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Quantitative Research
THE PENNSYLVANIA STATE UNIVERSITY COLLEGE OF NURSING
NURSING 200W
An Introduction to
Quantitative Research
What is Quantitative Research?
•Formal, objective, rigorous, systematic process for generating
information
•Describes new situations, events, or concepts
•Examines relationships among variables
•Determines the effectiveness of treatments
Types of Quantitative Research
Descriptive
Correlational
Quasi-experimental
Experiemental
How Would You Describe Correlational
Research?
•Looks at the relationship between two or more variables
•Determines the strength and type of relationship
•Explains what is seen
•No cause and effect
How about Quasi-experimental
Research?
•Examines cause-and-effect relationships
•Less control by researcher than true experimental designs
•Samples are not randomly selected.
•All variables in the study cannot be controlled by the researcher.
What are the Main Characteristics of
Experimental Research?
•Controlled manipulation of at least one independent variable
•Uses experimental and control groups
•Random assignment of the sample to the experimental and control
groups
What is the Aim of Experimental
Research?
•Looks at cause-and-effect relationships
•Highly controlled, objective, systematic studies
•Involves the measurement of independent and dependent variables
Check Your Understanding: Question
The nurse manager collects data about hours worked, age, sex, and
geographic area of the nursing staff over a 10-year period. What type
of research would this be considered?
A. Descriptive
B. Correlational
C. Quasi-experimental
D. Experimental
Check Your Understanding: Answer
•ANSWER: A
•The quantitative research methods are classified into four categories:
(1) descriptive, which defines the magnitude of a concept and its
characteristics; (2) correlational, which determines associations
between or among variables; (3) quasi-experimental, which tests an
intervention and lacks control in at least one of three areas; and (4)
experimental, which tests an intervention and includes both a control
group and random assignment. This research study is designed to
define the magnitude of an idea and its characteristics.
Important Concepts in the Quantitative
Research Process
Basic
Research
Applied
Research
Rigor
Control
Extraneous
Variables
Sampling
What is Applied Research?
•Attempts to solve real problems in clinical practice
•Studies the effects the intervention may have on patients
•Applies findings in the real world on real patients
Why is Rigor Important?
•Striving for excellence in research and adherence to detail
•Precise measurement tools, a representative sample, and a tightly
controlled study design
•Logical reasoning is essential.
•Precision, accuracy, detail, and order required
What Measures of Control are Utilized?
•Rules that are followed to decrease the possibility of error in part
determine the design of the study.
•Different levels of control depending on study
â—¦ Quasi-experimental studies partially controlled regarding selection of subjects
â—¦ Experimental studies highly controlled because of precision of sample
selection
Control in Quantitative Research
Type of
Quantitative
Research
Researcher
Control
Research
Setting
Descriptive Uncontrolled Natural or partially
controlled
Correlational Uncontrolled or partially
controlled
Natural or partially controlled
Quasi-experimental Partially controlled Partially controlled
Experimental Highly controlled Laboratory
What are Extraneous Variables?
•These occur in all research studies (and in everyday life!).
•They may interfere with the hypothesized relationships between
variables.
•The influence of extraneous variables can be decreased through
sample selection and the use of defined research settings.
What are Sampling and Sampling
Methods?
•Process of selecting subjects who are representative of the
population
•Random sampling
â—¦ Each member has an equal chance of being selected.
â—¦ Has the most control
•Convenience sampling
â—¦ Whoever is available
Settings in Quantitative Research
•Natural or field settings
•Partially controlled settings
•Highly controlled or laboratory settings
Steps in
Quantitative
Research
Review: Research Problems and Purposes
•Research problem is an area of concern needing research for nursing
practice.
â—¦ The problem identifies, describes, or predicts the research situation.
•Research purpose comes from the problem and identifies the
specific goal or aim of the study.
â—¦ The purpose includes variables, population, and setting for the study.
Review: Literature Review
•Collecting pertinent literature to give in-depth knowledge about the
problem
•Understanding what knowledge exists to make changes in practice
Review: Study Framework
•Framework is the abstract, theoretical basis for a study that
enables the researcher to link the findings to nursing’s body of
knowledge.
•Theory is an integrated set of defined concepts and relational
statements that present a view of a phenomenon and can be
used to describe, explain, predict, or control phenomena.
Review: Research Objectives, Questions,
and Hypotheses
•All identify relationships between variables and indicate population
to be studied
•Narrower in focus than the purpose and often specify only one or
two research variables
Check Your Understanding: Question
A staff nurse is interested in the infection rates for patients who have
indwelling Foley catheters. What is the next step in the research
process?
A. Defining the purpose
B. Conducting the literature review
C. Selecting study variables
D. Performing a pilot study
Check Your Understanding: Answer
•ANSWER: B
•To generate a picture of what is known about a particular situation
and the knowledge gaps that exist in it, researchers conduct a review
of relevant literature. Relevant literature refers to those sources that
are pertinent or highly important in providing the in-depth knowledge
needed to study a selected problem. This background enables the
researcher to build on the work of others and to avoid unnecessary
and redundant work.
Review: Study Variables
•Variables are concepts that are measured, manipulated, or
controlled in a study.
â—¦ Concrete variables: temperature, weight
â—¦ Abstract variables: creativity, empathy
•Conceptual definition: gives meaning to a concept
•Operational definition: variable can be measured using this
description
Assumptions
•Statements are taken for granted or are considered true.
•Assumptions are often unrecognized in thinking and behavior.
•Sources of assumptions are universally accepted truths.
•They are often embedded in the philosophical base of the
study’s framework.
Limitations
•Restrictions in a study that may decrease the credibility and
generalizability of the findings
•Important to note whether or not limitations are addressed in the
research report you are reading! The author(s) should report their
identified limitations. This is often done in a separate section or
paragraph at the end of the report. As a reader, you may also note
additional limitations not addressed by the author(s). This is an
important are for critique.
Limitations
•Theoretical limitations
â—¦ Restrict the generalization of the findings
â—¦ Reflected in the framework and definitions
•Methodological limitations
â—¦ Restrict the population to which the findings can be generalized
â—¦ May result from an unrepresentative sample or weak design
Research Design
•Blueprint for conducting the study
•Maximizes control over factors that could interfere with the
study’s desired outcome
•Directs the selection of the population, sampling, methods of
measure, plans for data collection, and analysis
Problem-Solving Process
•Data collection
•Problem definition
•Plan
â—¦ Setting goals
â—¦ Identifying solutions
•Implementation
•Evaluation and revision
Introduction: Population and Sample
POPULATION
•All elements that meet certain criteria
for inclusion in study
•Example: all women students in higher
education
SAMPLE
•A subset of the population that is
selected for study
•Example: women students at Penn
State
Introduction: Measurement
•Assigning numbers to objects
•Application of rules to development of a measurement device or
instrument
•Data are gathered at the nominal, ordinal, interval, or ratio level of
measurement.
•Must examine reliability and validity of measurement tool
â—¦ Reliability: consistency of the tool
â—¦ Validity: does it measure what it is supposed to measure?
Introduction: Data Collection
•Precise, systematic gathering of information for the study
•Consent must be obtained from the sample.
•Researchers use observation, interviews, questionnaires, or
scales to gather information.
•Described under the “procedures” section of a research article
Check Your Understanding: Question
The nurse researcher is involved in selecting a sample for a research
study on staffing ratios. Which statement best describes the
difference between a population and a sample?
A. A population is usually larger than a sample.
B. A sample is usually larger than a population.
C. Populations and samples are synonymous.
D. There is no relationship between sample size and population size.
Check Your Understanding: Answer
•ANSWER: A
•The population is all the elements—individuals, objects, or
substances—that meet certain criteria for inclusion in a given
universe. The definition of the population would depend on the
sample criteria and the similarity of subjects in the various settings.
Introduction: Data Analysis
•Reduce, organize, and give meaning to data
•Descriptive and inferential analysis of data
Introduction: Results
•Descriptions of findings after data were analyzed
•Usually organized by research objectives, questions, or hypotheses
Reported Research Outcomes
•In a research report, you should generally see the following items:
â—¦ Interprets data findings in meaningful manner
â—¦ Involves forming conclusions and considering implications for nursing
â—¦ Suggests future studies
â—¦ Generalizes the findings
Major Sections of a Research Report
•Abstract—summary of study in 100 to 250 words
•Introduction—problem, purpose, literature, framework, and
hypothesis
•Methods—design, sample, setting, tool
•Results—data analysis procedures
•Discussion—findings, conclusions, implications
•Reference list—all sources cited
What is the Best Way to Skim a Research
Report?
•Reading a research report is a time consuming effort! You do not
want to read in detail those reports that are not meaningful
(especially for your EBP Project), so here is a way to quickly skim
here report to ascertain how closely it relates to your question:
â—¦ Quickly review source for broad overview.
◦ Read title, author’s name, abstract, introduction, and discussion.
â—¦ Examine conclusions and implications.
â—¦ Give preliminary judgment of study.
What Questions are Important in an
Initial Research Critique?
•What type of study was conducted?
•What was the setting for the study?
•Were the steps for the research process clearly identified?
•Were any steps missing?
•Did the steps logically link together?
Other Important Questions when
Critically Appraising a Research Report
•Is there depth for accuracy, completeness, uniqueness of
information, and organization?
•Was the research process logically presented?
•Are there critical arguments in the discussion section?
Quantitative Research
Designs in More Detail
What does a Research Design look like?
•Blueprint or detailed plan for conducting a study
•Purpose, review of literature, and framework provide the basis
for the design
What is the Purpose of a Research
Study?
•To describe variables
•To examine relationships
•To determine differences
•To test a treatment
•To provide a base of evidence for practice
•OR a combination of the above!
Quantitative Research Designs
Descriptive
Correlational
Quasi-experimental
Experimental
Linking the Purpose to the Design
•The design of the quantitative research study must match with the
purpose
•As an example, it would not be appropriate to have a purpose of
describing a set of variables with an experimental design, which is
really meant to test a treatment or intervention
Descriptive Designs
Typical descriptive design
Comparative descriptive design
Case study design
Descriptive Designs
•Most commonly used design
•Examines characteristics of a single sample
•Identifies phenomenon, variables, and conceptual and
operational definitions and describes definitions
Comparative Descriptive Designs
•Examines differences in variables in two or more groups that
occur naturally in a setting.
•Results obtained from these analyses are frequently not
generalizable to a population.
Case Study Designs
•Exploration of single unit of study (e.g., family, group, or
community)
•Even though sample is small, number of variables studied is
large.
•Design can be source of descriptive information to support or
invalidate theories.
•It has potential to reveal important findings that can generate
new hypotheses for testing.
•There is no control.
Correlational Designs
•Descriptive correlational design
•Predictive correlational design
•Model testing design
Determining the Type of Correlational
Design
What are the Benefits of an Experimental
Design?
•More controlled design and conduct of study
•Increased internal validity: decreased threats to design validity
•Fewer rival hypotheses
What are the Essential Elements of an
Experimental Design?
1. Random assignment of subjects to groups
2. Researcher-controlled manipulation of independent variable
3. Researcher control of experimental situation and setting,
including control/comparison group
4. Control of variance
• Clearly spelled out sampling criteria
• Precisely defined independent variable
• Carefully measured dependent variable
What are Study Groups?
•Groups in comparative descriptive studies
•Control group
•Comparison group
•Equivalent vs. nonequivalent groups
What is a Randomized Clinical Trial?
•The design uses large number of subjects to test a treatment’s
effect and compare results with a control group who did not
receive the treatment.
•The subjects come from a reference population.
•Randomization of subjects is essential.
•Usually multiple geographic locations are used.
What are Interventions in Experimental
Research?
•Interventions should result in differences in posttest measures
between the treatment and control or comparison groups.
•Intervention could be physiological, psychosocial, educational,
or a combination.
•Nursing is developing a classification system for interventions.
Guidelines for Critically Appraising
Interventions
•Was the experimental intervention described in detail?
•Was justification from the literature provided for development
of the intervention, and what is the current knowledge?
•Was a protocol developed to ensure consistent implementation
of the treatment?
•Did the study report who implemented the treatment?
Guidelines for Critically Appraising
Interventions
•Was any control group intervention described?
•Was an intervention theory provided to explain conclusions?
Concepts Relevant to Design
Causality Probability Bias
Control Manipulation
Causality
•There is a cause-and-effect relationship between the variables.
•The simplest view is one independent variable causing a
change in one dependent variable.
•Independent variable (X) causes Y (a change in the dependent
variable).
Multicausality
•There is a cause-and-effect relationship between interrelating
variables.
•There are multiple independent variables causing a change in
the dependent variable.
Causality: A B
Pressure Ulcer
Multicausality:
Years smoking
High-fat diet Heart disease
Limited exercise
Probability
•The likelihood of accurately predicting an event
•Variations in variables occur.
•Is there relative causality?
•Therefore, what is the likelihood that a specific cause will result
in a specific effect?
Bias
•The slanting of findings away from the truth
•Bias distorts the findings.
•Research designs should be developed
to reduce the likelihood of bias or to control for it.
What are Potential Causes of Bias in
Research Designs?
•Researchers
•Components of the environment and/or setting
•Individual subjects and/or sample
•How groups were formed
•Measurement tools
•Data collection process
•Data and duration of study
•Statistical tests and analysis interpretation
Test Your Knowledge: Question
The purpose of control in a study design is to:
A. Establish the credibility of the researcher.
B. Highlight design flaws.
C. Increase the probability that the results are true to reality.
D. Interfere with the validity of the findings.
Test Your Knowledge: Answer
•ANSWER: C
•Feedback: As control increases, the likelihood that the study findings
are an accurate reflection of reality increases.
Factors Influencing Control
• Implemented throughout the design
• Improved accuracy of findings
• Increased control in quasi-experimental research
• Greatest in experimental research
Manipulation
•Implementation of a treatment or intervention
•The independent variable is controlled.
•Must be careful to avoid introduction of bias into the study
•Usually done only in quasi-experimental and experimental designs
What are the Elements of a Strong
Design?
•Controlling environment: selection of study setting
•Controlling equivalence of subjects and groups
•Controlling treatment (Tx)
•Controlling measurement
•Controlling extraneous variables
What Questions should you ask to
Critically Appraise a Study Design?
•Was the type of design identified?
•Was the study design linked to the purpose and/or objectives,
questions, or hypotheses?
•Were all variables manipulated or measured?
What Questions should you ask to
Critically Appraise a Study Design?
•If the study included a treatment, was it clearly described and
consistently implemented?
•Were extraneous variables identified and controlled?
•What were threats to design validity in the study?
What Questions should you ask to
Critically Appraise a Study Design?
•Was a pilot study performed?
•What was the reason for the pilot and the outcome?
â—¦ Study feasibility
â—¦ Refine design or treatment
â—¦ Examine validity and reliability of measurement methods
What Questions should you ask to
Critically Appraise a Study Design?
•How adequate was the manipulation?
•What elements should have been manipulated to improve the validity
of
the findings?
•Based on your assessment of the adequacy of the design, how valid
are the findings?
•Is there another reasonable (valid) explanation (rival hypothesis) for
the study findings other than that proposed by the researcher?
What Questions should you ask to
Critically Appraise a Study Design?
•Identify elements controlled in the study.
•Identify possible sources of bias.
•Are there elements that could have been controlled to improve the
study design?
•What elements of the design were manipulated, and how were they
manipulated?
Questions? Comments?
THE END!

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Quantitative nursing research methods

  • 1. Quantitative Research THE PENNSYLVANIA STATE UNIVERSITY COLLEGE OF NURSING NURSING 200W
  • 3. What is Quantitative Research? •Formal, objective, rigorous, systematic process for generating information •Describes new situations, events, or concepts •Examines relationships among variables •Determines the effectiveness of treatments
  • 4. Types of Quantitative Research Descriptive Correlational Quasi-experimental Experiemental
  • 5. How Would You Describe Correlational Research? •Looks at the relationship between two or more variables •Determines the strength and type of relationship •Explains what is seen •No cause and effect
  • 6. How about Quasi-experimental Research? •Examines cause-and-effect relationships •Less control by researcher than true experimental designs •Samples are not randomly selected. •All variables in the study cannot be controlled by the researcher.
  • 7. What are the Main Characteristics of Experimental Research? •Controlled manipulation of at least one independent variable •Uses experimental and control groups •Random assignment of the sample to the experimental and control groups
  • 8. What is the Aim of Experimental Research? •Looks at cause-and-effect relationships •Highly controlled, objective, systematic studies •Involves the measurement of independent and dependent variables
  • 9. Check Your Understanding: Question The nurse manager collects data about hours worked, age, sex, and geographic area of the nursing staff over a 10-year period. What type of research would this be considered? A. Descriptive B. Correlational C. Quasi-experimental D. Experimental
  • 10. Check Your Understanding: Answer •ANSWER: A •The quantitative research methods are classified into four categories: (1) descriptive, which defines the magnitude of a concept and its characteristics; (2) correlational, which determines associations between or among variables; (3) quasi-experimental, which tests an intervention and lacks control in at least one of three areas; and (4) experimental, which tests an intervention and includes both a control group and random assignment. This research study is designed to define the magnitude of an idea and its characteristics.
  • 11. Important Concepts in the Quantitative Research Process Basic Research Applied Research Rigor Control Extraneous Variables Sampling
  • 12. What is Applied Research? •Attempts to solve real problems in clinical practice •Studies the effects the intervention may have on patients •Applies findings in the real world on real patients
  • 13. Why is Rigor Important? •Striving for excellence in research and adherence to detail •Precise measurement tools, a representative sample, and a tightly controlled study design •Logical reasoning is essential. •Precision, accuracy, detail, and order required
  • 14. What Measures of Control are Utilized? •Rules that are followed to decrease the possibility of error in part determine the design of the study. •Different levels of control depending on study â—¦ Quasi-experimental studies partially controlled regarding selection of subjects â—¦ Experimental studies highly controlled because of precision of sample selection
  • 15. Control in Quantitative Research Type of Quantitative Research Researcher Control Research Setting Descriptive Uncontrolled Natural or partially controlled Correlational Uncontrolled or partially controlled Natural or partially controlled Quasi-experimental Partially controlled Partially controlled Experimental Highly controlled Laboratory
  • 16. What are Extraneous Variables? •These occur in all research studies (and in everyday life!). •They may interfere with the hypothesized relationships between variables. •The influence of extraneous variables can be decreased through sample selection and the use of defined research settings.
  • 17. What are Sampling and Sampling Methods? •Process of selecting subjects who are representative of the population •Random sampling â—¦ Each member has an equal chance of being selected. â—¦ Has the most control •Convenience sampling â—¦ Whoever is available
  • 18. Settings in Quantitative Research •Natural or field settings •Partially controlled settings •Highly controlled or laboratory settings
  • 20. Review: Research Problems and Purposes •Research problem is an area of concern needing research for nursing practice. â—¦ The problem identifies, describes, or predicts the research situation. •Research purpose comes from the problem and identifies the specific goal or aim of the study. â—¦ The purpose includes variables, population, and setting for the study.
  • 21. Review: Literature Review •Collecting pertinent literature to give in-depth knowledge about the problem •Understanding what knowledge exists to make changes in practice
  • 22. Review: Study Framework •Framework is the abstract, theoretical basis for a study that enables the researcher to link the findings to nursing’s body of knowledge. •Theory is an integrated set of defined concepts and relational statements that present a view of a phenomenon and can be used to describe, explain, predict, or control phenomena.
  • 23. Review: Research Objectives, Questions, and Hypotheses •All identify relationships between variables and indicate population to be studied •Narrower in focus than the purpose and often specify only one or two research variables
  • 24. Check Your Understanding: Question A staff nurse is interested in the infection rates for patients who have indwelling Foley catheters. What is the next step in the research process? A. Defining the purpose B. Conducting the literature review C. Selecting study variables D. Performing a pilot study
  • 25. Check Your Understanding: Answer •ANSWER: B •To generate a picture of what is known about a particular situation and the knowledge gaps that exist in it, researchers conduct a review of relevant literature. Relevant literature refers to those sources that are pertinent or highly important in providing the in-depth knowledge needed to study a selected problem. This background enables the researcher to build on the work of others and to avoid unnecessary and redundant work.
  • 26. Review: Study Variables •Variables are concepts that are measured, manipulated, or controlled in a study. â—¦ Concrete variables: temperature, weight â—¦ Abstract variables: creativity, empathy •Conceptual definition: gives meaning to a concept •Operational definition: variable can be measured using this description
  • 27. Assumptions •Statements are taken for granted or are considered true. •Assumptions are often unrecognized in thinking and behavior. •Sources of assumptions are universally accepted truths. •They are often embedded in the philosophical base of the study’s framework.
  • 28. Limitations •Restrictions in a study that may decrease the credibility and generalizability of the findings •Important to note whether or not limitations are addressed in the research report you are reading! The author(s) should report their identified limitations. This is often done in a separate section or paragraph at the end of the report. As a reader, you may also note additional limitations not addressed by the author(s). This is an important are for critique.
  • 29. Limitations •Theoretical limitations â—¦ Restrict the generalization of the findings â—¦ Reflected in the framework and definitions •Methodological limitations â—¦ Restrict the population to which the findings can be generalized â—¦ May result from an unrepresentative sample or weak design
  • 30. Research Design •Blueprint for conducting the study •Maximizes control over factors that could interfere with the study’s desired outcome •Directs the selection of the population, sampling, methods of measure, plans for data collection, and analysis
  • 31. Problem-Solving Process •Data collection •Problem definition •Plan â—¦ Setting goals â—¦ Identifying solutions •Implementation •Evaluation and revision
  • 32. Introduction: Population and Sample POPULATION •All elements that meet certain criteria for inclusion in study •Example: all women students in higher education SAMPLE •A subset of the population that is selected for study •Example: women students at Penn State
  • 33. Introduction: Measurement •Assigning numbers to objects •Application of rules to development of a measurement device or instrument •Data are gathered at the nominal, ordinal, interval, or ratio level of measurement. •Must examine reliability and validity of measurement tool â—¦ Reliability: consistency of the tool â—¦ Validity: does it measure what it is supposed to measure?
  • 34. Introduction: Data Collection •Precise, systematic gathering of information for the study •Consent must be obtained from the sample. •Researchers use observation, interviews, questionnaires, or scales to gather information. •Described under the “procedures” section of a research article
  • 35. Check Your Understanding: Question The nurse researcher is involved in selecting a sample for a research study on staffing ratios. Which statement best describes the difference between a population and a sample? A. A population is usually larger than a sample. B. A sample is usually larger than a population. C. Populations and samples are synonymous. D. There is no relationship between sample size and population size.
  • 36. Check Your Understanding: Answer •ANSWER: A •The population is all the elements—individuals, objects, or substances—that meet certain criteria for inclusion in a given universe. The definition of the population would depend on the sample criteria and the similarity of subjects in the various settings.
  • 37. Introduction: Data Analysis •Reduce, organize, and give meaning to data •Descriptive and inferential analysis of data
  • 38. Introduction: Results •Descriptions of findings after data were analyzed •Usually organized by research objectives, questions, or hypotheses
  • 39. Reported Research Outcomes •In a research report, you should generally see the following items: â—¦ Interprets data findings in meaningful manner â—¦ Involves forming conclusions and considering implications for nursing â—¦ Suggests future studies â—¦ Generalizes the findings
  • 40. Major Sections of a Research Report •Abstract—summary of study in 100 to 250 words •Introduction—problem, purpose, literature, framework, and hypothesis •Methods—design, sample, setting, tool •Results—data analysis procedures •Discussion—findings, conclusions, implications •Reference list—all sources cited
  • 41. What is the Best Way to Skim a Research Report? •Reading a research report is a time consuming effort! You do not want to read in detail those reports that are not meaningful (especially for your EBP Project), so here is a way to quickly skim here report to ascertain how closely it relates to your question: â—¦ Quickly review source for broad overview. â—¦ Read title, author’s name, abstract, introduction, and discussion. â—¦ Examine conclusions and implications. â—¦ Give preliminary judgment of study.
  • 42. What Questions are Important in an Initial Research Critique? •What type of study was conducted? •What was the setting for the study? •Were the steps for the research process clearly identified? •Were any steps missing? •Did the steps logically link together?
  • 43. Other Important Questions when Critically Appraising a Research Report •Is there depth for accuracy, completeness, uniqueness of information, and organization? •Was the research process logically presented? •Are there critical arguments in the discussion section?
  • 45. What does a Research Design look like? •Blueprint or detailed plan for conducting a study •Purpose, review of literature, and framework provide the basis for the design
  • 46. What is the Purpose of a Research Study? •To describe variables •To examine relationships •To determine differences •To test a treatment •To provide a base of evidence for practice •OR a combination of the above!
  • 48. Linking the Purpose to the Design •The design of the quantitative research study must match with the purpose •As an example, it would not be appropriate to have a purpose of describing a set of variables with an experimental design, which is really meant to test a treatment or intervention
  • 49. Descriptive Designs Typical descriptive design Comparative descriptive design Case study design
  • 50. Descriptive Designs •Most commonly used design •Examines characteristics of a single sample •Identifies phenomenon, variables, and conceptual and operational definitions and describes definitions
  • 51. Comparative Descriptive Designs •Examines differences in variables in two or more groups that occur naturally in a setting. •Results obtained from these analyses are frequently not generalizable to a population.
  • 52. Case Study Designs •Exploration of single unit of study (e.g., family, group, or community) •Even though sample is small, number of variables studied is large. •Design can be source of descriptive information to support or invalidate theories. •It has potential to reveal important findings that can generate new hypotheses for testing. •There is no control.
  • 53. Correlational Designs •Descriptive correlational design •Predictive correlational design •Model testing design
  • 54. Determining the Type of Correlational Design
  • 55. What are the Benefits of an Experimental Design? •More controlled design and conduct of study •Increased internal validity: decreased threats to design validity •Fewer rival hypotheses
  • 56. What are the Essential Elements of an Experimental Design? 1. Random assignment of subjects to groups 2. Researcher-controlled manipulation of independent variable 3. Researcher control of experimental situation and setting, including control/comparison group 4. Control of variance • Clearly spelled out sampling criteria • Precisely defined independent variable • Carefully measured dependent variable
  • 57. What are Study Groups? •Groups in comparative descriptive studies •Control group •Comparison group •Equivalent vs. nonequivalent groups
  • 58. What is a Randomized Clinical Trial? •The design uses large number of subjects to test a treatment’s effect and compare results with a control group who did not receive the treatment. •The subjects come from a reference population. •Randomization of subjects is essential. •Usually multiple geographic locations are used.
  • 59. What are Interventions in Experimental Research? •Interventions should result in differences in posttest measures between the treatment and control or comparison groups. •Intervention could be physiological, psychosocial, educational, or a combination. •Nursing is developing a classification system for interventions.
  • 60. Guidelines for Critically Appraising Interventions •Was the experimental intervention described in detail? •Was justification from the literature provided for development of the intervention, and what is the current knowledge? •Was a protocol developed to ensure consistent implementation of the treatment? •Did the study report who implemented the treatment?
  • 61. Guidelines for Critically Appraising Interventions •Was any control group intervention described? •Was an intervention theory provided to explain conclusions?
  • 62. Concepts Relevant to Design Causality Probability Bias Control Manipulation
  • 63. Causality •There is a cause-and-effect relationship between the variables. •The simplest view is one independent variable causing a change in one dependent variable. •Independent variable (X) causes Y (a change in the dependent variable).
  • 64. Multicausality •There is a cause-and-effect relationship between interrelating variables. •There are multiple independent variables causing a change in the dependent variable.
  • 65. Causality: A B Pressure Ulcer Multicausality: Years smoking High-fat diet Heart disease Limited exercise
  • 66. Probability •The likelihood of accurately predicting an event •Variations in variables occur. •Is there relative causality? •Therefore, what is the likelihood that a specific cause will result in a specific effect?
  • 67. Bias •The slanting of findings away from the truth •Bias distorts the findings. •Research designs should be developed to reduce the likelihood of bias or to control for it.
  • 68. What are Potential Causes of Bias in Research Designs? •Researchers •Components of the environment and/or setting •Individual subjects and/or sample •How groups were formed •Measurement tools •Data collection process •Data and duration of study •Statistical tests and analysis interpretation
  • 69. Test Your Knowledge: Question The purpose of control in a study design is to: A. Establish the credibility of the researcher. B. Highlight design flaws. C. Increase the probability that the results are true to reality. D. Interfere with the validity of the findings.
  • 70. Test Your Knowledge: Answer •ANSWER: C •Feedback: As control increases, the likelihood that the study findings are an accurate reflection of reality increases.
  • 71. Factors Influencing Control • Implemented throughout the design • Improved accuracy of findings • Increased control in quasi-experimental research • Greatest in experimental research
  • 72. Manipulation •Implementation of a treatment or intervention •The independent variable is controlled. •Must be careful to avoid introduction of bias into the study •Usually done only in quasi-experimental and experimental designs
  • 73. What are the Elements of a Strong Design? •Controlling environment: selection of study setting •Controlling equivalence of subjects and groups •Controlling treatment (Tx) •Controlling measurement •Controlling extraneous variables
  • 74. What Questions should you ask to Critically Appraise a Study Design? •Was the type of design identified? •Was the study design linked to the purpose and/or objectives, questions, or hypotheses? •Were all variables manipulated or measured?
  • 75. What Questions should you ask to Critically Appraise a Study Design? •If the study included a treatment, was it clearly described and consistently implemented? •Were extraneous variables identified and controlled? •What were threats to design validity in the study?
  • 76. What Questions should you ask to Critically Appraise a Study Design? •Was a pilot study performed? •What was the reason for the pilot and the outcome? â—¦ Study feasibility â—¦ Refine design or treatment â—¦ Examine validity and reliability of measurement methods
  • 77. What Questions should you ask to Critically Appraise a Study Design? •How adequate was the manipulation? •What elements should have been manipulated to improve the validity of the findings? •Based on your assessment of the adequacy of the design, how valid are the findings? •Is there another reasonable (valid) explanation (rival hypothesis) for the study findings other than that proposed by the researcher?
  • 78. What Questions should you ask to Critically Appraise a Study Design? •Identify elements controlled in the study. •Identify possible sources of bias. •Are there elements that could have been controlled to improve the study design? •What elements of the design were manipulated, and how were they manipulated?