Unit 6: Measurement and Scaling Technique - Practice Quiz

DEMGN832 — Research Methodology 60 Questions
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1 Which quality of a measurement tool indicates that it measures what it is intended to measure?

Tools of sound measurement Easy
A. Practicality
B. Validity
C. Reliability
D. Objectivity

2 What does the reliability of a measurement tool indicate?

Tools of sound measurement Easy
A. Appearance of the tool
B. Consistency of results
C. Cost of measurement
D. Ability to measure every possible characteristic of all respondents

3 A measurement tool is objective when its results are:

Tools of sound measurement Easy
A. Free from scorer bias
B. Based on personal opinions
C. Different for each scorer
D. Limited to qualitative data

4 Which characteristic allows a measurement tool to detect small differences among respondents?

Tools of sound measurement Easy
A. Simplicity
B. Uniformity
C. Sensitivity
D. Economy

5 What is the main purpose of pilot testing a newly developed measurement tool?

Techniques of developing measurement tools Easy
A. To publish the final results
B. To replace data analysis
C. To identify possible problems
D. To increase the sample size

6 What is item analysis used for when developing a measurement tool?

Techniques of developing measurement tools Easy
A. Calculating the research budget
B. Preparing a complete theoretical account of the research topic
C. Selecting effective items
D. Choosing research participants

7 Why are operational definitions prepared during tool development?

Techniques of developing measurement tools Easy
A. To remove all research limitations
B. To define how variables are measured
C. To summarize the final findings
D. To select a publication journal

8 What does standardization of a measurement tool primarily require?

Techniques of developing measurement tools Easy
A. Frequent changes to every item
B. Uniform administration procedures
C. Different instructions for each person
D. Removal of scoring guidelines

9 What is scaling in research methodology?

Meaning of scaling Easy
A. Reviewing published literature
B. Assigning values to characteristics
C. Writing a research report
D. Selecting only large samples

10 A scale generally places respondents or objects on a:

Meaning of scaling Easy
A. Random list
B. Sampling frame containing every member of the target population
C. Reference page
D. Measurement continuum

11 In attitude measurement, scaling is commonly used to represent the:

Meaning of scaling Easy
A. Address of a respondent
B. Number of research assistants
C. Length of a questionnaire
D. Intensity of an attitude

12 Which scaling technique commonly uses response categories from "strongly disagree" to "strongly agree"?

Important scaling techniques Easy
A. Likert scale
B. Ranking scale
C. Guttman scale
D. Thurstone scale

13 Which technique asks respondents to rate an object between opposite adjectives such as "good" and "bad"?

Important scaling techniques Easy
A. Semantic differential
B. Simple ranking
C. Paired comparison
D. A detailed interview schedule using only open-ended questions

14 Which scaling technique asks respondents to arrange several items from most preferred to least preferred?

Important scaling techniques Easy
A. Observation
B. Ranking
C. Classification
D. Rating

15 In a paired-comparison scale, a respondent compares:

Important scaling techniques Easy
A. One item with a population
B. All items at one time
C. Scores from several unrelated studies conducted at different times
D. Two items at a time

16 Which scaling technique is based on cumulative statements arranged by increasing intensity?

Important scaling techniques Easy
A. Semantic differential
B. Paired comparison
C. Likert scaling
D. Guttman scaling

17 Which scale of measurement classifies data into categories without any order?

Statistical properties of different scales Easy
A. Interval scale
B. Ordinal scale
C. Nominal scale
D. A ratio scale with equal units and a meaningful absolute zero

18 Which measure of central tendency is always suitable for nominal data?

Statistical properties of different scales Easy
A. Standard deviation
B. Mean
C. Mode
D. Median

19 Which scale provides ordered categories but does not guarantee equal intervals between them?

Statistical properties of different scales Easy
A. Ordinal scale
B. Ratio scale
C. Interval scale
D. Nominal scale

20 Which scale has equal intervals and a true zero point?

Statistical properties of different scales Easy
A. Nominal scale
B. Ordinal scale
C. Ratio scale
D. Interval scale

21 A questionnaire produces nearly identical scores when administered to the same respondents two weeks apart, assuming their attitudes have not changed. Which quality is demonstrated?

Tools of sound measurement Medium
A. Content validity
B. Inter-rater reliability
C. Criterion validity
D. Test-retest reliability

22 A researcher asks several subject experts to determine whether a job-satisfaction questionnaire adequately covers pay, supervision, promotion, and working conditions. What is primarily being assessed?

Tools of sound measurement Medium
A. Construct validity
B. Predictive validity
C. Content validity
D. Internal consistency

23 Scores from a newly developed aptitude test are strongly associated with employees' job-performance ratings six months later. Which property does this evidence support?

Tools of sound measurement Medium
A. Face validity
B. Split-half reliability
C. Predictive validity
D. Concurrent validity

24 Two observers independently classify the same classroom behaviors and agree on 92% of their classifications. Which measurement quality is most directly supported?

Tools of sound measurement Medium
A. Convergent validity
B. Test-retest reliability
C. Content validity
D. Inter-rater reliability

25 Before writing questionnaire items for "digital literacy," a researcher specifies observable abilities such as evaluating websites and using spreadsheets. Which development step is illustrated?

Techniques of developing measurement tools Medium
A. Operationalizing the construct
B. Randomizing the sample
C. Tabulating the responses
D. Standardizing the scores

26 During a pilot study, almost every respondent selects the highest response category for one item. What is the most appropriate action?

Techniques of developing measurement tools Medium
A. Review it for poor discrimination
B. Double its numerical weight
C. Remove the lowest category
D. Retain it without revision

27 A ten-item scale has a low Cronbach's alpha. Deleting Item 7 substantially increases alpha, and Item 7 has a negative item-total correlation. What should the researcher do first?

Techniques of developing measurement tools Medium
A. Reduce the pilot sample
B. Inspect Item 7 for faulty wording
C. Replace alpha with the mean
D. Increase every item's score

28 What is the main purpose of conducting a pilot test before administering a newly developed questionnaire to the full sample?

Techniques of developing measurement tools Medium
A. To replace the final sampling procedure
B. To guarantee statistically significant results
C. To establish the population parameter
D. To identify wording and administration problems

29 A researcher assigns respondents scores from 1 to 7 according to how favorable their attitudes are toward remote work. What does scaling accomplish in this case?

Meaning of scaling Medium
A. Converts attitudes into categories only
B. Selects respondents from a population
C. Places attitudes along a continuum
D. Eliminates errors from responses

30 Which statement best distinguishes measurement from scaling in research?

Meaning of scaling Medium
A. Measurement collects data, while scaling removes variation
B. Measurement tests validity, while scaling tests reliability
C. Measurement ranks cases, while scaling selects a sample
D. Measurement assigns values, while scaling creates a continuum

31 A customer is classified as "dissatisfied," "neutral," or "satisfied." Which feature of scaling is present even though the categories have no stated numerical distance?

Meaning of scaling Medium
A. Ordered placement on a continuum
B. Direct measurement of magnitude
C. Equal intervals between categories
D. A meaningful absolute zero

32 Why should a researcher define the direction of a scale before analyzing responses?

Meaning of scaling Medium
A. To ensure that every respondent receives a unique score
B. To interpret whether higher scores mean more of the construct
C. To make unequal intervals statistically equal
D. To convert every scale into a ratio scale

33 Respondents indicate agreement with each statement using categories from "strongly disagree" to "strongly agree," and item scores are summed. Which technique is used?

Important scaling techniques Medium
A. Thurstone scaling
B. Guttman scaling
C. Likert scaling
D. Stapel scaling

34 A brand is rated between bipolar adjective pairs such as "unreliable–reliable" and "traditional–modern." Which scaling technique is most appropriate?

Important scaling techniques Medium
A. Guttman cumulative scale
B. Paired comparison scale
C. Constant-sum scale
D. Semantic differential scale

35 A respondent allocates 100 points among price, quality, service, and convenience according to their relative importance. Which technique is being applied?

Important scaling techniques Medium
A. Likert scaling
B. Constant-sum scaling
C. Stapel scaling
D. Rank-order scaling

36 A political participation scale is designed so that agreeing with a difficult item implies agreement with all easier items below it. Which technique does this describe?

Important scaling techniques Medium
A. Thurstone scaling
B. Semantic differential scaling
C. Likert scaling
D. Guttman scaling

37 Employees are assigned department codes: 1 for Sales, 2 for Finance, and 3 for Operations. Which statistic is most appropriate for describing the most common department?

Statistical properties of different scales Medium
A. Median
B. Mean
C. Mode
D. Standard deviation

38 Contestants are ranked first, second, and third, but the performance gaps are unknown. Which summary measure is appropriate for these rankings?

Statistical properties of different scales Medium
A. Geometric mean
B. Median
C. Coefficient of variation
D. Arithmetic mean

39 Temperature measured in Celsius permits meaningful differences but not meaningful ratios. Why is the statement "C is twice as hot as C" invalid?

Statistical properties of different scales Medium
A. Celsius intervals are unequal
B. The Celsius zero point is arbitrary
C. Celsius values cannot be ordered
D. Temperature has no measurable variation

40 A researcher converts every weight from kilograms to grams using . Why are ratio comparisons preserved after this transformation?

Statistical properties of different scales Medium
A. The transformation multiplies by a positive constant
B. The transformation changes ranks randomly
C. The transformation creates an arbitrary zero
D. The transformation adds a fixed constant

41 A researcher measures classroom participation using a 12-item observation schedule. Two observers agree on 92% of ratings, but nearly all students are classified as "low participation." Which statistic is most appropriate for assessing agreement while correcting for chance?

Tools of sound measurement Hard
A. Spearman-Brown coefficient
B. Cohen's kappa coefficient
C. Cronbach's alpha coefficient
D. Pearson's correlation coefficient

42 A new anxiety inventory correlates strongly with an established anxiety scale but also correlates almost equally with a depression scale. Which conclusion is most defensible?

Tools of sound measurement Hard
A. Content validity is established, but criterion validity is questionable
B. Convergent validity is supported, but discriminant validity is questionable
C. Predictive validity is established, but concurrent validity is questionable
D. Discriminant validity is supported, but convergent validity is questionable

43 A knowledge test produces highly consistent scores across repeated administrations, yet experts find that it omits two major domains in the course specification. Which property is primarily deficient?

Tools of sound measurement Hard
A. Inter-rater reliability
B. Content validity
C. Temporal stability
D. Scorer objectivity

44 A researcher needs to measure a latent construct whose manifestations differ substantially across cultural groups. Which approach best supports sound cross-cultural measurement?

Tools of sound measurement Hard
A. Use literal translation and compare raw total scores
B. Establish measurement invariance before comparing group means
C. Standardize scores separately and assume construct equivalence
D. Retain only items with identical response frequencies

45 During scale development, an item has a corrected item-total correlation of , but experts judge it essential for covering a theoretically distinct facet. What is the best next action?

Techniques of developing measurement tools Hard
A. Retain it unchanged because expert judgment overrides statistics
B. Reverse-score it because low correlations imply opposite wording
C. Revise it and evaluate the facet with additional items
D. Delete it immediately because its correlation is below

46 An exploratory factor analysis of 30 newly written items yields four correlated factors, although theory predicts one higher-order construct expressed through four dimensions. Which analytic strategy is most appropriate next?

Techniques of developing measurement tools Hard
A. Average all items because the dimensions are correlated
B. Delete items until a single eigenvalue exceeds one
C. Run an orthogonal rotation and force factor independence
D. Fit a higher-order confirmatory factor model to new data

47 In classical test theory, a 20-item scale has reliability . Assuming added items are parallel to the original items, approximately how many total items are required to reach reliability ?

Techniques of developing measurement tools Hard
A. 40 items
B. 50 items
C. 30 items
D. 60 items

48 A pilot scale has Cronbach's alpha of , but several items are nearly paraphrases of one another and the scale poorly predicts an external criterion. What is the most accurate interpretation?

Techniques of developing measurement tools Hard
A. The scale is valid because high reliability limits measurement error
B. The scale is unidimensional because alpha exceeds
C. The scale may be redundant without adequate criterion validity
D. The criterion must be unreliable because alpha is very high

49 Which statement best distinguishes measurement from scaling in social research?

Meaning of scaling Hard
A. Measurement produces raw data, while scaling necessarily produces standardized data
B. Measurement applies only to objects, while scaling applies only to respondents
C. Measurement ranks observations, while scaling always establishes equal intervals
D. Measurement assigns values by rules, while scaling locates entities on a continuum

50 Respondents rank five policies from most to least preferred. Why does this operation not, by itself, justify interpreting the difference between ranks 1 and 2 as equal to the difference between ranks 4 and 5?

Meaning of scaling Hard
A. Ranks permit classification but do not establish any ordering
B. Ranks establish intervals but do not provide an absolute zero
C. Ranks measure proportions but do not preserve preference direction
D. Ranks identify order but do not establish equal intervals

51 A transformation changes every score according to . For which highest scale level does this transformation always preserve the scale's admissible meaning?

Meaning of scaling Hard
A. Ratio scale
B. Ordinal scale only
C. Interval scale
D. Nominal scale only

52 Researchers encode employment status as unemployed , part-time , and full-time . They then report that full-time status is "three times" unemployment status. What is the fundamental error?

Meaning of scaling Hard
A. Treating dichotomous outcomes as continuous quantities
B. Treating nominal category codes as ratio-scale quantities
C. Treating interval scores as ratio-scale quantities
D. Treating ordinal ranks as interval-scale quantities

53 Judges assign favorability values to attitude statements, and respondents later indicate only whether they agree with each statement. A respondent's attitude score is based on the scale values of endorsed items. Which technique is being used?

Important scaling techniques Hard
A. Likert summated rating
B. Thurstone equal-appearing interval scaling
C. Guttman cumulative scaling
D. Osgood semantic differential scaling

54 Four items are intended to form a perfect Guttman scale from easiest to hardest. A respondent endorses items 1, 2, and 4 but rejects item 3. How should this pattern be interpreted?

Important scaling techniques Hard
A. It indicates equal intervals between the four item thresholds
B. It proves item 4 is easier than item 3 for all respondents
C. It is acceptable because only the number of endorsements matters
D. It is a scale error because endorsement violates cumulative ordering

55 A researcher asks respondents to rate a university from to using a single adjective, "innovative," displayed above the numbers. Which technique is most directly represented?

Important scaling techniques Hard
A. Stapel scale
B. Bogardus scale
C. Semantic differential scale
D. Likert scale

56 A paired-comparison study contains 10 brands, and every unordered pair must be evaluated once. How many distinct comparisons are required?

Important scaling techniques Hard
A. 40 comparisons
B. 45 comparisons
C. 50 comparisons
D. 90 comparisons

57 Which analysis remains meaningful under every admissible strictly increasing transformation of ordinal data?

Statistical properties of different scales Hard
A. Comparing standard deviations
B. Comparing arithmetic means
C. Comparing rank-order medians
D. Comparing geometric means

58 Temperatures measured in Celsius are converted to Fahrenheit. Which statement remains invariant under this transformation?

Statistical properties of different scales Hard
A. The Pearson correlation with another variable is unchanged
B. The coefficient of variation is unchanged
C. The geometric mean retains the same substantive meaning
D. One temperature is twice another

59 A ratio-scale variable is transformed to . Which quantity is guaranteed to remain numerically unchanged?

Statistical properties of different scales Hard
A. Arithmetic mean
B. Standard deviation
C. Interquartile range
D. Coefficient of variation

60 A researcher analyzes a single five-category Likert item with a highly skewed distribution and no defensible equal-interval assumption. Which summary is most consistent with its formal measurement level?

Statistical properties of different scales Hard
A. Median and interquartile range
B. Harmonic mean and coefficient of variation
C. Mean and standard deviation
D. Geometric mean and variance