measurement Scales, Questionnaires & Instruments, Sampling Ch. 11 Measurement Lecture

More information

How Does Analysis of Competing Hypotheses (ACH) Improve Intelligence Analysis?

How Does Analysis of Competing Hypotheses (ACH) Improve Intelligence Analysis? How Does Analysis of Competing Hypotheses (ACH) Improve Intelligence Analysis? Richards J. Heuer, Jr. Version 1.2, October 16, 2005 This document is from a collection of works by Richards J. Heuer, Jr.

More information

Readings: Textbook readings: OpenStax - Chapters 1 4 Online readings: Appendix D, E & F Online readings: Plous - Chapters 1, 5, 6, 13

Readings: Textbook readings: OpenStax - Chapters 1 4 Online readings: Appendix D, E & F Online readings: Plous - Chapters 1, 5, 6, 13 Readings: Textbook readings: OpenStax - Chapters 1 4 Online readings: Appendix D, E & F Online readings: Plous - Chapters 1, 5, 6, 13 Introductory comments Describe how familiarity with statistical methods

More information

A Scale to Measure Attitude of Agricultural Professionals towards Social Media in Tamil Nadu, India

A Scale to Measure Attitude of Agricultural Professionals towards Social Media in Tamil Nadu, India International Journal of Current Microbiology and Applied Sciences ISSN: 2319-7706 Special Issue-4 (September-2017) pp. 37-44 Journal homepage: http://www.ijcmas.com Original Research Article A Scale to

More information

BEHAVIORAL ASSESSMENT OF PAIN MEDICAL STABILITY QUICK SCREEN. Test Manual

BEHAVIORAL ASSESSMENT OF PAIN MEDICAL STABILITY QUICK SCREEN. Test Manual BEHAVIORAL ASSESSMENT OF PAIN MEDICAL STABILITY QUICK SCREEN Test Manual Michael J. Lewandowski, Ph.D. The Behavioral Assessment of Pain Medical Stability Quick Screen is intended for use by health care

More information

50 Scales LIKERT SCALE SEMANTIC DIFFERENTIAL SCALE A GENERAL NOTE ON SCALE FORMAT OTHER OPTIONS

50 Scales LIKERT SCALE SEMANTIC DIFFERENTIAL SCALE A GENERAL NOTE ON SCALE FORMAT OTHER OPTIONS 50 Scales So what scales should you use for your study? There are dozens of options to pick from. In this chapter, we look at six general scale categories: argeement, evaluation, preference, intention,

More information

Measurement issues in the use of rating scale instruments in learning environment research

Measurement issues in the use of rating scale instruments in learning environment research Cav07156 Measurement issues in the use of rating scale instruments in learning environment research Associate Professor Robert Cavanagh (PhD) Curtin University of Technology Perth, Western Australia Address

More information

RATING MENTAL WHOLE PERSON IMPAIRMENT UNDER THE NEW SABS: New Methods, New Challenges. CSME/CAPDA Conference, April 1, 2017

RATING MENTAL WHOLE PERSON IMPAIRMENT UNDER THE NEW SABS: New Methods, New Challenges. CSME/CAPDA Conference, April 1, 2017 RATING MENTAL WHOLE PERSON IMPAIRMENT UNDER THE NEW SABS: New Methods, New Challenges CSME/CAPDA Conference, April 1, 2017 William H. Gnam, PhD, MD, FRCPC (william.gnam@gmail.com) Consultant Psychiatrist

More information

MEASUREMENT, SCALING AND SAMPLING. Variables

MEASUREMENT, SCALING AND SAMPLING. Variables MEASUREMENT, SCALING AND SAMPLING Variables Variables can be explained in different ways: Variable simply denotes a characteristic, item, or the dimensions of the concept that increases or decreases over

More information

Measuring mathematics anxiety: Paper 2 - Constructing and validating the measure. Rob Cavanagh Len Sparrow Curtin University

Measuring mathematics anxiety: Paper 2 - Constructing and validating the measure. Rob Cavanagh Len Sparrow Curtin University Measuring mathematics anxiety: Paper 2 - Constructing and validating the measure Rob Cavanagh Len Sparrow Curtin University R.Cavanagh@curtin.edu.au Abstract The study sought to measure mathematics anxiety

More information

1 The conceptual underpinnings of statistical power

1 The conceptual underpinnings of statistical power 1 The conceptual underpinnings of statistical power The importance of statistical power As currently practiced in the social and health sciences, inferential statistics rest solidly upon two pillars: statistical

More information

Nearest-Integer Response from Normally-Distributed Opinion Model for Likert Scale

Nearest-Integer Response from Normally-Distributed Opinion Model for Likert Scale Nearest-Integer Response from Normally-Distributed Opinion Model for Likert Scale Jonny B. Pornel, Vicente T. Balinas and Giabelle A. Saldaña University of the Philippines Visayas This paper proposes that

More information

Importance of Good Measurement

Importance of Good Measurement Importance of Good Measurement Technical Adequacy of Assessments: Validity and Reliability Dr. K. A. Korb University of Jos The conclusions in a study are only as good as the data that is collected. The

More information

MODULE S1 DESCRIPTIVE STATISTICS

MODULE S1 DESCRIPTIVE STATISTICS MODULE S1 DESCRIPTIVE STATISTICS All educators are involved in research and statistics to a degree. For this reason all educators should have a practical understanding of research design. Even if an educator

More information

The State of the Art in Indicator Research

The State of the Art in Indicator Research International Society for Quality-of-Life Studies (ISQOLS) The State of the Art in Indicator Research Filomena Maggino filomena.maggino@unifi.it The State of the Art in Indicator Research I 1. Developing

More information

Continuum Specification in Construct Validation

Continuum Specification in Construct Validation Continuum Specification in Construct Validation April 7 th, 2017 Thank you Co-author on this project - Andrew T. Jebb Friendly reviewers - Lauren Kuykendall - Vincent Ng - James LeBreton 2 Continuum Specification:

More information

A BAYESIAN SOLUTION FOR THE LAW OF CATEGORICAL JUDGMENT WITH CATEGORY BOUNDARY VARIABILITY AND EXAMINATION OF ROBUSTNESS TO MODEL VIOLATIONS

A BAYESIAN SOLUTION FOR THE LAW OF CATEGORICAL JUDGMENT WITH CATEGORY BOUNDARY VARIABILITY AND EXAMINATION OF ROBUSTNESS TO MODEL VIOLATIONS A BAYESIAN SOLUTION FOR THE LAW OF CATEGORICAL JUDGMENT WITH CATEGORY BOUNDARY VARIABILITY AND EXAMINATION OF ROBUSTNESS TO MODEL VIOLATIONS A Thesis Presented to The Academic Faculty by David R. King

More information

Adaptive Testing With the Multi-Unidimensional Pairwise Preference Model Stephen Stark University of South Florida

Adaptive Testing With the Multi-Unidimensional Pairwise Preference Model Stephen Stark University of South Florida Adaptive Testing With the Multi-Unidimensional Pairwise Preference Model Stephen Stark University of South Florida and Oleksandr S. Chernyshenko University of Canterbury Presented at the New CAT Models

More information