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1
Quantitative
Research Designs
Presented by
Dr. Fuad Abuadas
PhD, MSN, CNS, RN
2
Outlines
 Introduction
 Definition of Design
 Concepts Important to Design
 Elements of a Good Design
 Triangulation
 Descriptive study designs
 Correlation study designs
 Quasi-experimental study designs
 Experimental study designs
 Other Research Designs
 Conclusion
 References
Quantitative Research
 Used to describe or test relationships among variables or to
evaluate the effect of one variable on another.
 Variables are “measured” using standard data collection tools
and data are numerical (numbers).
Qualitative Research
 Used when little is known about a phenomenon.
 Focused on developing a rich, holistic description of
phenomena.
 Data are non numerical (i.e., dialogue, observation, etc.).
APPROACHES TO
RESEARCH IN NURSING
NURSING SCIENCE USES VARIOUS
RESEARCH METHODOLOGIES
4
Qualitative
 Understanding
 Interview / observation
 Discovering frameworks
 Textual (words)
 Theory generating
 Quality of participant is more
important than sample size
 Selection of best participants
 Subjective
 Intuitive
 Embedded knowledge
Quantitative
 Prediction
 Survey/questionnaires/Intervention
 Existing frameworks
 Numerical
 Theory testing
 Sample size is important
 Randomisation of Participants
 Objective
 Public
5
Research Design
All researchers should be aware of the
basic strategies used to develop evidence
that the results of their study will be
accurate and interpretable.
(Polit & Beck, 2016)
This can be achieved using the
appropriate research design.
(Polit & Beck, 2016)
6
Definition of Research Design
•It is a blueprint or detailed plan for conducting the
study that maximizes control over factors that could
interfere with the validity of the findings (Burns &
Grove, 2015).
•Research design is the overall plan for addressing a
research question, including specifications for
enhancing the study’s integrity (polit & Beck,
2016).
7
Research Design Vs Research
Methodology
 Research Design includes structures
within which the study is implemented.
 (Burns & Grove, 2015).
•Research methodology is the entire
strategy for the study, from identification
of the problem to final plans for data
collection.
(Burns & Grove, 2015).
8
Elements of a Strong Design
 Controlling the environment.
 Controlling equivalence of subjects and
groups.
 Control groups.
 Controlling the treatment.
 Counterbalancing.
 Controlling measurement.
 Controlling extraneous variables.
(Burns & Grove, 2005).
9
Controlling the Environment: Study setting
should be consistent for all participants and
control extraneous variables.
Controlling Equivalence of Subjects and Groups:
This is achieved by defining sampling criteria,
random sampling, random assignment to groups,
and pretest and posttest measurements.
Controlling the Treatment: Using strategies to
ensure consistency in implementing the treatment.
(Burns & Grove, 2005).
10
(Burns & Grove, 2005)
Controlling Measurement: Measures must have
documented validity and reliability. In addition, data
collectors must be trained for and observed for
consistency.
•Controlling Extraneous Variables
•Extraneous variables are not included in design, but
could explain some of the variance in measurement of
the study variables.
•Extraneous variables commonly encountered are age,
education, gender, social class, severity of illness, and
attitudes.
11
Types of Quantitative Research
Designs
There are four broad
categories for quantitative
research design (Burns &
Grove, 2015)
 Descriptive designs
 Correlational designs
 Quasi-experimental designs
 Experimental designs
There are four broad
categories for quantitative
research design (Polit &
Beck, 2016)
 Non-experimental designs
 Pre-experimental designs
 Quasi-experimental designs
 Experimental designs
12
•Descriptive Study Designs
13
Descriptive Study Designs
(Burns & Grove, 2015)
Provide a picture of situations as they naturally happen.
.
May be used to develop a theory, identify problems in current
practice or making judgments.
•No manipulation of variables is involved.
•No dependent and independent variables.
•No attempt to establish causality.
The relationship between variables can be identified, but types
and degree of relationships is not the primary concern.
14
Types of Descriptive Study Designs
 Typical descriptive study designs
 Comparative descriptive study design
 Time-dimensional designs
Longitudinal designs
Cross-sectional designs
Trend designs
Event-partitioning designs
 Case study designs
(Burns & Grove, 2015)
15
1. A Typical Descriptive Design
•Clarification •Measurement •Description •Interpretation
•Phenomenon
of Interest
•Description of
Variable 1
•Description of
Variable 2
•Description of
Variable 3
•Description of
•Variable 4
•Variable 1
•Variable 2
•Variable 4
•Variable 3
•Interpretation
of Meaning
•Development of
Hypotheses
•15
(Burns & Grove, 2015)
16
A Typical Descriptive Design
•Clarification •Measurement •Description •Interpretation
•Phenomenon
of Interest
•Description of
Job related
stressors
•Job Related
•stressors
•Interpretation
of Meaning
•Development of
Hypotheses
•16
(Burns & Grove, 2015)
17
2. A Comparative Descriptive Design
•Group I
{variables
measured}
•Group II
{variables
measured}
•Describe
•Interpretation
of Meaning
•Comparison of
Groups on
Selected Variables
•Describe •Development
of Hypotheses
•17
(Burns & Grove, 2015)
18
2. A Comparative Descriptive Design
•Group I (Military Hospital)
•Describe
•Interpretation
of Meaning
•Comparison of patient
satisfaction between
Military & governmental
hospitals
•Describe •Development
of Hypotheses
•18
(Burns & Grove, 2015)
Patient
satisfaction
•Group iI (Governmental Hospital)
Patient
satisfaction
19
Time-dimensional Designs
 According to Burns and Grove (2015), There are
four major types of descriptive time-dimensional
design:
 Longitudinal Designs
 Cross-Sectional Designs
 Trend designs
 Event-practitioning design
20
Time-dimensional Designs
(Burns & Grove, 2015)
•Longitudinal Designs: data are collected about the same
subject at more than one point in time.
•Cross-Sectional Designs: examine group of subjects in
various stages of development simultaneously with the intent
to describe changes in phenomenon across stages.
•Trend Designs: Different samples are selected at repeated
intervals with respect to some phenomenon from the same
population.
•Event-partitioning Design: a merge of the cross-sectional or
longitudinal and trend designs.
•
21
•Correlational Study Designs
22
Correlational Study Designs
(Burns & Grove, 2015)
•Correlation study designs examine the
relationships among variables.
•In correlation designs, a large variance in the
variable scores is necessary to determine the
existence of a relationship.
23
Determining Type of Correlational Design
•Each of these designs is based on relationships
among variables, and the variable would be
measured in one sample of subjects.
•Descriptive correlational design is used when the
researcher lacks information about the possible
relationships among the variables and is conducting
the study to identify possible relationships.
24
1. Descriptive Correlational Study
Designs
•Research
•Variable
•1
•Research
•Variable
•2
•Description
•of variable •Interpretation
•of Meaning
•Examination of
•Relationship
•Description
•of variable •Development
•of Hypotheses
•Measurement
•24
(Burns & Grove, 2015)
25
Descriptive Correlational Study
Designs
•Job related
stressors
•Job
Satisfaction
•Description
•of variable •Interpretation
•of Meaning
•Examination of
•Relationship
•Description
•of variable •Development
•of Hypotheses
•Measurement
•25
(Burns & Grove, 2015)
26
2. A Predictive Correlational Design
•Value
of
Intercept
•Value of
Independent
Variable
1
•Value of
Independent
Variable
2
•Predicted
Value of
Dependent
Variable
+ + =
•Predictive correlational designs are used when the
researcher has evidence from the empirical and
theoretical literature indicating relationships among the
variables to the extent that researchers can identify
possible independent and dependent variables.
27
•Quasi-experimental Designs
28
•The purpose of quasi-experimental and experimental
designs is to examine causality.
•Quasi-experimental designs provide alternative means
of examining causality in situations not conducive to
experimental controls.
•In these situations, at least one of the three
components of true experimental design
(randomization, comparison groups, and manipulation
of the treatment) is lacking.
Quasi-experimental Designs
(Burns & Grove, 2015)
29
Types of Quasi-experimental Designs
Nonequivalent Comparison Group Studies
 One-group posttest-only designs
 posttest-only designs with comparison group
 One-group Pre-test Post-test designs
 Pre-test and Post-test designs with a comparison group
 Pre-test and Post-test designs with a two comparison treatments
 Pre-test and Post-test designs with a two comparison treatments
and standard or routine care group
 Pre-test and Post-test designs with a reversed treatment
Interrupted Time-series Designs
 Simple Interrupted time-series designs
 Interrupted time-series designs with a comparison group
 Interrupted time-series designs with multiple treatments.
(Burns & Grove, 2015)
30
Nonequivalent Comparison Group
Studies
(Burns & Grove, 2015).
•A comparison group is one in which the groups are
not selected by random means.
• Selection is a threat to validity because participants
are not selected randomly.
31
•Experimental Study Designs
32
Experimental Study Designs
 Experimental post-test only comparison group
design.
 Experimental Pretest and post-test comparison
group design (Classic experimental design)
 Factorial designs
 Crossover or counterbalancing
 Solomon 4 groups design.
33
Repeated Measures
Note: Understanding this concept might
help students understand the concept of
pre-post testing in research design.
34
Repeated Measures
 Repeated measures’ is a term used when the same
entities participate in all conditions of an experiment or
provide data at multiple time points (e.g., T0 (Baseline),
T1 (Post-intervention), and T2 (Follow-up).
 It is used to analyzes groups of related dependent
(outcome) variables that represent different
measurements of the same attribute.
 Types of Repeated Measures ANOVA
 One-way repeated-measures designs
 Two ways repeated measures designs
35
The Define Factor(s) dialog box for
repeated-measures ANOVA
36
One-way repeated-measures
designs
 One-way repeated-measures designs compares several
means, when those means come from the same entities
(e.g., same participants); for example, if you measured
people’s statistical ability each month over a year-long
course.
 Note: When you have three or more repeated-measures
conditions there is an additional assumption:
sphericity.
 You can test for sphericity using Mauchly’s test, but it is
better to always adjust for the departure from sphericity in
the data.
37
Two ways repeated measures
 Two-way repeated-measures designs compare means
when there are two predictor (independent) variables,
and the same entities have been used in all conditions.
 Note: You can test the assumption of sphericity when
you have three or more repeated-measures conditions
with Mauchly’s test, but a better approach is to
routinely interpret F-statistics that have been corrected
for the amount by which the data are not spherical.
38
Other possible Assumptions to be met
 Assumption of homoscedasticity
 Assumption of singularity
 Assumption of multicollinearity
 Adequacy of samples
 Examination of correlation
39
Post-test-only control group design.
Group
assignment
Measurement
or observation
Application of
independent
variable
Experimental
Intervention
No Intervention
or Placebo
40
Pretest-posttest control group design
Group
assignment
Measurement
or observation
Application of
independent
variable
Measurement
or observation
Experimental
Intervention
No
Intervention
or Placebo
41
Two-group pretest-posttest design
Experimental
Intervention 1
Experimental
Intervention 2
or Standard Care
Group
assignment
Measurement
or observation
Application of
independent
variable
Measurement
or observation
42
Multigroup pretest-posttest control
group design
Experimental
Intervention 1
Experimental
Intervention 2
No Intervention
or Placebo
Group
assignment
Measurement
or observation
Application of
independent
variable
Measurement
or observation
43
Factorial Design
When an experiment has two or more independent
variables it is known as a factorial design (because, as
we have seen, independent variables are sometimes
referred to as factors).
Types of Factorial Design
1. Independent factorial design: There are several
independent variables or predictors and each has been
measured using different entities (between groups).
2. Repeated-measures (related) factorial design:
Several independent variables or predictors have been
measured, but the same entities have been used in all
conditions
3. Mixed design: Several independent variables or
predictors have been measured; some have been
measured with different entities, whereas others used
the same entities.

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lecture 4 Quantitative research design.ppt

  • 1. 1 Quantitative Research Designs Presented by Dr. Fuad Abuadas PhD, MSN, CNS, RN
  • 2. 2 Outlines  Introduction  Definition of Design  Concepts Important to Design  Elements of a Good Design  Triangulation  Descriptive study designs  Correlation study designs  Quasi-experimental study designs  Experimental study designs  Other Research Designs  Conclusion  References
  • 3. Quantitative Research  Used to describe or test relationships among variables or to evaluate the effect of one variable on another.  Variables are “measured” using standard data collection tools and data are numerical (numbers). Qualitative Research  Used when little is known about a phenomenon.  Focused on developing a rich, holistic description of phenomena.  Data are non numerical (i.e., dialogue, observation, etc.). APPROACHES TO RESEARCH IN NURSING
  • 4. NURSING SCIENCE USES VARIOUS RESEARCH METHODOLOGIES 4 Qualitative  Understanding  Interview / observation  Discovering frameworks  Textual (words)  Theory generating  Quality of participant is more important than sample size  Selection of best participants  Subjective  Intuitive  Embedded knowledge Quantitative  Prediction  Survey/questionnaires/Intervention  Existing frameworks  Numerical  Theory testing  Sample size is important  Randomisation of Participants  Objective  Public
  • 5. 5 Research Design All researchers should be aware of the basic strategies used to develop evidence that the results of their study will be accurate and interpretable. (Polit & Beck, 2016) This can be achieved using the appropriate research design. (Polit & Beck, 2016)
  • 6. 6 Definition of Research Design •It is a blueprint or detailed plan for conducting the study that maximizes control over factors that could interfere with the validity of the findings (Burns & Grove, 2015). •Research design is the overall plan for addressing a research question, including specifications for enhancing the study’s integrity (polit & Beck, 2016).
  • 7. 7 Research Design Vs Research Methodology  Research Design includes structures within which the study is implemented.  (Burns & Grove, 2015). •Research methodology is the entire strategy for the study, from identification of the problem to final plans for data collection. (Burns & Grove, 2015).
  • 8. 8 Elements of a Strong Design  Controlling the environment.  Controlling equivalence of subjects and groups.  Control groups.  Controlling the treatment.  Counterbalancing.  Controlling measurement.  Controlling extraneous variables. (Burns & Grove, 2005).
  • 9. 9 Controlling the Environment: Study setting should be consistent for all participants and control extraneous variables. Controlling Equivalence of Subjects and Groups: This is achieved by defining sampling criteria, random sampling, random assignment to groups, and pretest and posttest measurements. Controlling the Treatment: Using strategies to ensure consistency in implementing the treatment. (Burns & Grove, 2005).
  • 10. 10 (Burns & Grove, 2005) Controlling Measurement: Measures must have documented validity and reliability. In addition, data collectors must be trained for and observed for consistency. •Controlling Extraneous Variables •Extraneous variables are not included in design, but could explain some of the variance in measurement of the study variables. •Extraneous variables commonly encountered are age, education, gender, social class, severity of illness, and attitudes.
  • 11. 11 Types of Quantitative Research Designs There are four broad categories for quantitative research design (Burns & Grove, 2015)  Descriptive designs  Correlational designs  Quasi-experimental designs  Experimental designs There are four broad categories for quantitative research design (Polit & Beck, 2016)  Non-experimental designs  Pre-experimental designs  Quasi-experimental designs  Experimental designs
  • 13. 13 Descriptive Study Designs (Burns & Grove, 2015) Provide a picture of situations as they naturally happen. . May be used to develop a theory, identify problems in current practice or making judgments. •No manipulation of variables is involved. •No dependent and independent variables. •No attempt to establish causality. The relationship between variables can be identified, but types and degree of relationships is not the primary concern.
  • 14. 14 Types of Descriptive Study Designs  Typical descriptive study designs  Comparative descriptive study design  Time-dimensional designs Longitudinal designs Cross-sectional designs Trend designs Event-partitioning designs  Case study designs (Burns & Grove, 2015)
  • 15. 15 1. A Typical Descriptive Design •Clarification •Measurement •Description •Interpretation •Phenomenon of Interest •Description of Variable 1 •Description of Variable 2 •Description of Variable 3 •Description of •Variable 4 •Variable 1 •Variable 2 •Variable 4 •Variable 3 •Interpretation of Meaning •Development of Hypotheses •15 (Burns & Grove, 2015)
  • 16. 16 A Typical Descriptive Design •Clarification •Measurement •Description •Interpretation •Phenomenon of Interest •Description of Job related stressors •Job Related •stressors •Interpretation of Meaning •Development of Hypotheses •16 (Burns & Grove, 2015)
  • 17. 17 2. A Comparative Descriptive Design •Group I {variables measured} •Group II {variables measured} •Describe •Interpretation of Meaning •Comparison of Groups on Selected Variables •Describe •Development of Hypotheses •17 (Burns & Grove, 2015)
  • 18. 18 2. A Comparative Descriptive Design •Group I (Military Hospital) •Describe •Interpretation of Meaning •Comparison of patient satisfaction between Military & governmental hospitals •Describe •Development of Hypotheses •18 (Burns & Grove, 2015) Patient satisfaction •Group iI (Governmental Hospital) Patient satisfaction
  • 19. 19 Time-dimensional Designs  According to Burns and Grove (2015), There are four major types of descriptive time-dimensional design:  Longitudinal Designs  Cross-Sectional Designs  Trend designs  Event-practitioning design
  • 20. 20 Time-dimensional Designs (Burns & Grove, 2015) •Longitudinal Designs: data are collected about the same subject at more than one point in time. •Cross-Sectional Designs: examine group of subjects in various stages of development simultaneously with the intent to describe changes in phenomenon across stages. •Trend Designs: Different samples are selected at repeated intervals with respect to some phenomenon from the same population. •Event-partitioning Design: a merge of the cross-sectional or longitudinal and trend designs. •
  • 22. 22 Correlational Study Designs (Burns & Grove, 2015) •Correlation study designs examine the relationships among variables. •In correlation designs, a large variance in the variable scores is necessary to determine the existence of a relationship.
  • 23. 23 Determining Type of Correlational Design •Each of these designs is based on relationships among variables, and the variable would be measured in one sample of subjects. •Descriptive correlational design is used when the researcher lacks information about the possible relationships among the variables and is conducting the study to identify possible relationships.
  • 24. 24 1. Descriptive Correlational Study Designs •Research •Variable •1 •Research •Variable •2 •Description •of variable •Interpretation •of Meaning •Examination of •Relationship •Description •of variable •Development •of Hypotheses •Measurement •24 (Burns & Grove, 2015)
  • 25. 25 Descriptive Correlational Study Designs •Job related stressors •Job Satisfaction •Description •of variable •Interpretation •of Meaning •Examination of •Relationship •Description •of variable •Development •of Hypotheses •Measurement •25 (Burns & Grove, 2015)
  • 26. 26 2. A Predictive Correlational Design •Value of Intercept •Value of Independent Variable 1 •Value of Independent Variable 2 •Predicted Value of Dependent Variable + + = •Predictive correlational designs are used when the researcher has evidence from the empirical and theoretical literature indicating relationships among the variables to the extent that researchers can identify possible independent and dependent variables.
  • 28. 28 •The purpose of quasi-experimental and experimental designs is to examine causality. •Quasi-experimental designs provide alternative means of examining causality in situations not conducive to experimental controls. •In these situations, at least one of the three components of true experimental design (randomization, comparison groups, and manipulation of the treatment) is lacking. Quasi-experimental Designs (Burns & Grove, 2015)
  • 29. 29 Types of Quasi-experimental Designs Nonequivalent Comparison Group Studies  One-group posttest-only designs  posttest-only designs with comparison group  One-group Pre-test Post-test designs  Pre-test and Post-test designs with a comparison group  Pre-test and Post-test designs with a two comparison treatments  Pre-test and Post-test designs with a two comparison treatments and standard or routine care group  Pre-test and Post-test designs with a reversed treatment Interrupted Time-series Designs  Simple Interrupted time-series designs  Interrupted time-series designs with a comparison group  Interrupted time-series designs with multiple treatments. (Burns & Grove, 2015)
  • 30. 30 Nonequivalent Comparison Group Studies (Burns & Grove, 2015). •A comparison group is one in which the groups are not selected by random means. • Selection is a threat to validity because participants are not selected randomly.
  • 32. 32 Experimental Study Designs  Experimental post-test only comparison group design.  Experimental Pretest and post-test comparison group design (Classic experimental design)  Factorial designs  Crossover or counterbalancing  Solomon 4 groups design.
  • 33. 33 Repeated Measures Note: Understanding this concept might help students understand the concept of pre-post testing in research design.
  • 34. 34 Repeated Measures  Repeated measures’ is a term used when the same entities participate in all conditions of an experiment or provide data at multiple time points (e.g., T0 (Baseline), T1 (Post-intervention), and T2 (Follow-up).  It is used to analyzes groups of related dependent (outcome) variables that represent different measurements of the same attribute.  Types of Repeated Measures ANOVA  One-way repeated-measures designs  Two ways repeated measures designs
  • 35. 35 The Define Factor(s) dialog box for repeated-measures ANOVA
  • 36. 36 One-way repeated-measures designs  One-way repeated-measures designs compares several means, when those means come from the same entities (e.g., same participants); for example, if you measured people’s statistical ability each month over a year-long course.  Note: When you have three or more repeated-measures conditions there is an additional assumption: sphericity.  You can test for sphericity using Mauchly’s test, but it is better to always adjust for the departure from sphericity in the data.
  • 37. 37 Two ways repeated measures  Two-way repeated-measures designs compare means when there are two predictor (independent) variables, and the same entities have been used in all conditions.  Note: You can test the assumption of sphericity when you have three or more repeated-measures conditions with Mauchly’s test, but a better approach is to routinely interpret F-statistics that have been corrected for the amount by which the data are not spherical.
  • 38. 38 Other possible Assumptions to be met  Assumption of homoscedasticity  Assumption of singularity  Assumption of multicollinearity  Adequacy of samples  Examination of correlation
  • 39. 39 Post-test-only control group design. Group assignment Measurement or observation Application of independent variable Experimental Intervention No Intervention or Placebo
  • 40. 40 Pretest-posttest control group design Group assignment Measurement or observation Application of independent variable Measurement or observation Experimental Intervention No Intervention or Placebo
  • 41. 41 Two-group pretest-posttest design Experimental Intervention 1 Experimental Intervention 2 or Standard Care Group assignment Measurement or observation Application of independent variable Measurement or observation
  • 42. 42 Multigroup pretest-posttest control group design Experimental Intervention 1 Experimental Intervention 2 No Intervention or Placebo Group assignment Measurement or observation Application of independent variable Measurement or observation
  • 43. 43 Factorial Design When an experiment has two or more independent variables it is known as a factorial design (because, as we have seen, independent variables are sometimes referred to as factors). Types of Factorial Design 1. Independent factorial design: There are several independent variables or predictors and each has been measured using different entities (between groups). 2. Repeated-measures (related) factorial design: Several independent variables or predictors have been measured, but the same entities have been used in all conditions 3. Mixed design: Several independent variables or predictors have been measured; some have been measured with different entities, whereas others used the same entities.