1What is usually the first step in the research process?
Research Process Steps
Easy
A.Collecting the research data
B.Writing the research report
C.Analyzing the research results
D.Identifying the research problem
Correct Answer: Identifying the research problem
Explanation:
Research normally begins by identifying and clearly defining the problem to be studied.
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2What is the main purpose of reviewing existing literature?
Research Process Steps
Easy
A.To understand previous research
B.To recruit research participants
C.To prepare the final questionnaire
D.To calculate the sample size
Correct Answer: To understand previous research
Explanation:
A literature review helps the researcher understand existing knowledge and identify research gaps.
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3What is a research hypothesis?
Research Process Steps
Easy
A.A testable statement or prediction
B.A list of research sources
C.A description of the sample
D.A summary of collected data
Correct Answer: A testable statement or prediction
Explanation:
A hypothesis is a clear statement or prediction that can be tested using research data.
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4Which research step involves gathering information from participants or other sources?
Research Process Steps
Easy
A.Data collection
B.Report preparation
C.Problem identification
D.Literature review
Correct Answer: Data collection
Explanation:
Data collection is the step in which information is gathered using tools such as surveys, interviews, or observations.
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5What usually happens after research data have been collected?
Research Process Steps
Easy
A.The proposal is submitted
B.The data are analyzed
C.The problem is identified
D.The topic is selected
Correct Answer: The data are analyzed
Explanation:
After collection, data are organized and analyzed to answer the research questions.
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6Which step communicates the findings and conclusions of a study?
Research Process Steps
Easy
A.Choosing a topic
B.Selecting a sample
C.Writing the report
D.Forming a hypothesis
Correct Answer: Writing the report
Explanation:
The research report presents the study's methods, findings, conclusions, and recommendations.
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7What is the main function of research objectives?
Research Process Steps
Easy
A.To replace data analysis
B.To increase the population
C.To guide the research study
D.To guarantee expected results
Correct Answer: To guide the research study
Explanation:
Research objectives state what the study intends to achieve and guide its activities.
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8What is a research design?
Research Design - Introduction and Types of Research Designs
Easy
A.A record of all findings
B.A list of all respondents
C.A plan for conducting research
D.A summary of all references
Correct Answer: A plan for conducting research
Explanation:
A research design is the overall plan or blueprint for collecting and analyzing data.
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9Which research design is commonly used when a problem is not clearly understood?
Research Design - Introduction and Types of Research Designs
Easy
A.Descriptive research design
B.Exploratory research design
C.Experimental research design
D.Longitudinal research design
Correct Answer: Exploratory research design
Explanation:
Exploratory research is used to gain initial insights into a problem that is not yet clearly defined.
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10Which research design focuses on describing the characteristics of a group or situation?
Research Design - Introduction and Types of Research Designs
Easy
A.Exploratory research design
B.Experimental research design
C.Descriptive research design
D.Causal research design
Correct Answer: Descriptive research design
Explanation:
Descriptive research explains what exists by describing the characteristics of a population or situation.
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11Which research design usually involves manipulating an independent variable?
Research Design - Introduction and Types of Research Designs
Easy
A.Descriptive research design
B.Exploratory research design
C.Cross-sectional research design
D.Experimental research design
Correct Answer: Experimental research design
Explanation:
Experimental research manipulates an independent variable to examine its effect on a dependent variable.
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12Which design collects data from participants at a single point in time?
Research Design - Introduction and Types of Research Designs
Easy
A.Experimental design
B.Exploratory design
C.Cross-sectional design
D.Longitudinal design
Correct Answer: Cross-sectional design
Explanation:
A cross-sectional design studies a population or sample at one specific point in time.
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13Which research design studies the same subjects over an extended period?
Research Design - Introduction and Types of Research Designs
Easy
A.Cross-sectional research design
B.Exploratory research design
C.Descriptive research design
D.Longitudinal research design
Correct Answer: Longitudinal research design
Explanation:
A longitudinal design repeatedly examines the same subjects over time to identify changes.
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14What is a sample in research?
Sampling
Easy
A.The final research report
B.A subset of the population
C.A method of data analysis
D.The entire research population
Correct Answer: A subset of the population
Explanation:
A sample is a smaller group selected from the population for participation in a study.
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15What does the term population mean in research?
Sampling
Easy
A.Only the selected respondents
B.The entire group of interest
C.The variables being measured
D.Only the available participants
Correct Answer: The entire group of interest
Explanation:
The population includes all individuals, objects, or cases about which the researcher wants information.
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16In which sampling method does every population member have an equal chance of selection?
Sampling
Easy
A.Simple random sampling
B.Quota sampling
C.Purposive sampling
D.Convenience sampling
Correct Answer: Simple random sampling
Explanation:
Simple random sampling gives every member of the population an equal chance of being selected.
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17Which sampling method divides a population into groups and selects members from each group?
Sampling
Easy
A.Convenience sampling
B.Purposive sampling
C.Stratified sampling
D.Snowball sampling
Correct Answer: Stratified sampling
Explanation:
Stratified sampling divides the population into subgroups called strata and selects participants from each stratum.
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18Which method selects every th member from an ordered population list?
Sampling
Easy
A.Cluster sampling
B.Purposive sampling
C.Systematic sampling
D.Convenience sampling
Correct Answer: Systematic sampling
Explanation:
Systematic sampling selects members at a fixed interval, such as every th person on a list.
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19Which sampling method selects participants because they are easy to reach?
Sampling
Easy
A.Convenience sampling
B.Stratified sampling
C.Simple random sampling
D.Systematic sampling
Correct Answer: Convenience sampling
Explanation:
Convenience sampling selects participants based on their availability and accessibility.
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20What is a sampling frame?
Sampling
Easy
A.A diagram of research variables
B.A schedule for collecting data
C.A list of population members
D.A summary of research findings
Correct Answer: A list of population members
Explanation:
A sampling frame is a list or record of population members from which a sample can be selected.
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21A researcher wants to study "poor academic performance" among university students. Before collecting data, which action would most effectively convert this broad concern into a researchable problem?
Research Process Steps
Medium
A.Select participants who are readily available
B.Specify the population, variables, context, and scope
C.Choose statistical software for analyzing the data
D.Prepare tables for presenting the final results
Correct Answer: Specify the population, variables, context, and scope
Explanation:
A researchable problem clearly identifies the target population, relevant variables, setting, and boundaries of the investigation.
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22During a literature review, a researcher discovers that several studies have already examined employee motivation, but few have studied remote workers in small firms. What should the researcher do next?
Research Process Steps
Medium
A.Skip hypothesis development and begin data collection
B.Repeat one of the earlier studies without modification
C.Exclude previous studies from the research report
D.Use the identified gap to refine the research problem
Correct Answer: Use the identified gap to refine the research problem
Explanation:
A literature gap helps narrow the problem and establish how the proposed study can add relevant knowledge.
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23A study predicts that employees receiving weekly feedback will have higher productivity than employees receiving monthly feedback. This statement is best classified as:
Research Process Steps
Medium
A.A descriptive research objective
B.A directional research hypothesis
C.A general problem statement
D.A null statistical hypothesis
Correct Answer: A directional research hypothesis
Explanation:
The statement predicts both a relationship and its direction: weekly feedback is expected to produce higher productivity.
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24In a pilot study, participants interpret the term "regular exercise" in very different ways. Which response is most appropriate before the main study?
Research Process Steps
Medium
A.Define the term operationally and revise the instrument
B.Increase the sample size without changing the instrument
C.Analyze the pilot responses as the final study data
D.Remove participants who interpreted the term differently
Correct Answer: Define the term operationally and revise the instrument
Explanation:
An operational definition makes the variable measurable and reduces inconsistent interpretation among respondents.
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25After analyzing the data, a researcher finds no statistically significant support for the main hypothesis. What is the most appropriate action?
Research Process Steps
Medium
A.Report the result and discuss possible explanations
B.Repeat the analysis until significance is obtained
C.Change the hypothesis to match the observed result
D.Remove observations that contradict the prediction
Correct Answer: Report the result and discuss possible explanations
Explanation:
Researchers should report unsupported hypotheses honestly and interpret the finding in relation to theory, methods, and limitations.
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26Which sequence best represents a logically ordered portion of the research process?
Research Process Steps
Medium
A.Formulate hypotheses, collect data, review literature, select a design
B.Review literature, formulate hypotheses, select a design, collect data
C.Select a design, collect data, review literature, formulate hypotheses
D.Collect data, review literature, select a design, formulate hypotheses
Correct Answer: Review literature, formulate hypotheses, select a design, collect data
Explanation:
Literature informs hypotheses, the hypotheses guide the design, and data are collected only after the design has been established.
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27A company wants to understand why customers are abandoning a newly launched mobile application, but it has little prior information about the issue. Which design is most suitable initially?
Research Design - Introduction and Types of Research Designs
Medium
A.Exploratory research using interviews and user observations
B.Experimental research using randomized price changes
C.Longitudinal research using annual sales summaries
D.Descriptive research using a national customer census
Correct Answer: Exploratory research using interviews and user observations
Explanation:
Exploratory research is appropriate when the problem is not clearly understood and initial insights are needed.
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28A public health researcher estimates the percentage of adults who currently use electronic cigarettes by surveying a representative sample once. Which research design is being used?
Research Design - Introduction and Types of Research Designs
Medium
A cross-sectional descriptive design measures characteristics of a population at a single point or limited period in time.
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29A researcher randomly assigns patients to either a new therapy or the standard therapy and compares recovery times. Which feature most strongly supports a causal conclusion?
Research Design - Introduction and Types of Research Designs
Medium
A.Random assignment to treatment conditions
B.Measurement at the end of treatment
C.Use of a large descriptive questionnaire
D.Selection of patients from one hospital
Correct Answer: Random assignment to treatment conditions
Explanation:
Random assignment helps balance confounding factors between groups, strengthening the inference that treatment caused the difference.
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30Two existing classrooms are compared after one receives a new teaching method and the other continues with the usual method. Students could not be randomly assigned. This is best described as:
Research Design - Introduction and Types of Research Designs
Medium
A.A cross-sectional survey design
B.A quasi-experimental design
C.A purely exploratory design
D.A true experimental design
Correct Answer: A quasi-experimental design
Explanation:
The study introduces an intervention and comparison group but lacks random assignment, which characterizes a quasi-experiment.
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31A researcher surveys the same group of employees every six months for three years to examine changes in job satisfaction. Which design is most appropriate?
Research Design - Introduction and Types of Research Designs
Medium
A.Longitudinal panel design
B.Posttest-only experimental design
C.Cross-sectional survey design
D.Exploratory interview design
Correct Answer: Longitudinal panel design
Explanation:
A panel design repeatedly measures the same participants, allowing the researcher to study individual and group changes over time.
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32A study finds that coffee consumption is associated with workplace productivity, but coffee drinkers also sleep more than non-coffee drinkers. In this study, sleep duration is most likely:
Research Design - Introduction and Types of Research Designs
Medium
A.A potential confounding variable
B.The study's sampling frame
C.A randomized treatment condition
D.The primary dependent variable
Correct Answer: A potential confounding variable
Explanation:
Sleep duration may be related to both coffee consumption and productivity, creating an alternative explanation for the observed association.
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33A researcher studies one community's recovery after a major flood using interviews, documents, and observations. The main goal is an in-depth understanding of that bounded setting. Which design fits best?
Research Design - Introduction and Types of Research Designs
Medium
A.Cross-sectional census design
B.Randomized experimental design
C.Case study design
D.Correlational survey design
Correct Answer: Case study design
Explanation:
A case study investigates a bounded case in depth and commonly combines several sources of evidence.
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34A university wants its sample to include appropriate proportions of undergraduate, postgraduate, and doctoral students. Students are randomly selected within each academic group. Which method is used?
Sampling
Medium
A.Systematic convenience sampling
B.Simple random sampling
C.Proportionate stratified random sampling
D.One-stage cluster sampling
Correct Answer: Proportionate stratified random sampling
Explanation:
The population is divided into academic strata, and random samples are taken in proportion to each stratum's population size.
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35A national researcher randomly selects 20 schools and surveys every teacher in each selected school. Which sampling method does this illustrate?
Sampling
Medium
A.Stratified random sampling
B.Systematic individual sampling
C.Purposive expert sampling
D.One-stage cluster sampling
Correct Answer: One-stage cluster sampling
Explanation:
Schools serve as naturally occurring clusters, and all teachers within the selected clusters are surveyed.
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36A researcher selects every 25th customer from an ordered database after choosing a random starting position between 1 and 25. Which method is being applied?
Sampling
Medium
A.Snowball sampling
B.Systematic random sampling
C.Quota sampling
D.Simple random sampling
Correct Answer: Systematic random sampling
Explanation:
Systematic sampling uses a random start followed by selection at a fixed interval, which is 25 in this case.
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37A researcher uses systematic sampling on a staff list ordered by a repeating pattern of five departments and selects every fifth employee. What is the main sampling concern?
Sampling
Medium
A.Periodicity may systematically favor one department
B.Stratification will make the sample too homogeneous
C.Cluster selection will exclude all large departments
D.Random selection will produce excessive sampling error
Correct Answer: Periodicity may systematically favor one department
Explanation:
When the sampling interval matches a repeating pattern in the list, systematic sampling may repeatedly select members of the same category.
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38Using the simplified formula , what sample size is required when the desired margin of error is ?
Sampling
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Substituting gives .
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39An online employee survey has a low response rate, and most respondents are senior managers. What is the greatest threat to the sample's representativeness?
Sampling
Medium
A.Interviewer bias
B.Instrumentation bias
C.Recall bias
D.Nonresponse bias
Correct Answer: Nonresponse bias
Explanation:
Nonresponse bias occurs when respondents differ systematically from nonrespondents, causing some employee groups to be overrepresented.
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40A researcher studying the experiences of disaster-response coordinators deliberately recruits participants who have managed at least three major emergencies. Which sampling method is most appropriate?
Sampling
Medium
A.Simple random sampling
B.Systematic sampling
C.Proportionate sampling
D.Purposive sampling
Correct Answer: Purposive sampling
Explanation:
Purposive sampling deliberately selects information-rich participants who meet criteria relevant to the research question.
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41A researcher observes a negative association between remote-work frequency and employee creativity. Before formulating a causal hypothesis, which action best addresses the possibility that job complexity influences both variables?
Research Process Steps
Hard
A.Increase the sample size until the association becomes statistically significant
B.Replace creativity scores with a binary creative-versus-noncreative classification
C.Develop a conceptual model identifying job complexity as a potential confounder
D.Remove employees whose creativity scores lie above the sample mean
Correct Answer: Develop a conceptual model identifying job complexity as a potential confounder
Explanation:
A conceptual model should identify plausible common causes before hypotheses and analyses are finalized. Sample size and outcome recoding do not resolve confounding.
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42A theory defines organizational resilience as the capacity to anticipate, absorb, and adapt to disruptions. A study measures resilience only by the number of days required to restore operations. Which research-process problem is most evident?
Research Process Steps
Hard
A.The statistical model contains excessive independent variables
B.The sampling frame has insufficient geographic coverage
C.The operational definition underrepresents the construct domain
D.The research question lacks a specified unit of analysis
Correct Answer: The operational definition underrepresents the construct domain
Explanation:
Recovery time captures absorption or restoration but omits anticipation and adaptation. This creates construct underrepresentation and weakens content validity.
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43After preregistering a confirmatory hypothesis, researchers discover an unexpected nonlinear pattern and build a quadratic model using the same data. What is the most defensible reporting practice?
Research Process Steps
Hard
A.Average both model estimates to preserve the original hypothesis
B.Label the quadratic result exploratory and seek independent confirmation
C.Suppress the preregistered model because it is no longer informative
D.Report the quadratic model as confirmatory because it fits better
Correct Answer: Label the quadratic result exploratory and seek independent confirmation
Explanation:
A pattern discovered and modeled in the same data is exploratory. Transparent labeling and validation with independent data limit overfitting and hindsight bias.
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44A literature review reveals three well-supported theories that predict the same outcome through different mechanisms. Which next step most strengthens the study's contribution?
Research Process Steps
Hard
A.Select the oldest theory and reproduce its original measurement procedure
B.Construct competing hypotheses that distinguish the theories empirically
C.Postpone theory selection until statistically significant results appear
D.Combine all theoretical constructs into a single composite predictor
Correct Answer: Construct competing hypotheses that distinguish the theories empirically
Explanation:
Competing hypotheses specify observations that can discriminate among mechanisms. Combining constructs or selecting a theory by age does not provide a strong theoretical test.
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45A pilot study shows that respondents interpret the term "household income" as personal salary, combined earnings, or disposable income. At which research-process stage should this issue primarily be corrected?
Research Process Steps
Hard
A.Estimation of the achieved statistical power
B.Formatting of the final results and discussion
C.Conceptualization and operationalization of the variables
D.Selection of the final inferential significance level
Correct Answer: Conceptualization and operationalization of the variables
Explanation:
The item does not map consistently to a defined construct. The construct and its measurement instructions must be clarified before full data collection.
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46Researchers test 30 outcomes, report only two with , and describe both as prespecified primary outcomes. Which practice would most directly improve the credibility of the research process?
Research Process Steps
Hard
A.Preregister the primary outcomes and planned analysis before data inspection
B.Increase the number of outcomes to improve construct coverage
C.Replace probability values with standardized regression coefficients
D.Transform all outcomes until their distributions become normal
Correct Answer: Preregister the primary outcomes and planned analysis before data inspection
Explanation:
Prospective preregistration distinguishes confirmatory tests from data-dependent selections and reduces selective outcome reporting. Transformations and effect sizes do not solve undisclosed multiplicity.
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47A policy begins nationwide on one known date. Monthly outcome data are available for five years before and three years after implementation, but no comparable untreated population exists. Which design best evaluates an abrupt policy effect?
Research Design - Introduction and Types of Research Designs
Hard
A.Interrupted time-series design
B.One-shot posttest-only design
C.Cross-sectional correlational design
D.Static-group comparison design
Correct Answer: Interrupted time-series design
Explanation:
An interrupted time series estimates changes in level or trend at a known intervention point using repeated preintervention and postintervention observations.
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48A scholarship is awarded when an independently scored examination mark is at least 80. Researchers compare later enrollment among applicants immediately above and below 80. Which assumption is most critical for a regression discontinuity interpretation?
Research Design - Introduction and Types of Research Designs
Hard
A.Scholarship effects remain constant at every examination score
B.The outcome has equal variance in every score category
C.Applicants cannot precisely manipulate scores around the cutoff
D.All applicants have identical probabilities of examination success
Correct Answer: Applicants cannot precisely manipulate scores around the cutoff
Explanation:
Regression discontinuity relies on units near the threshold being comparable apart from treatment assignment. Precise score manipulation can destroy this local comparability.
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49Participants are randomized to treatment or control, but taking a pretest may itself change responsiveness to treatment. Which design can separately assess treatment, pretest, and pretest-by-treatment effects?
Research Design - Introduction and Types of Research Designs
Hard
A.Single-group repeated-measures design
B.Latin-square crossover design
C.Solomon four-group design
D.Matched posttest-only design
Correct Answer: Solomon four-group design
Explanation:
The Solomon design combines pretested and non-pretested treatment and control groups, allowing researchers to evaluate whether pretesting sensitizes participants to treatment.
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50A researcher measures political trust in nationally representative samples in 2015, 2020, and 2025, drawing different individuals each time. What design is this?
Research Design - Introduction and Types of Research Designs
Hard
A.Prospective cohort design
B.Repeated cross-sectional design
C.Interrupted cohort design
D.Retrospective panel design
Correct Answer: Repeated cross-sectional design
Explanation:
Repeated cross-sectional studies sample the same target population at multiple times but do not follow the same individuals, so population trends rather than individual changes are estimated.
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51In a factorial experiment, the effect of training format reverses direction across levels of feedback frequency. Which conclusion is most appropriate?
Research Design - Introduction and Types of Research Designs
Hard
A.Training format has no interpretable main effect under any condition
B.The design cannot estimate effects because the factors are crossed
C.Feedback frequency must be statistically unrelated to the outcome
D.The interaction should be interpreted before either marginal main effect
Correct Answer: The interaction should be interpreted before either marginal main effect
Explanation:
A reversal indicates a qualitative interaction. Marginal main effects can conceal opposing conditional effects, so the interaction and simple effects take priority.
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52A hospital introduces a safety protocol in one ward, while another ward continues usual practice. Both wards are measured before and after implementation, but patients are not randomized. Which design and principal threat are correctly paired?
Research Design - Introduction and Types of Research Designs
Hard
This is a nonequivalent-control-group quasi-experiment. Because wards were not randomized, ward-specific events occurring over time may produce an apparent intervention effect.
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53A randomized crossover trial compares treatments A and B, but treatment A may have effects that persist into the next period despite a short washout. Which validity threat is most specific to this design?
Research Design - Introduction and Types of Research Designs
Hard
A.Differential baseline selection between randomized treatment groups
B.Ecological bias caused by group-level outcome aggregation
C.Recall bias caused by retrospective exposure measurement
D.Carryover contamination of the subsequent treatment period
Correct Answer: Carryover contamination of the subsequent treatment period
Explanation:
In crossover designs, residual effects from the first treatment can influence outcomes under the second treatment. An adequate washout or a different design is therefore essential.
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54Investigators studying a rare disease identify affected patients and unaffected controls, then reconstruct prior exposure histories. Under which condition does the odds ratio estimate the risk ratio most closely?
Research Design - Introduction and Types of Research Designs
Hard
A.The sample contains equal numbers of cases and controls
B.The exposure is rare among both cases and selected controls
C.The disease is rare in both exposed and unexposed populations
D.The controls are matched to cases on several confounders
Correct Answer: The disease is rare in both exposed and unexposed populations
Explanation:
Under the rare-disease assumption, disease odds approximate disease risks, so the exposure odds ratio from a case-control study approximates the risk ratio.
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55A population has two strata. Stratum 1 has and standard deviation ; stratum 2 has and standard deviation . With equal per-unit sampling costs and total sample size , what is the Neyman allocation?
Sampling
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Neyman allocation uses . The weights are and , giving approximately and .
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56A one-stage cluster sample has average cluster size and intracluster correlation . Ignoring unequal cluster sizes, what is the approximate design effect relative to simple random sampling?
Sampling
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The cluster design effect is approximately . Positive within-cluster similarity reduces effective information.
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57Villages vary greatly in population size. A first-stage probability-proportional-to-size sample selects villages, and an equal number of households is then sampled from every selected village. What is the main benefit of this combination?
Sampling
Hard
A.It guarantees zero sampling variance for population means
B.It removes intracluster correlation among sampled households
C.It converts the multistage sample into a stratified census
D.It can produce approximately self-weighting household inclusion probabilities
Correct Answer: It can produce approximately self-weighting household inclusion probabilities
Explanation:
Selection probability proportional to village size can offset the lower within-village household sampling fraction in larger villages, yielding roughly equal overall household inclusion probabilities.
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58A production list repeats a five-item shift pattern, and a systematic sample uses interval after one random start. What is the most serious sampling risk?
Sampling
Hard
A.Periodicity may systematically include only one position in each pattern
B.Poststratification may force every sampling weight to equal one
C.Replacement may cause the same listed unit to appear several times
D.Stratification may assign units to mutually overlapping subgroups
Correct Answer: Periodicity may systematically include only one position in each pattern
Explanation:
When list periodicity matches the sampling interval, the sample may repeatedly select the same pattern position and become severely unrepresentative despite a random start.
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59In a probability sample, response rates are much lower among young adults. Age is known for respondents and nonrespondents, but the study outcome is observed only for respondents. Which adjustment is most directly supported by the available information?
Sampling
Hard
A.Replace every missing outcome with the overall respondent mean
B.Treat the respondent sample as a new simple random sample
C.Weight respondents by estimated response probabilities within age groups
D.Discard older respondents until all age groups have equal counts
Correct Answer: Weight respondents by estimated response probabilities within age groups
Explanation:
Response-propensity or weighting-class adjustments use observed auxiliary variables available for the full sample. They reduce bias when response is conditionally independent of the outcome given age.
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60Under simple random sampling without replacement, a researcher samples units from a finite population of . Which factor should multiply the usual standard error computed as if the population were infinite?
Sampling
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The finite population correction is . Substituting and gives .
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