1Which of the following is logically the first step in the research process?
A.Formulating the research hypothesis
B.Designing the research methodology
C.Defining the research problem
D.Collecting data
Correct Answer: Defining the research problem
Explanation:
The research process begins with identifying and defining the research problem. Without a clear problem statement, literature review and hypothesis formulation cannot proceed effectively.
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2A Research Design is best described as:
A.A blueprint or framework for conducting the research study
B.The specific conclusion drawn from the data
C. The final report of the research findings
D.The statistical software used for analysis
Correct Answer: A blueprint or framework for conducting the research study
Explanation:
Research design acts as a blueprint or roadmap that details the methods and procedures for collecting and analyzing the needed information.
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3In the context of research design, which variable is presumed to be the cause of change in another variable?
A.Extraneous variable
B.Independent variable
C.Dependent variable
D.Control variable
Correct Answer: Independent variable
Explanation:
The Independent Variable (IV) is the variable that is manipulated or presumed to cause a change in the Dependent Variable (DV).
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4Which type of research design is primarily concerned with describing the characteristics of a population or phenomenon?
A.Experimental Research
B.Causal Research
C.Descriptive Research
D.Exploratory Research
Correct Answer: Descriptive Research
Explanation:
Descriptive research aims to accurately and systematically describe a population, situation, or phenomenon (answering the Who, What, Where, When, and How).
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5When a researcher wants to gain background information, define terms, and clarify problems and hypotheses, which design is most appropriate?
A.Experimental Research
B.Causal Research
C.Conclusive Research
D.Exploratory Research
Correct Answer: Exploratory Research
Explanation:
Exploratory research is conducted for a problem that has not been studied more clearly, intended to establish priorities, develop operational definitions, and improve the final research design.
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6The aggregate of all the units/elements that possess the characteristics under study is called the:
A.Sampling Frame
B.Census
C.Population (or Universe)
D.Sample
Correct Answer: Population (or Universe)
Explanation:
The Population (or Universe) refers to the total group of individuals or units from which the sample might be drawn.
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7A numerical characteristic calculated from a sample (e.g., sample mean ) is called a:
A.Parameter
B.Variable
C.Statistic
D.Constant
Correct Answer: Statistic
Explanation:
A value derived from sample data is called a statistic, whereas a value derived from the entire population is called a parameter.
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8In Simple Random Sampling (SRS), the probability of selecting any specific unit from a population of size is:
A.
B.
C.
D.
Correct Answer:
Explanation:
In simple random sampling, every single element in the population has an equal chance of selection, which is defined as .
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9Which of the following is a type of Non-Probability sampling?
A.Snowball Sampling
B.Systematic Sampling
C.Cluster Sampling
D.Stratified Sampling
Correct Answer: Snowball Sampling
Explanation:
Snowball sampling is a non-probability technique where existing study subjects recruit future subjects from among their acquaintances. The others listed are probability sampling methods.
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10What is the primary difference between a Longitudinal design and a Cross-sectional design?
A.Cross-sectional studies the same sample over time; Longitudinal studies a sample at a single point in time
B.There is no difference
C.Longitudinal studies the same sample over time; Cross-sectional studies a sample at a single point in time
D.Longitudinal is qualitative; Cross-sectional is quantitative
Correct Answer: Longitudinal studies the same sample over time; Cross-sectional studies a sample at a single point in time
Explanation:
Longitudinal research observes the same variables/subjects over a period of time, while cross-sectional research analyzes data from a population at a single specific point in time.
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11In hypothesis testing, the hypothesis that states there is no significant difference or relationship is called the:
A.Working Hypothesis
B.Alternative Hypothesis ()
C.Descriptive Hypothesis
D.Null Hypothesis ()
Correct Answer: Null Hypothesis ()
Explanation:
The Null Hypothesis () proposes that there is no statistical significance between the two variables in the hypothesis.
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12Which sampling method involves dividing the population into homogeneous subgroups and then taking a simple random sample from each subgroup?
A.Cluster Sampling
B.Systematic Sampling
C.Convenience Sampling
D.Stratified Random Sampling
Correct Answer: Stratified Random Sampling
Explanation:
Stratified sampling involves dividing the population into strata (homogeneous groups) and sampling from each to ensure representation.
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13If a researcher selects every element from a list after a random start, this is known as:
A.Simple Random Sampling
B.Systematic Sampling
C.Quota Sampling
D.Purposive Sampling
Correct Answer: Systematic Sampling
Explanation:
Systematic sampling selects elements at regular intervals (every item) from the sampling frame.
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14Extraneous variables that are not part of the study but affect the measurement of the dependent variable are often controlled through:
A.Hypothesis formulation
B.Randomization
C.Observation
D.Literature review
Correct Answer: Randomization
Explanation:
Randomization helps to average out the effects of extraneous variables across the experimental and control groups.
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15Which of the following represents a Diagnostic Research Design?
A.Testing a new drug in a lab
B.Identifying the cause of a specific problem or phenomenon frequency
C.Predicting future trends based on history
D.Reviewing literature for a new topic
Correct Answer: Identifying the cause of a specific problem or phenomenon frequency
Explanation:
Diagnostic research helps determine the frequency with which something occurs or its association with something else, often to identify the root cause of a problem.
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16The list of all units in a population from which the sample is to be drawn is known as the:
A.Parameter List
B.Sampling Frame
C.Census Roll
D.Sample Size
Correct Answer: Sampling Frame
Explanation:
A sampling frame is the source material or device from which a sample is drawn (e.g., a telephone directory or employee list).
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17Which type of error decreases as the sample size () increases?
A.Administrative Error
B.Sampling Error
C.Systematic Error
D.Measurement Error
Correct Answer: Sampling Error
Explanation:
Sampling error occurs because a sample is not a census. As the sample size approaches the population size , the sampling error approaches zero.
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18A researcher stands at a mall entrance and surveys people who happen to pass by. This is an example of:
A.Stratified Sampling
B.Cluster Sampling
C.Convenience Sampling
D.Simple Random Sampling
Correct Answer: Convenience Sampling
Explanation:
Convenience sampling is a non-probability method where subjects are selected because of their convenient accessibility and proximity to the researcher.
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19In experimental design, the group that is exposed to the manipulation of the independent variable is the:
A.Experimental Group
B.Reference Group
C.Placebo Group
D.Control Group
Correct Answer: Experimental Group
Explanation:
The experimental group receives the treatment (manipulation of the IV), while the control group does not, providing a baseline for comparison.
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20The standard deviation of the sampling distribution of a statistic is referred to as:
A.Sampling Bias
B.Standard Deviation
C.Variance
D.Standard Error
Correct Answer: Standard Error
Explanation:
The Standard Error (SE) measures the dispersion of sample means around the population mean. Formula: .
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21Which of the following is NOT a step in the research process?
A.Manipulation of data to fit the hypothesis
B.Data Analysis
C.Data Collection
D.Report Writing
Correct Answer: Manipulation of data to fit the hypothesis
Explanation:
Manipulating data to ensure it fits the hypothesis is unethical and constitutes research misconduct. The other options are standard process steps.
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22Cluster sampling is most efficient when:
A.A sampling frame is easily available for every individual
B.High precision is the only goal regardless of cost
C.The population is very small
D.The population is geographically dispersed
Correct Answer: The population is geographically dispersed
Explanation:
Cluster sampling (e.g., area sampling) is cost-effective when the population is spread over a large area, as it reduces travel and logistical costs.
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23What is the primary function of a Literature Review in the research process?
A.To perform statistical analysis
B.To identify research gaps and prevent duplication
C.To collect primary data
D.To increase the word count of the report
Correct Answer: To identify research gaps and prevent duplication
Explanation:
A literature review surveys scholarly articles and other sources relevant to the issue, providing a description, summary, and critical evaluation of existing works to find gaps.
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24In Quota Sampling, the researcher:
A.Selects every 10th person
B.Selects the entire population
C.Selects samples randomly
D.Selects samples based on fixed proportions of characteristics (e.g., age, gender) non-randomly
Correct Answer: Selects samples based on fixed proportions of characteristics (e.g., age, gender) non-randomly
Explanation:
Quota sampling is a non-probability version of stratified sampling where the researcher ensures certain subgroups are represented in specific proportions/quotas.
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25Validity in research design refers to:
A.The speed of data collection
B.The size of the sample
C.The consistency of the results over time
D.The accuracy with which a method measures what it is intended to measure
Correct Answer: The accuracy with which a method measures what it is intended to measure
Explanation:
Validity assesses whether the research truly measures the concept it claims to measure. (Reliability refers to consistency).
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26A 'Pilot Study' is:
A.A theoretical framework
B.A small-scale preliminary study to evaluate feasibility
C.The final conclusion of a major study
D.A study conducted by airplane pilots
Correct Answer: A small-scale preliminary study to evaluate feasibility
Explanation:
A pilot study is a small-scale trial run done in preparation for the major study to test research instruments and procedures.
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27Which variable is held constant during an experiment to prevent it from influencing the outcome?
A.Random Variable
B.Binary Variable
C.Controlled Variable
D.Confounding Variable
Correct Answer: Controlled Variable
Explanation:
Controlled variables are kept constant to ensure that any changes in the dependent variable are due to the independent variable only.
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28Which of the following represents the correct mathematical calculation for the sampling interval () in systematic sampling?
A.
B.
C.
D.
Correct Answer:
Explanation:
The sampling interval is calculated by dividing the population size () by the desired sample size ().
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29Judgmental Sampling is also known as:
A.Purposive Sampling
B.Area Sampling
C.Simple Random Sampling
D.Cluster Sampling
Correct Answer: Purposive Sampling
Explanation:
Judgmental or Purposive sampling relies on the judgment of the researcher to select the units that best serve the purpose of the study.
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30Internal Validity is concerned with:
A.The cost of the research
B.Generalizability of results to the real world
C.Establishing a causal relationship between variables excluding other explanations
D.The sampling method used
Correct Answer: Establishing a causal relationship between variables excluding other explanations
Explanation:
Internal validity refers to the degree of confidence that the causal relationship being tested is trustworthy and not influenced by other variables.
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31Which design involves manipulation of independent variables but lacks random assignment?
A.True Experimental Design
B.Quasi-Experimental Design
C.Descriptive Design
D.Exploratory Design
Correct Answer: Quasi-Experimental Design
Explanation:
Quasi-experimental designs resemble experimental designs but lack the key element of random assignment to treatment or control groups.
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32The difference between the sample statistic and the true population parameter is called:
A.Non-Sampling Error
B.Correlation
C.Sampling Error
D.Standard Deviation
Correct Answer: Sampling Error
Explanation:
Sampling error is the natural discrepancy between a sample statistic (e.g., ) and the actual population parameter (e.g., ) due to sampling.
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33Which of the following is a source of Non-Sampling Error?
A.Choosing a sample size that is too small
B.Respondents providing false information (Response bias)
C.Statistical formula inaccuracy
D.Natural variation in the population
Correct Answer: Respondents providing false information (Response bias)
Explanation:
Non-sampling errors arise from data collection processes, such as poor questionnaire design, interviewer bias, or respondent errors, not from the act of sampling itself.
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34In a Randomized Control Trial (RCT), 'Randomization' ensures that:
A.The experiment is double-blind
B.The sample size is large
C.Participants are assigned to groups by chance to reduce bias
D.Data is collected electronically
Correct Answer: Participants are assigned to groups by chance to reduce bias
Explanation:
Randomization eliminates selection bias by ensuring every participant has an equal chance of being assigned to the experimental or control group.
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35What is 'Snowball Sampling' most useful for?
A.Political polling
B.Populations that are hard to reach or hidden
C.Testing products in a supermarket
D.Large national censuses
Correct Answer: Populations that are hard to reach or hidden
Explanation:
Snowball sampling relies on referrals, making it ideal for hidden populations (e.g., drug users, specific rare disease patients) where a sampling frame doesn't exist.
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36Which research step immediately follows 'Data Analysis'?
After analyzing the data (calculating statistics), the researcher interprets the results to test the hypothesis and draw conclusions.
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37A variable that can take on an infinite number of values within a range (e.g., weight, height) is called a:
A.Categorical Variable
B.Discrete Variable
C.Continuous Variable
D.Nominal Variable
Correct Answer: Continuous Variable
Explanation:
Continuous variables can be measured with varying degrees of precision (decimals) within a given interval.
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38The concept of 'Control' in research design is primarily aimed at:
A.Minimizing the variance of extraneous variables
B.Controlling the research team
C.Controlling the budget
D.Ensuring the sample is small
Correct Answer: Minimizing the variance of extraneous variables
Explanation:
Control in design refers to the methods used to minimize the influence of extraneous or confounding variables on the dependent variable.
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39Which of the following is an example of a Probability Sampling method?
A.Convenience Sampling
B.Quota Sampling
C.Judgment Sampling
D.Multi-stage Sampling
Correct Answer: Multi-stage Sampling
Explanation:
Multi-stage sampling involves combinations of probability methods (like cluster then random) at various stages. The others are non-probability methods.
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40If a sample is not representative of the population, the results suffer from:
A.Bias
B.Correlation
C.Validity
D.Reliability
Correct Answer: Bias
Explanation:
Bias refers to a systematic deviation of results from the truth, often caused by an unrepresentative sample (Selection Bias).
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41What does the symbol represent in research statistics?
A.Sample Mean
B.Population Variance
C.Sample Variance
D.Population Mean
Correct Answer: Population Mean
Explanation:
In statistics notation, Greek letters usually denote population parameters. (Mu) is the Population Mean.
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42A 'Double-Blind' study is one where:
A.Neither the participants nor the researchers know who is in the control or experimental group
B.Two researchers analyze the data
C.Participants have vision problems
D.The study is repeated twice
Correct Answer: Neither the participants nor the researchers know who is in the control or experimental group
Explanation:
Double-blinding prevents both placebo effects (participant bias) and observer bias (researcher bias).
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43Ex Post Facto research is also known as:
A.True Experimental Research
B.Exploratory Research
C.Predictive Research
D.Causal-Comparative Research
Correct Answer: Causal-Comparative Research
Explanation:
Ex Post Facto (after the fact) research investigates possible cause-and-effect relationships by observing an existing condition and searching back in time for plausible causal factors.
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44The Law of Statistical Regularity states that:
A.A small sample will never represent the population
B.Statistics are always regular
C.Sampling errors are unavoidable
D.A moderately large number of items chosen at random from a large group are almost sure to possess the characteristics of the large group
Correct Answer: A moderately large number of items chosen at random from a large group are almost sure to possess the characteristics of the large group
Explanation:
This law is the basis of sampling theory, suggesting that random selection from a large group tends to be representative.
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45Stratified sampling is preferred over simple random sampling when:
A.The population is homogeneous
B.The population is heterogeneous and needs representation from specific subgroups
C.The researcher is in a hurry
D.The sampling frame is unavailable
Correct Answer: The population is heterogeneous and needs representation from specific subgroups
Explanation:
If a population has distinct subgroups (strata) with different characteristics, stratified sampling ensures all are represented accurately, reducing standard error.
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46Determining the sample size is influenced by:
A.The desired confidence level
B.All of the above
C.The margin of error (precision)
D.The variability of the population
Correct Answer: All of the above
Explanation:
Sample size calculation depends on how confident you want to be (Confidence Level), how accurate the results need to be (Margin of Error), and how diverse the population is (Variance).
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47The finite population correction factor is used when:
A.Calculating the mean
B.The sample is extremely small
C.The population is infinite
D.The sample size is large relative to the population (typically )
Correct Answer: The sample size is large relative to the population (typically )
Explanation:
When sampling without replacement from a finite population, if the sample is a significant fraction of the population, the standard error formula must be adjusted using the finite population correction factor.
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48In the research process, 'Operationalization' refers to:
A.Operating the computer software
B.Conducting the surgery
C.Managing the research budget
D.Defining variables in measurable terms
Correct Answer: Defining variables in measurable terms
Explanation:
Operationalization is the process of strictly defining variables into measurable factors (e.g., defining 'customer satisfaction' as a score on a 1-5 scale).
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49Which of the following is true about 'Cluster Sampling' vs 'Stratified Sampling'?
A.They are the same
B.Cluster sampling is always more precise
C.In Stratified, strata are heterogeneous within; In Cluster, clusters are homogeneous within
D.In Stratified, strata are homogeneous within; In Cluster, clusters are heterogeneous within
Correct Answer: In Stratified, strata are homogeneous within; In Cluster, clusters are heterogeneous within
Explanation:
Strata should be internally alike (homogeneous) but different from each other. Clusters should be internally diverse (heterogeneous - mini populations) but similar to each other.
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50Hypothesis formulation is essentially:
A.A tentative prediction or explanation of the relationship between two or more variables
B.A random guess
C.A proven theory
D.The final conclusion
Correct Answer: A tentative prediction or explanation of the relationship between two or more variables
Explanation:
A hypothesis is an educated guess or proposition regarding the relationship between variables that is to be tested.