THE MEASUREMENT OF ATTITUDES TOWARD AFRICANS: A UNIDIMENSIONAL SCALE WITH HIGH DISCRIMINATING POWER. A. M. COLMAN 1 University of Cape Town
|
|
- Hugh Armstrong
- 6 years ago
- Views:
Transcription
1 Reprinted from "Psycilologia Ajricallu." Volume 14. No. /. / PSYCHOLOGIA AFRICANA. 1971, 14, THE MEASUREMENT OF ATTITUDES TOWARD AFRICANS: A UNIDIMENSIONAL SCALE WITH HIGH DISCRIMINATING POWER A. M. COLMAN 1 University of Cape Town The requirements of a sophisticated scale for measuring attitudes toward Africans are outlined, and the need for such a scale is emphasized. An account is given of the construction of a scale by means of a procedure based on a modification of the scale-discrimination technique. The procedure included Thurstone scaling, item analysis and scalogram analysis, and resulted in a largely unidimensional scale with a wide diversity of item content and range of scores, corrected as far as possible for the operation of response styles, and possessing high reliability. Evidence for the concurrent and construct validity of the scale is discussed. A scale to measure attitudes toward Africans, if it is to provide scores which can be interpreted confidently and meaningfully, should possess the following attributes: (a) it should be unidimensional, measuring as far as possible only attitudes toward Africans; (b) it should possess wide diversity of item content (its unidimensionality should not be due to the fact that it consists merely of rephrasings of the same statement); (c) it should characteristically generate a wide range of scores; (d) it should be corrected as far as possible for the operation of response styles; (e) it should be reliable; and (f) it should possess high discriminating power and validity. No scale which possesses all these attributes has yet been published, and in particular no attempt appears to have been made to construct a unidimensional scale for measuring attitudes toward Africans. The most widely-known scale for this purpose, the simple Thurstone scale developed by MacCrone (9) has, in any event, been largely abandoned, partly because of the use of the word "Native" in each item. Particularly in Africa, this word has acquired a negative connotation, and has quite a different meaning today from the meaning it possessed before the decolonization process began. As a result, more recent research involving the measurement of attitudes toward Africans has usually been carried out with the use of crude measuring instruments (e.g. Pettigrew, 11; Bloom, De Crespigny, and Spence, 2; Van den Berghe, 15; and Mann, 10). This paper describes the construction of a more sophisticated scale than the ones currently available. Method The method of scale construction was based on a modification of the scalediscrimination technique developed by Edwards and Kilpatrick (4). This consists of a synthesis of several well-known procedures, and yields a method of attitude scaling which retains all the advantages, and eliminates most of the disadvantages of Thurstone (13, 14), Likert (8) and Guttman (7) scaling procedures. In particular, unidimensionality, a wide diversity of item content, and a wide range of scores are guaranteed, the operation of response styles is kept at a minimum, and high discriminating power is assured, thereby giving excellent chances of achieving high validity. INow at the University of Leicester, U.K.
2 THE MEASUREMENT OF ATTITUDES TOWARD AFRICANS: A UNIDIMENSIONAL SCALE 33 WITH HIGH DISCRIMINATING POWER Scale and Q values In general, psychologists tend to be vague about the sources from which they obtain statements as raw material for developing attitude inventories. Some are written by the investigators, while others are obtained from newspaper articles, books, and magazines relating to the psychological object. Such items can be criticized on the grounds that they do not always represent common and currentlyheld opinions. It follows that the investigator's intuition sets an upper limit to the usefulness of the resulting scale. The common source from which all the inventory statements used in the present scale were drawn, was a series of protocols of small-group discussions among first-year psychology students at various South African universities, stimulated by a controversial tape-recorded political speech. The statements extracted from these group discussions had been carefully edited for purposes of an undergraduate research project at the University of Cape Town (Callias, unpublished). One hundred evaluative statements referring to Africans were selected from these protocols, according to the informal criteria which have been set out by Wang (16), Likert (8), and Edwards (3). Some of the statements were slightly rephrased: wherever the words "non-white", "native", "non-european", "Bantu", etc., appeared, the word "African" was substituted, since these words are themselves attitude-expressive. In this way the value-loading of the word was held constant, and it was ensured that the psychological object was unambiguously implied by the items in the scale. Each statement was printed on a card, and the cards were arranged in bundles each containing a hundred statements in random order together with eleven cards numbered 1 to 11. The bundles were distributed among a judging group of secondyear psychology students at the University of Cape Town, who were requested to spread the numbered cards out in front of them, and on card 6 they were asked to write "neutral". The judges were then requested to sort the hundred statements into eleven piles, from the least favourable toward Africans on the left, to the most favourable toward Africans on the right, with pile 6 containing statements judged to be neutral toward Africans. Inevitably, several judges responded with their own agreement or disagreement instead of the degree of favourableness or unfavourableness implied by the statements themselves. In an effort to detect this, two statements which seemed prima facie to be most unfavourable toward Africans, and two which seemed to be most favourable were selected, and any arrangement by a member of the judging group which contained one or more of these statements in one of the middle five categories was discarded. Furthermore, following the traditional procedure in constructing Thurstone scales, any arrangement which contained 30 or more statements in one category was discarded on the assumption that the judge had been careless or lazy. The responses of 50 judges remained, and from these responses scale and Q values were calculated with the method described by Edwards (3). Summated Ratings and Item Analyses The 45 statements displaying the highest Q values were discarded and the remaining 55 were retained for Likert scaling. These statements were typed in the form of an inventory with four response categories: "strongly disagree", "disagree",
3 34 CoLMAN, A. M. "agree", "strongly agree" after each item. For purposes of preliminary analysis these response categories were weighted 0 through 3, such that 3 always indicated the response most favourable toward Africans. The appropriate direction of the weighting (which is not at all obvious in statements approaching neutrality on the Thurstone continuum) was not decided upon arbitrarily as is customary in the construction of Likert scales, but was determined by the position of the statements on the Thurstone continuum. The resulting summated rating scale was distributed among a group of students enrolled for the introductory course in psychology at the University of Cape Town, and a score was obtained for each respondent by summing his scores for each item. Once again the returns were scrutinised for any obviously careless or facetious responses. Such returns, together with those in which items had been omitted, were discarded, leaving 165 returns for item analysis. The top 25 % and bottom 25 % of respondents (in terms of their total Likert scores) were selected, and for each statement a distribution was obtained showing the frequency of responses in each response category for these two groups. The response categories were then dichotomised so as to minimise the total number of responses of members of the second group in the pro-african direction and maximise the number of responses of the first group in the pro-african direction, after the manner described by Edwards (3). New weights of 0 and 1 were assigned to each statement according to the dichotomy. The four forcing response categories were retained, but they were scored dichotomously in subsequent analyses. On the basis of the item analysis, each statement was assigned a phi coefficient, determined from Guilford's (6) nomographs. Scalogram Analysis The 55 statements were then ranked in ascending order of their Thurstone scale values. From this ensemble, 28 statements with relatively high phi coefficients were selected, in such a way that a wide range of Thurstone scale values was represented in the items selected. Two forms of the scale (A and B) were then prepared by assigning items to either form alternately in order of their scale values. For purposes of scalogram analysis, the responses of 100 of the 165 respondents used in the summated rating procedure were randomly chosen, and their responses were re-scored using the new dichotomised response weights. Application of scalogram analysis to each form separately resulted initially in coefficients of reproducibility of in each case. After removing the two items from each form which accounted for the greatest amount of error, Reps were increased to O 825 for form A, and for form B. The two equivalent forms of the resulting scale are given in Table 1. A line is drawn under the response category or set of response categories for each statement which is scored 1. All other responses are scored O. The underlining should be omitted when testing SUbjects. Results and Discussion The scale consists of two equivalent forms containing 12 items each. The response to each item is scored 1 or O. giving the scale as a whole a range of scores from 0 to 24. The exclusion of statements with high Q values ensures that the items in the scale are all relatively unambiguous.
4 THE MEASUREMENT OF ATTITUDES TOWARD AFRICANS: A UNIDIMENSIONAL SCALE 35 WITH HIGH DISCRIMINATING POWER Table 1 The Attitudes Toward Africans Scale Below you will find a list of statements about Africans. Please respond to each statement by circling the code opposite it. Thus, if you strongly disagree, circle "SD"; if you disagree on the whole, circle "D"; if you agree on the whole, circle "A"; and if you strongly agree, circle "SA". FORM A I. The Africans should be liberated now. 2. The Africans are not capable of being educated or civilized. 3. Africans are still essentially barbarians. 4. Africans are not fit for the opportunities given to Europeans. 5. Trying to educate the African only results in uprisings and clashes. 6. Africans are uncivilized. 7. If the Africans enjoyed better environmental conditions, in time they would have as many prominent people as Whites have. 8. Africans enjoy their low standard of living. 9. Africans are slovenly, dirty, and not house-proud. 10. The African is basically peace-loving, but the government's racial policy incites him to violence. 11. Africans would not be able to appreciate their rights if we had complete democracy. 12. It will take years before we can give the African equal rights without disastrous results. SV D A SA FORM B 1. If the Africans absorb the Europeans, civilization will flourish. 2. The African is ignorant and savage. 3. Africans are not ready for freedom yet. 4. Africans are quite happy to live in absolutely disgraceful conditions. 5. The African is essentially lazy. 6. Intermarriage with Africans would degrade the white race. 7. Africans should gradually be given more and more say in the government. 8. Africans are on a par with whites. 9. The Africans are several decades behind the Europeans in moral development. 10. Africans are too lazy and ignorant to support themselves. 11. Educated Africans are as good as whites. 12. Africans bring their bad habits to town with them. SDDASA SD 0 A SA SO D A SA The items are drawn from widely divergent points on the Thurstone continuum; they therefore represent both favourable and unfavourable opinions concerning Africans. This ensures that acquiescence response style is kept at a minimum, and that the scale does not consist of simple rephrasings of the same opinion. Extreme response style, "evasiveness" and "criticalness" (Frederiksen and Messick, 5) are probably minimised by the use of four forcing response categories which do not include a "neutral" category. The coefficients of reproducibility of the two forms (0' 864 and O' 825) give the scale as a whole a Rep. of 0'85, which implies that the scale is satisfactorily unidimensional. The value of Rep. should be considered in conjunction with the
5 36 COLMAN, A. M. mean of the modal response categories in making inferences about dimensionality. The mean of the modal response categories in this scale is O' 67 (the range is O' 51 to O 79 for form A, and O' 51 to O' 84 for form B). Since this figure is fairly low, the inference concerning the scale's unidimensionality is justified. The phi coefficients in form A range from O' 51 to o 73, with a mean of O' 65; in form B the range is from 0 54 to O' 83 with a mean of O' 69. Thus the scale as a whole has a mean phi coefficient of O' 67 indicating that the discriminating power is extremely high. This is a most encouraging figure, especially when one notes that Edwards and Kilpatrick (4) did not originally obtain such a high discriminating power for their scale. The equivalent-form reliability of the scale has been computed from the scores of a group of 60 first-year psychology students at the University of Cape Town. Applying the Brown-Spearman formula to the correlation between the two forms, a coefficient of equivalence of O' 88 was obtained. The coefficients of reproducibility, of course, set a lower bound to the split-half reliability of each form. The split-half reliability of form A, is therefore above O' 83, and of form B, above With regard to the validity of the scale, in the absence of a sound criterion, indirect evidence has to be sought, unless one accepts the interpretation of the mean phi coefficient which equates it with concurrent validity (Guilford, 6). Three independent unpublished studies at the University of Cape Town. by Lambley, Morris, and Colman (unpublished), have provided such indirect evidence. In the first, highly significant correlations were obtained between each of the forms and a simple social distance questionnaire, with P<' 01 in each. Secondly, high scorers on the scale as a whole have been shown to display significantly greater accuracy (P<' 05) in a race identification task involving binocular resolution than low scorers. Finally, it has been demonstrated in a factorial study that authoritarianism as measured by a forced-choice F scale (Strickland and J anicki. 12), and independence of judgement as measured by the Barron-Asch Scale (Barron, 1, Ch. 14) contribute significantly (P<' 01 in each case) to the variance in attitudes toward Africans given by the scale as a whole. Taken together, these findings bestow on the scale a measure of construct validity. A word needs to be said, in conclusion, about the applicability of the scale outside the population on which it was standardised. Seven of the items (form A, items 1, 10, 11, 12; form B, items 1, 7. 12) assume conditions which obtain chiefly in the subcontinent of Southern Africa. in which a white hegemony is dominant. If these items are omitted from the scale, however, there is no apparent reason why it should not give satisfactory results elsewhere, and in view of the high split-half reliability of the scale, the omission of these items should not seriously affect its important properties. REFERENCES 1. BARRON, F. Creativity and Personal Freedom. Princeton, N. J., Van Nostrand, BLOOM, L., DE CRESPIGNY, A. R. C. and J. E. SPENCE. An interdisciplinary study of social, moral, and political attitudes of white and non-white South African university students. J. soc. Psychol., 1961, 54, EDWARDS, A. L. Techniques of Attitude Scale Construction. New York, Appleton-Century Crofts, EDWARDS, A. L. and F. P. KILPATRICK. A technique for the construction of attitude scales. J. appl. Psychol., 1948, 32,
6 THE MEASUREMENT OF ArrrrunES TOWARD AFRICANS: A UNlDIMENSlONAL SCALE 37 WITH HIGH DISCRIMINATING POWER 5. FREDERIKSEN, N. and S. MESSICK. Response set as a measure of personality. Educ. psychol. Measur., 1959, 19, GUILFORD, J. P. The phi coefficient and chi square as indices of item validity. Psychometrika, 1941,6, 11-19, 7. GUTTMAN, L. A basis for scaling qualitative data. Amer. sociol. Rev., 1944, 9, LlKERT, R. A. A technique for the measurement of attitudes. Archs Psychol., 1932, MACCRONE, I. D. Race Attitudes in South Africa. London, Oxford University Press MANN, J. Inconsistent thinking about group and individual. J. soc. Psychol., 1967,71, PETTIGREW, T. F. Social distance attitudes of South African students. Soc. Forces. 1960, 38, STRICKLAND, J. H. and W. P. JANICKI. An alternative form of a forced-choice F scale. Psychol. Rep., 1965, 16, THURSTONE, L. L. Theory of attitude measurement. Psychol. Rev., 1929, 36, THURSTONE, L. L. The measurement of social attitudes. J. abnorm. soc. Psychol., 1931, 26, VAN DEN BERGHE, P. L. Race attitudes in Durban, South Africa. J. soc. Psychol., 1962, 57, W ANG, C. K. A. Suggested criteria for writing attitude statements. J. soc. Psychol., 1932, 3, Mr. A. M. Colman, Department of Psychology, University of Leicester, Leicester LE I 7RH, United Kingdom. Manuscript received: 26th February Revised manuscript received: 29th June C,T.P.LTO.JHB.
AND ITS VARIOUS DEVICES. Attitude is such an abstract, complex mental set. up that its measurement has remained controversial.
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
More informationCHAPTER - 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 informationCHAPTER 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 informationADMS 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 informationThe Effect of Guessing on Item Reliability
The Effect of Guessing on Item Reliability under Answer-Until-Correct Scoring Michael Kane National League for Nursing, Inc. James Moloney State University of New York at Brockport The answer-until-correct
More informationLikert 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 informationTHOMAS R. STEWAB'P University of Illinoh
THE LINEAR MODEL IN A'ITIZTUDE MEASUREMENT: AN EXAMPLE AND SOME COMMENTS1 THOMAS R. STEWAB'P University of Illinoh RAMSAY and Case (1970) propose a promising method for attitude measurement based on the
More informationDATA 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 informationPublic 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 informationConstruction 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 informationMeasurement 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 informationAttitude 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 informationWhat 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 informationCOMPARISON 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 informationMethods for Computing Missing Item Response in Psychometric Scale Construction
American Journal of Biostatistics Original Research Paper Methods for Computing Missing Item Response in Psychometric Scale Construction Ohidul Islam Siddiqui Institute of Statistical Research and Training
More informationGE SLO: Ethnic-Multicultural Studies Results
GE SLO: Ethnic-Multicultural Studies Results Background: This study was designed to assess the following College s Ethnic/Multicultural Studies General Education SLO. Upon completion of this GE requirement
More informationBijay 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 informationTHE USE OF MULTIVARIATE ANALYSIS IN DEVELOPMENT THEORY: A CRITIQUE OF THE APPROACH ADOPTED BY ADELMAN AND MORRIS A. C. RAYNER
THE USE OF MULTIVARIATE ANALYSIS IN DEVELOPMENT THEORY: A CRITIQUE OF THE APPROACH ADOPTED BY ADELMAN AND MORRIS A. C. RAYNER Introduction, 639. Factor analysis, 639. Discriminant analysis, 644. INTRODUCTION
More informationUNIVERSITY 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 informationVARIABLES AND MEASUREMENT
ARTHUR SYC 204 (EXERIMENTAL SYCHOLOGY) 16A LECTURE NOTES [01/29/16] VARIABLES AND MEASUREMENT AGE 1 Topic #3 VARIABLES AND MEASUREMENT VARIABLES Some definitions of variables include the following: 1.
More informationTHE 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 informationISC- 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 informationConstruction 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 informationORIGINS AND DISCUSSION OF EMERGENETICS RESEARCH
ORIGINS AND DISCUSSION OF EMERGENETICS RESEARCH The following document provides background information on the research and development of the Emergenetics Profile instrument. Emergenetics Defined 1. Emergenetics
More informationChapter 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 informationConvergence Principles: Information in the Answer
Convergence Principles: Information in the Answer Sets of Some Multiple-Choice Intelligence Tests A. P. White and J. E. Zammarelli University of Durham It is hypothesized that some common multiplechoice
More informationso that a respondent may choose one of the categories to express a judgment about some characteristic of an object or of human behavior.
Effects of Verbally Labeled Anchor Points on the Distributional Parameters of Rating Measures Grace French-Lazovik and Curtis L. Gibson University of Pittsburgh The hypothesis was examined that the negative
More informationA 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 informationDesigning 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 informationSCALING 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 informationMeasurement and Descriptive Statistics. Katie Rommel-Esham Education 604
Measurement and Descriptive Statistics Katie Rommel-Esham Education 604 Frequency Distributions Frequency table # grad courses taken f 3 or fewer 5 4-6 3 7-9 2 10 or more 4 Pictorial Representations Frequency
More informationMaking a psychometric. Dr Benjamin Cowan- Lecture 9
Making a psychometric Dr Benjamin Cowan- Lecture 9 What this lecture will cover What is a questionnaire? Development of questionnaires Item development Scale options Scale reliability & validity Factor
More informationReliability and Validity checks S-005
Reliability and Validity checks S-005 Checking on reliability of the data we collect Compare over time (test-retest) Item analysis Internal consistency Inter-rater agreement Compare over time Test-Retest
More informationObserver Variability in Recording the Peripheral Pulses
Brit. Heart J., 1968, 30, 661. Observer Variability in Recording the Peripheral Pulses T. W. MEADE, M. J. GARDNER, P. CANNON, AND P. C. RICHARDSON* From the Medical Research Council's Social Medicine Research
More informationMonday 4 June 2018 Afternoon Time allowed: 2 hours
Oxford ambridge and RS Level Psychology H567/01 Research methods Monday 4 June 2018 fternoon Time allowed: 2 hours *6906008764* You must have: a scientific or graphical calculator * H 5 6 7 0 1 * First
More informationChapter 11. Experimental Design: One-Way Independent Samples Design
11-1 Chapter 11. Experimental Design: One-Way Independent Samples Design Advantages and Limitations Comparing Two Groups Comparing t Test to ANOVA Independent Samples t Test Independent Samples ANOVA Comparing
More informationTECH 646 Analysis of Research in Industry and Technology
TECH 646 Analysis of Research in Industry and Technology PART III The Sources and Collection of data: Measurement,, Questionnaires & Instruments, Sampling Ch. 12 Lecture note based on the text book and
More informationMN 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 informationAsking and answering research questions. What s it about?
2 Asking and answering research questions What s it about? (Social Psychology pp. 24 54) Social psychologists strive to reach general conclusions by developing scientific theories about why people behave
More informationBasic concepts and principles of classical test theory
Basic concepts and principles of classical test theory Jan-Eric Gustafsson What is measurement? Assignment of numbers to aspects of individuals according to some rule. The aspect which is measured must
More informationCHAPTER - 6 STATISTICAL ANALYSIS. This chapter discusses inferential statistics, which use sample data to
CHAPTER - 6 STATISTICAL ANALYSIS 6.1 Introduction This chapter discusses inferential statistics, which use sample data to make decisions or inferences about population. Populations are group of interest
More informationDevelopment of a Driving Attitude Scale
Development of a Driving Attitude Scale HARRY W. CASE and ROGER G. STEWART Institute of Transportation and Traffic Engineering University of California, Los Angeles Driving attitudes often may become influential
More informationAnalysis of the Reliability and Validity of an Edgenuity Algebra I Quiz
Analysis of the Reliability and Validity of an Edgenuity Algebra I Quiz This study presents the steps Edgenuity uses to evaluate the reliability and validity of its quizzes, topic tests, and cumulative
More informationMeasurement of Constructs in Psychosocial Models of Health Behavior. March 26, 2012 Neil Steers, Ph.D.
Measurement of Constructs in Psychosocial Models of Health Behavior March 26, 2012 Neil Steers, Ph.D. Importance of measurement in research testing psychosocial models Issues in measurement of psychosocial
More informationUSING ASSERTIVENESS TO COMMUNICATE ABOUT SEX
Chapter 5: Sexual Health Exercise 1 USING ASSERTIVENESS TO COMMUNICATE ABOUT SEX Aggressive Passive Manipulative/manipulation Assertive Balance of power Sex Sexual coercion 1. To build learners communication
More informationAP 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 informationEmpowered by Psychometrics The Fundamentals of Psychometrics. Jim Wollack University of Wisconsin Madison
Empowered by Psychometrics The Fundamentals of Psychometrics Jim Wollack University of Wisconsin Madison Psycho-what? Psychometrics is the field of study concerned with the measurement of mental and psychological
More informationSRJIS/BIMONTHLY/ DR. SUMAN KUMARI KATOCH ( ) DEVELOPMENT OF ATTITUDE SCALE TOWARDS HUMAN RIGHTS
EVELOPMENT OF TTITUE CLE TOWR HUMN RIGHT uman Kumari Katoch, Ph.. ssistant Professor, epartment of Education, ICEOL, Himachal Pradesh University, himla-5. bstract The purpose of this study was to develop
More informationSelected Problems in Measuring Extrinsic Religious Values
Proceedings of the Iowa Academy of Science Volume 73 Annual Issue Article 48 1966 Selected Problems in Measuring Extrinsic Religious Values John R. Tisdale Larry Walrath Copyright Copyright 1966 by the
More information(CORRELATIONAL DESIGN AND COMPARATIVE DESIGN)
UNIT 4 OTHER DESIGNS (CORRELATIONAL DESIGN AND COMPARATIVE DESIGN) Quasi Experimental Design Structure 4.0 Introduction 4.1 Objectives 4.2 Definition of Correlational Research Design 4.3 Types of Correlational
More informationATTITUDES PART 1: STRUCTURE AND MEASURES SOCIAL PSYCHOLOGY AND COMMUNICATION ANNA SPAGNOLLI
ATTITUDES PART 1: STRUCTURE AND MEASURES SOCIAL PSYCHOLOGY AND COMMUNICATION ANNA SPAGNOLLI 2017-2018 DEFINITION WHAT IS AN ATTITUDE? The set of beliefs and feelings about a person or event (target) and
More informationUBC Social Ecological Economic Development Studies (SEEDS) Student Report
UBC Social Ecological Economic Development Studies (SEEDS) Student Report Encouraging UBC students to participate in the 2015 Transit Referendum Ines Lacarne, Iqmal Ikram, Jackie Huang, Rami Kahlon University
More informationIssues That Should Not Be Overlooked in the Dominance Versus Ideal Point Controversy
Industrial and Organizational Psychology, 3 (2010), 489 493. Copyright 2010 Society for Industrial and Organizational Psychology. 1754-9426/10 Issues That Should Not Be Overlooked in the Dominance Versus
More informationFigure: Presentation slides:
Joni Lakin David Shannon Margaret Ross Abbot Packard Auburn University Auburn University Auburn University University of West Georgia Figure: http://www.auburn.edu/~jml0035/eera_chart.pdf Presentation
More informationMeasuring Self-Esteem of Adolescents Based on Academic Performance. Grambling State University
Measuring Self-Esteem 1 Running head: MEASURING SELF-ESTEEM INADOLESCENTS Measuring Self-Esteem of Adolescents Based on Academic Performance Grambling State University Measuring Self-Esteem 2 Problem Studied
More informationCHAPTER 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 informationAutonomy as a Positive Value Some Conceptual Prerequisites Niklas Juth Dept. of Philosophy, Göteborg University
Philosophical Communications, Web Series, No. 28 Dept. of Philosophy, Göteborg University, Sweden ISSN 1652-0459 Autonomy as a Positive Value Some Conceptual Prerequisites Niklas Juth Dept. of Philosophy,
More informationCONCEPT LEARNING WITH DIFFERING SEQUENCES OF INSTANCES
Journal of Experimental Vol. 51, No. 4, 1956 Psychology CONCEPT LEARNING WITH DIFFERING SEQUENCES OF INSTANCES KENNETH H. KURTZ AND CARL I. HOVLAND Under conditions where several concepts are learned concurrently
More informationBasic 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 informationWhy do Psychologists Perform Research?
PSY 102 1 PSY 102 Understanding and Thinking Critically About Psychological Research Thinking critically about research means knowing the right questions to ask to assess the validity or accuracy of a
More informationObservational Category Learning as a Path to More Robust Generative Knowledge
Observational Category Learning as a Path to More Robust Generative Knowledge Kimery R. Levering (kleveri1@binghamton.edu) Kenneth J. Kurtz (kkurtz@binghamton.edu) Department of Psychology, Binghamton
More informationCHAPTER 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 informationPsychology Research Process
Psychology Research Process Logical Processes Induction Observation/Association/Using Correlation Trying to assess, through observation of a large group/sample, what is associated with what? Examples:
More informationPersuasive 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 informationX I UNIVER5 ITY. Of 1LLI NOIS OF THL B R. A R. Y
X I B R. A R. Y OF THL UNIVER5 ITY Of 1LLI NOIS 370 Return this book on or before the Latest Date stamped below. University of Illinois Library D«:!i,g; m 13«76 K 2 2 m L161 H41 Digitized by the Internet
More informationContinuum 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 informationMEASUREMENT, 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 informationGoodness of Pattern and Pattern Uncertainty 1
J'OURNAL OF VERBAL LEARNING AND VERBAL BEHAVIOR 2, 446-452 (1963) Goodness of Pattern and Pattern Uncertainty 1 A visual configuration, or pattern, has qualities over and above those which can be specified
More informationDATA GATHERING METHOD
DATA GATHERING METHOD Dr. Sevil Hakimi Msm. PhD. THE NECESSITY OF INSTRUMENTS DEVELOPMENT Good researches in health sciences depends on good measurement. The foundation of all rigorous research designs
More informationA Difference that Makes a Difference: Welfare and the Equality of Consideration
84 A Difference that Makes a Difference: Welfare and the Equality of Consideration Abstract Elijah Weber Philosophy Department Bowling Green State University eliweber1980@gmail.com In Welfare, Happiness,
More information02a: Test-Retest and Parallel Forms Reliability
1 02a: Test-Retest and Parallel Forms Reliability Quantitative Variables 1. Classic Test Theory (CTT) 2. Correlation for Test-retest (or Parallel Forms): Stability and Equivalence for Quantitative Measures
More informationSafeguarding adults: mediation and family group conferences: Information for people who use services
Safeguarding adults: mediation and family group conferences: Information for people who use services The Social Care Institute for Excellence (SCIE) was established by Government in 2001 to improve social
More informationTypes of Variables. Chapter Introduction. 3.2 Measurement
Contents 3 Types of Variables 61 3.1 Introduction............................ 61 3.2 Measurement........................... 61 3.2.1 Nominal Scale of Measurement.............. 62 3.2.2 Ordinal Scale of
More informationAn update on the analysis of agreement for orthodontic indices
European Journal of Orthodontics 27 (2005) 286 291 doi:10.1093/ejo/cjh078 The Author 2005. Published by Oxford University Press on behalf of the European Orthodontics Society. All rights reserved. For
More informationChapter 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 informationLearning Styles Questionnaire
This questionnaire is designed to find out your preferred learning style(s) Over the years you have probably developed learning habits that help you benefit from some experiences than from others Since
More informationFamiliarity and Liking: Direct Tests of the Preference-Feedback Hypothesis 1. University of Leicester
Familiarity and Liking: Direct tests 1 Colman, A. M., Best, W. M., & Austen, A. J. (1986). Familiarity and liking: Direct tests of the preferencefeedback hypothesis. Psychological Reports, 58, 931-938.
More informationChapter 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 informationSteps in establishing reliability and validity of need assessment questionnaire on life skill training for adolescents
International Journal of Applied Home Science Volume 4 (9&10), September & October (2017) : 846-850 Received : 07.09.2017; Revised : 12.09.2017; Accepted : 22.09.2017 REVIEW PAPER ISSN : 2394-1413 Steps
More informationResponse Tendency in a Questionnaire
Response Tendency in a Questionnaire without Questions J. van Heerden and Joh. Hoogstraten University of Amsterdam In a replication of an earlier study by Berg and Rapaport (1954), a questionnaire with
More informationRELATING TO RECOMMENDATIONS ON WAYS OF BEING
RELTING TO RECOMMENTIONS ON WYS OF BEING The unique situation at the University of the South Pacific calls for the integration of many people who have varied and dissimilar backgrounds. The University
More informationHighlighting Effect: The Function of Rebuttals in Written Argument
Highlighting Effect: The Function of Rebuttals in Written Argument Ryosuke Onoda (ndrysk62@p.u-tokyo.ac.jp) Department of Educational Psychology, Graduate School of Education, The University of Tokyo,
More informationStatistical 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 informationPsychology Department Assessment
Psychology Department Assessment 2008 2009 The 2008-2009 Psychology assessment included an evaluation of graduating psychology seniors regarding their experience in the program, an analysis of introductory
More informationCHAPTER 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 informationDiscrimination Weighting on a Multiple Choice Exam
Proceedings of the Iowa Academy of Science Volume 75 Annual Issue Article 44 1968 Discrimination Weighting on a Multiple Choice Exam Timothy J. Gannon Loras College Thomas Sannito Loras College Copyright
More informationHandout 5: Establishing the Validity of a Survey Instrument
In this handout, we will discuss different types of and methods for establishing validity. Recall that this concept was defined in Handout 3 as follows. Definition Validity This is the extent to which
More informationA Comparison of Several Goodness-of-Fit Statistics
A Comparison of Several Goodness-of-Fit Statistics Robert L. McKinley The University of Toledo Craig N. Mills Educational Testing Service A study was conducted to evaluate four goodnessof-fit procedures
More informationThe Effect of Perspective on Misconceptions in Psychology: A Test of Conceptual Change Theory 1. Eric Amsel. Department of Psychology
The Effect of 1 Running head: CONCEPTUAL CHANGE The Effect of Perspective on Misconceptions in Psychology: A Test of Conceptual Change Theory 1 Eric Amsel Department of Psychology Weber State University
More informationGenetic Factors in Temperamental Individuality
Genetic Factors in Temperamental Individuality A Longitudinal Study of Same-Sexed Twins from Two Months to Six Years of Age Anne Mari Torgersen, Cando Psychol. Abstract. A previous publication reported
More informationCHAPTER 3. Research Methodology
CHAPTER 3 Research Methodology The research studies the youth s attitude towards Thai cuisine in Dongguan City, China in 2013. Researcher has selected survey methodology by operating under procedures as
More informationFUNCTIONAL CONSISTENCY IN THE FACE OF TOPOGRAPHICAL CHANGE IN ARTICULATED THOUGHTS Kennon Kashima
Journal of Rational-Emotive & Cognitive-Behavior Therapy Volume 7, Number 3, Fall 1989 FUNCTIONAL CONSISTENCY IN THE FACE OF TOPOGRAPHICAL CHANGE IN ARTICULATED THOUGHTS Kennon Kashima Goddard College
More informationAn Examination of Culture Bias in the Wonderlic Personnel Test*
INTELLIGENCE 1, 51--64 (1977) An Examination of Culture Bias in the Wonderlic Personnel Test* ARTHUR R. JENSEN University of California, Berkeley Internal evidence of cultural bias, in terms of various
More informationAssessing Measurement Invariance in the Attitude to Marriage Scale across East Asian Societies. Xiaowen Zhu. Xi an Jiaotong University.
Running head: ASSESS MEASUREMENT INVARIANCE Assessing Measurement Invariance in the Attitude to Marriage Scale across East Asian Societies Xiaowen Zhu Xi an Jiaotong University Yanjie Bian Xi an Jiaotong
More informationARGUMENT: How to identify its quality
ARGUMENT: How to identify its quality Rohmani Nur Indah Objective: Understanding the goal of academic writing Understanding the nature of argumentation Identifying the criteria of good argument in academic
More informationTechnical Whitepaper
Technical Whitepaper July, 2001 Prorating Scale Scores Consequential analysis using scales from: BDI (Beck Depression Inventory) NAS (Novaco Anger Scales) STAXI (State-Trait Anxiety Inventory) PIP (Psychotic
More informationOverview of Non-Parametric Statistics
Overview of Non-Parametric Statistics LISA Short Course Series Mark Seiss, Dept. of Statistics April 7, 2009 Presentation Outline 1. Homework 2. Review of Parametric Statistics 3. Overview Non-Parametric
More informationStatistics 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 informationFamily Expectations, Self-Esteem, and Academic Achievement among African American College Students
Family Expectations, Self-Esteem, and Academic Achievement among African American College Students Mia Bonner Millersville University Abstract Previous research (Elion, Slaney, Wang and French, 2012) found
More information