Unit 6: Measurement and Scaling Technique - Practice Quiz

DEMGN832 — Research Methodology 60 Questions
0 Correct 0 Wrong 60 Left
0/60

1 Which quality of a measurement tool indicates that it measures what it is intended to measure?

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

2 What does the reliability of a measurement tool indicate?

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

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

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

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

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

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

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

7 Why are operational definitions prepared during tool development?

Techniques of developing measurement tools Easy
A. To remove all research limitations
B. To summarize the final findings
C. To define how variables are measured
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. Removal of scoring guidelines
C. Uniform administration procedures
D. Different instructions for each person

9 What is scaling in research methodology?

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

10 A scale generally places respondents or objects on a:

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

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

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

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

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

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

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

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

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

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

Statistical properties of different scales Easy
A. Mean
B. Mode
C. Standard deviation
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. Interval scale
C. Nominal scale
D. Ratio 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. Interval scale
D. Ratio 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. Criterion validity
B. Inter-rater reliability
C. Content 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. Content validity
B. Internal consistency
C. Construct validity
D. Predictive validity

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. Split-half reliability
B. Face validity
C. Concurrent validity
D. Predictive 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. Content validity
B. Test-retest reliability
C. Convergent 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. Randomizing the sample
B. Standardizing the scores
C. Tabulating the responses
D. Operationalizing the construct

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. Increase every item's score
B. Reduce the pilot sample
C. Inspect Item 7 for faulty wording
D. Replace alpha with the mean

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 establish the population parameter
C. To identify wording and administration problems
D. To guarantee statistically significant results

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. Eliminates errors from responses
D. Places attitudes along a continuum

30 Which statement best distinguishes measurement from scaling in research?

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

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. Equal intervals between categories
C. A meaningful absolute zero
D. Direct measurement of magnitude

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

Meaning of scaling Medium
A. To make unequal intervals statistically equal
B. To interpret whether higher scores mean more of the construct
C. To ensure that every respondent receives a unique score
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. Likert scaling
C. Stapel scaling
D. Guttman 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. Semantic differential scale
B. Paired comparison scale
C. Constant-sum scale
D. Guttman cumulative 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. Rank-order scaling
B. Constant-sum scaling
C. Stapel scaling
D. Likert 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. Likert scaling
B. Semantic differential scaling
C. Thurstone 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. Mode
B. Mean
C. Median
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. Median
B. Arithmetic mean
C. Coefficient of variation
D. Geometric 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. Temperature has no measurable variation
B. The Celsius zero point is arbitrary
C. Celsius values cannot be ordered
D. Celsius intervals are unequal

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 adds a fixed constant
B. The transformation changes ranks randomly
C. The transformation creates an arbitrary zero
D. The transformation multiplies by a positive 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. Pearson's correlation coefficient
B. Cronbach's alpha coefficient
C. Cohen's kappa coefficient
D. Spearman-Brown 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. Temporal stability
B. Content validity
C. Scorer objectivity
D. Inter-rater reliability

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

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. Revise it and evaluate the facet with additional items
B. Reverse-score it because low correlations imply opposite wording
C. Retain it unchanged because expert judgment overrides statistics
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. Fit a higher-order confirmatory factor model to new data
C. Delete items until a single eigenvalue exceeds one
D. Run an orthogonal rotation and force factor independence

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. 30 items
B. 40 items
C. 60 items
D. 50 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 unidimensional because alpha exceeds
B. The scale may be redundant without adequate criterion validity
C. The criterion must be unreliable because alpha is very high
D. The scale is valid because high reliability limits measurement error

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

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

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

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. Interval scale
B. Nominal scale only
C. Ratio scale
D. Ordinal 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 interval scores as ratio-scale quantities
B. Treating nominal category codes as ratio-scale quantities
C. Treating dichotomous outcomes as continuous 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. Guttman cumulative scaling
B. Thurstone equal-appearing interval scaling
C. Likert summated rating
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 is acceptable because only the number of endorsements matters
B. It proves item 4 is easier than item 3 for all respondents
C. It indicates equal intervals between the four item thresholds
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 geometric means
C. Comparing arithmetic means
D. Comparing rank-order medians

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

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

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

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

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. Mean and standard deviation
C. Harmonic mean and coefficient of variation
D. Geometric mean and variance