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Quantitative Methods
By :
Zahra Aamir Kamil
Defining surveys and experiments
survey design provides a quantitative or numeric description of trends,
attitudes, or opinions of a population by studying a sample of that
population. From sample results, the researcher generalizes or makes
claims about
the population.
COMPONENTS OF A SURVEY METHOD PLAN
The design introduce readers to the basic purpose and rationale for
survey research. Begin the discussion by reviewing the purpose of a
survey. This discussion can:
 Identify the purpose of survey research.
 Indicate why a survey is the preferred type of data collection
procedure for the study.
 Indicate whether the survey will be cross-sectional, with the data
collected at one point in time, or whether it will be longitudinal,
with data collected over time.
 Specify the form of data collection.
Fink (2002) identifies four types:
 self-administered questionnaires.
 Interviews
 Structured record reviews to collect financial, medical, or school
information.
 Structured observations.
The Population and Sample
Specify the characteristics of the population and the sampling
procedure.
The essential aspects of the population and sample to describe in
a research plan:
 Identify the population in the study.
 Identify whether the sampling design for this population is single
stage or multistage (called clustering).
Cluster sampling is ideal when it is impossible or impractical to compile
a list of the elements composing the population.
single-stage sampling procedure is one in which the researcher has access
to names in the population and can sample ,the people (or other elements)
directly.
 Identify the selection process for individuals. selecting a random
sample, in which each individual in the population has an equal
probability of being selected (a systematic or probabilistic sample).
 Identify whether the study will involve stratification of the population before selecting
the sample.
 Stratification means that specific characteristics of individuals (e.g., both females
and males) are represented in the sample and the sample reflects the true proportion in
the population of individuals with certain characteristics .
 Discuss the procedures for selecting the sample from available lists.
 Indicate the number of people in the sample and the procedures used
to compute this number.
Instrumentation
The proposal developer also provides detailed information about the actual
survey instrument to be used in the proposed study. Consider the following:
 Name the survey instrument used to collect data.
Discuss whether it is an instrument designed for this research, a modified
instrument, or an intact instrument developed by someone else. If it is a
modified instrument, indicate whether the developer has provided appropriate
permission to use it.
 To use an existing instrument, describe the established validity and
reliability of scores obtained from past use of the instrument. This means
reporting efforts by authors to establish validity
The three traditional forms of validity
 content validity (do the items measure the content they were intended to
measure?)
 predictive or concurrent validity (do scores predict a criterion measure? Do
results correlate with other results?)
 construct validity (do items measure hypothetical constructs or concepts?).
Also discuss whether scores resulting from past use of the instrument demonstrate
reliability.
 When one modifies an instrument or combines instruments in a study, the
original validity and reliability may not hold for the new instrument and it
becomes important to reestablish validity and reliability during data
analysis.
 Include sample items from the instrument so that readers can see the
actual items used. In an appendix to the proposal, attach sample items or
the entire instrument.
 Indicate the major content sections.
 Discuss plans for pilot testing or field testing the survey .
VARIABLES IN THE STUDY
 It is useful in the method section to relate the variables to the specific questions or
hypotheses on the instrument.
 One technique is to relate the variables, the research questions or hypotheses, and
items on the survey instrument so that a reader can easily determine how the
researcher will use the questionnaire items. Plan to include a table and a discussion
that cross-reference the variables, the questions or hypotheses, and specific survey
items.
Data Analysis and Interpretation
present information about the steps involved in analyzing the data. I
recommend the following research tips
Step 1. Report information about the number of members of the sample
who did and did not return the survey.
Step 2 discuss the method by which response bias will be determined.
Response bias is the effect nonresponses on survey estimates
Step 3. Discuss a plan to provide a descriptive analysis of data for all
independent and dependent variables in the study.
Step 4. If the proposal contains an instrument with scales or a plan to develop
scales (combining items into scales), identify the statistical procedure(i.e., factor
analysis) for accomplishing this.
Step 5. Identify the statistics and the statistical computer program for testing
the major inferential research questions or hypotheses in the proposed study.
The inferential questions or hypotheses relate variables or compare groups in
terms of variables so that inferences can be drawn from the sample to a
population.
Step 6. A final step in the data analysis is to present the results in tables or
figures and interpret the results from the statistical test.
COMPONENTS OF AN EXPERIMENTAL METHOD PLAN
An experimental method discussion follows a standard form:
participants, Materials, procedures, and measures
Variables
Here are some suggestions for developing ideas about variables in
a proposal:
 Identify the independent variables in the experiment.
 One independent variable must be the treatment variable.
 Identify the dependent variable or variables in the experiment.
 The dependent variable is influenced by the independent
variable.
DATA ANALYSIS
• Report the descriptive statistics calculated for observations and measures at the
pre-test or post-test stage of experimental designs. These statistics are means,
standard deviations, and ranges. Indicate the inferential statistical tests used to
examine the hypotheses
• in the study. For experimental designs with categorical information (groups) on
the independent variable and continuous information on the dependent variable
researchers use t tests or univariate analysis of variance (ANOVA), analysis of
covariance (ANCOVA), or multivariate analysis of variance (MAN OVA-multiple
dependent measures).
DATA ANALYSIS
• For single-subject research designs, use line graphs for baseline and treatment
observations for abscissa (horizontal axis) units of time and the ordinate (vertical
axis) target behavior. Each data point is plotted separately on the graph, and the data
points are connected by lines
• With increasing frequency, experimental researchers report both statistical results of
hypothesis testing and confidence intervals and effect size as indicators of practical
significance of the findings
• Confidence interval is an interval estimate of the range of upper and lower
statistical values that are e
• effect size identifies the strength of the conclusions about group differences or the
relationship the among variables in quantitative studies
Interpreting Results
• The final step in an experiment is to interpret the findings
in light of the hypotheses or research questions set forth in
the beginning. In this interpretation, address whether the
hypotheses or questions were supported or whether they
were refuted. Consider whether the treatment that was
implemented actually made a difference for the participants
who experienced them. Suggest why or why not the results
were significant,
Quantitative Method

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Quantitative Method

  • 2. Defining surveys and experiments survey design provides a quantitative or numeric description of trends, attitudes, or opinions of a population by studying a sample of that population. From sample results, the researcher generalizes or makes claims about the population.
  • 3. COMPONENTS OF A SURVEY METHOD PLAN The design introduce readers to the basic purpose and rationale for survey research. Begin the discussion by reviewing the purpose of a survey. This discussion can:  Identify the purpose of survey research.  Indicate why a survey is the preferred type of data collection procedure for the study.  Indicate whether the survey will be cross-sectional, with the data collected at one point in time, or whether it will be longitudinal, with data collected over time.
  • 4.  Specify the form of data collection. Fink (2002) identifies four types:  self-administered questionnaires.  Interviews  Structured record reviews to collect financial, medical, or school information.  Structured observations.
  • 5. The Population and Sample Specify the characteristics of the population and the sampling procedure. The essential aspects of the population and sample to describe in a research plan:  Identify the population in the study.  Identify whether the sampling design for this population is single stage or multistage (called clustering).
  • 6. Cluster sampling is ideal when it is impossible or impractical to compile a list of the elements composing the population. single-stage sampling procedure is one in which the researcher has access to names in the population and can sample ,the people (or other elements) directly.  Identify the selection process for individuals. selecting a random sample, in which each individual in the population has an equal probability of being selected (a systematic or probabilistic sample).
  • 7.  Identify whether the study will involve stratification of the population before selecting the sample.  Stratification means that specific characteristics of individuals (e.g., both females and males) are represented in the sample and the sample reflects the true proportion in the population of individuals with certain characteristics .  Discuss the procedures for selecting the sample from available lists.  Indicate the number of people in the sample and the procedures used to compute this number.
  • 8. Instrumentation The proposal developer also provides detailed information about the actual survey instrument to be used in the proposed study. Consider the following:  Name the survey instrument used to collect data. Discuss whether it is an instrument designed for this research, a modified instrument, or an intact instrument developed by someone else. If it is a modified instrument, indicate whether the developer has provided appropriate permission to use it.
  • 9.  To use an existing instrument, describe the established validity and reliability of scores obtained from past use of the instrument. This means reporting efforts by authors to establish validity The three traditional forms of validity  content validity (do the items measure the content they were intended to measure?)  predictive or concurrent validity (do scores predict a criterion measure? Do results correlate with other results?)  construct validity (do items measure hypothetical constructs or concepts?). Also discuss whether scores resulting from past use of the instrument demonstrate reliability.
  • 10.  When one modifies an instrument or combines instruments in a study, the original validity and reliability may not hold for the new instrument and it becomes important to reestablish validity and reliability during data analysis.  Include sample items from the instrument so that readers can see the actual items used. In an appendix to the proposal, attach sample items or the entire instrument.  Indicate the major content sections.  Discuss plans for pilot testing or field testing the survey .
  • 11. VARIABLES IN THE STUDY  It is useful in the method section to relate the variables to the specific questions or hypotheses on the instrument.  One technique is to relate the variables, the research questions or hypotheses, and items on the survey instrument so that a reader can easily determine how the researcher will use the questionnaire items. Plan to include a table and a discussion that cross-reference the variables, the questions or hypotheses, and specific survey items.
  • 12. Data Analysis and Interpretation present information about the steps involved in analyzing the data. I recommend the following research tips Step 1. Report information about the number of members of the sample who did and did not return the survey. Step 2 discuss the method by which response bias will be determined. Response bias is the effect nonresponses on survey estimates
  • 13. Step 3. Discuss a plan to provide a descriptive analysis of data for all independent and dependent variables in the study. Step 4. If the proposal contains an instrument with scales or a plan to develop scales (combining items into scales), identify the statistical procedure(i.e., factor analysis) for accomplishing this. Step 5. Identify the statistics and the statistical computer program for testing the major inferential research questions or hypotheses in the proposed study. The inferential questions or hypotheses relate variables or compare groups in terms of variables so that inferences can be drawn from the sample to a population. Step 6. A final step in the data analysis is to present the results in tables or figures and interpret the results from the statistical test.
  • 14. COMPONENTS OF AN EXPERIMENTAL METHOD PLAN An experimental method discussion follows a standard form: participants, Materials, procedures, and measures
  • 15. Variables Here are some suggestions for developing ideas about variables in a proposal:  Identify the independent variables in the experiment.  One independent variable must be the treatment variable.  Identify the dependent variable or variables in the experiment.  The dependent variable is influenced by the independent variable.
  • 16. DATA ANALYSIS • Report the descriptive statistics calculated for observations and measures at the pre-test or post-test stage of experimental designs. These statistics are means, standard deviations, and ranges. Indicate the inferential statistical tests used to examine the hypotheses • in the study. For experimental designs with categorical information (groups) on the independent variable and continuous information on the dependent variable researchers use t tests or univariate analysis of variance (ANOVA), analysis of covariance (ANCOVA), or multivariate analysis of variance (MAN OVA-multiple dependent measures).
  • 17. DATA ANALYSIS • For single-subject research designs, use line graphs for baseline and treatment observations for abscissa (horizontal axis) units of time and the ordinate (vertical axis) target behavior. Each data point is plotted separately on the graph, and the data points are connected by lines • With increasing frequency, experimental researchers report both statistical results of hypothesis testing and confidence intervals and effect size as indicators of practical significance of the findings • Confidence interval is an interval estimate of the range of upper and lower statistical values that are e • effect size identifies the strength of the conclusions about group differences or the relationship the among variables in quantitative studies
  • 18. Interpreting Results • The final step in an experiment is to interpret the findings in light of the hypotheses or research questions set forth in the beginning. In this interpretation, address whether the hypotheses or questions were supported or whether they were refuted. Consider whether the treatment that was implemented actually made a difference for the participants who experienced them. Suggest why or why not the results were significant,