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An overview of key concepts and principles in quantitative research methodology. It covers topics such as levels of measurement, reliability and validity, threats to internal and external validity, sampling and data collection, estimation of parameters, hypothesis testing, and the structure of a quantitative research report. The document aims to equip readers with a solid understanding of the fundamental aspects of quantitative research design, data analysis, and reporting. It is particularly relevant for students and researchers interested in conducting or evaluating quantitative studies in various fields, including social sciences, health sciences, and education.
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research studies - ANSWER-often peer reviewed by two reviewers and are BLIND reviewed hypotheses - ANSWER-used when conducting experimental or quasi experimental research in the quantitative paradigm. A hypothesis - ANSWER-Consists of an independent variable and a dependent variable; these variables are described in relation to each another. Experimental - ANSWER-In a(n) ___________ design the researcher controls (manipulates) the independent variable and randomly assigns subjects to different conditions. pre-experimental - ANSWER-A(n) __________design does not include mechanisms to compensate for the absence of either randomization or control group quasi-experimental - ANSWER-In a(n) _______ design the investigator does not randomly assign participants but does manipulate the independent variable and controls to enhance the internal validity. non-experimental - ANSWER-In a(n) ___________ design the researcher collects data without introducing any treatment.
retrospective study - ANSWER-A(n) ________________ begins with the occurrence of the dependent variable in the present and then links this effect to some presumed cause which occurred in the past. dependent variable - ANSWER-The outcome factor; the variable that may change in response to manipulations of the independent variable. Independent variable - ANSWER-Also known as the treatment the variable that is manipulated Dependent variable - ANSWER-Is the outcome is caused by the independent variable Research studies in the quantitative paradigm - ANSWER-Three main types: Experimental, quasi experimental, nonexperimental in an experimental design - ANSWER-The researcher manipulates the independent variable or introduces an intervention Subjects are randomly assigned to a treatment or a control group (Randomized controlled trial) (May be used to test a new drug) A Quasi experimental design - ANSWER-differs slightly from experimental subjects are not randomly assigned to reatment or a control group the researcher is still manipulating the independent variable or introducing an intervention
Petrik's study focuses on how members of a particular American subculture provide end-of-life care.
Indigenous Research Methods - ANSWER-Indigenous ways of knowing, living in and learning about the world. Narrative Inquiry - ANSWER-research that views stories - whether gathered through field notes, interviews, oral tales, blogs, letters, or autobiographies - as fundamental to human experience. phenomena - ANSWER-observable facts; subjects of scientific investigation Qualitative studies - ANSWER-involve the exploration of phenomena methods or designs used in qualitative paradigm - ANSWER-Ethnography, phenomenology, grounded theory, other common methods for exploring qualitative research questions - ANSWER-Narrative inquiry, hermeneutics, and the qualitative descriptive approach :-) in vivo measures - ANSWER-Biophysiologic measures taken directly within a human being are called: :-) A questionnaire - ANSWER-This type of data collection technique can provide respondents with anonymity. :-) An interview - ANSWER-The following type of data collection technique usually yields a high response rate. 3 - ANSWER-On a five-point Likert scale, a person who neither agreed nor disagreed with the statement would be scored as a: :-) Visual analog scales - ANSWER-A method used to measure such experiences as pain or fatigue is called:
The sample was a consecutive sample of patients meeting eligibility criteria; they were not selected at random. - ANSWER-1. Turner randomly assigned 50 men and 50 women smokers who responded to a recruitment notice to a smoking cessation intervention or to a control group. Probability Kane used a systematic sample that was initiated by selecting a random number. - ANSWER-Kane sampled every 25th nurse on a roster of licensed nurses in Florida to study their use of personal digital assistants. The starting number of 12 was selected at random. Nonprobability The sample was a convenience sample from five nursing homes; residents were not selected at random, and the statement does not suggest a "quota" for each nursing home. - ANSWER-Casey randomly assigned 152 elders recruited from five nursing homes to a foot massage or wait-list group to assess effects on levels of depression. Probability The sample was a simple random sample of students, presumably drawn at random from a student roster. - ANSWER-Marshall randomly selected 250 students from a large university to study their use of drugs and alcohol. Reliability Rocco used a test-retest reliability approach to assess the stability of the self-efficacy scale over time.
Pfortmiller was assessing the internal consistency reliability of his scale. - ANSWER-Pfortmiller assessed the degree to which the 12 items on his resilience scale measured a unitary attribute; he calculated a coefficient of .91. Validity Pulley was using the known-groups technique to test the construct validity of her scale. - ANSWER- Pulley compared scores on her Breastfeeding Anxiety Scale for two groups: women in their first pregnancy and women who were lactation consultants. Purposive Armer used purposive (maximum variation) sampling in recruiting participants with a broad range of characteristics. - ANSWER-Armer explored nightmares in hospitalized children and recruited both boys and girls from different socioeconomic and ethnic backgrounds. Theoretical Dinsmore used theoretical sampling to help develop and refine categories of the grounded theory. - ANSWER-Dinsmore's grounded theory study involved sampling patients whose experiences helped to better understand the emerging category of lost control. Snowball Oppenheim got referrals for people who regretted having pursued genetic testing from early participants in the sample. - ANSWER-Oppenheim, in his study of regret among patients who had had genetic testing, asked early participants to refer friends with similar experiences. Purposive Skaine used purposive (extreme case) sampling in recruiting teenagers at either extreme in terms of their weight. - ANSWER-Skaine's study of eating patterns and self-esteem in adolescents involved interviews with both anorexic and obese teenagers aged 14 to 17 years. Convenience Meagher recruited drug users using a sample of convenience—those who happened to see the notice in the shelter. - ANSWER-In her study of injection drug users' use of health care facilities, Meagher recruited participants by posting a notice on a homeless shelter bulletin board. Ratio - ANSWER-A measurement level with equal distances between scores and true meaning zero, and that provide information about the magnitude of an attribute.
true - ANSWER-In the following statement of results the results are not statistically significant at conventional levels (r = .12, df = 33, p> .05) multiple regression analysis - ANSWER-A procedure that allows researchers to use more than one independent variable to explain a dependent variable is called: Multivariance analysis of variance (MANOVA) is: - ANSWER-- the extension of ANOVA to more than one dependent variable
Chi-squared test A chi-squared test would be used to test differences in proportions between the two groups on a nominal-level variable, ever used versus never used an illegal drug. - ANSWER-1. Tucker tested the difference in the proportion of smokers versus nonsmokers who had ever tried an illegal drug. t-Test or ANOVA A t-test would be used to test differences in the means between the two groups of mothers on a ratio-level variable, birth weight. - ANSWER-2. Chase tested the difference in the mean birth weights of infants whose mothers either had or had not participated in a special prenatal education program. Pearson's r A correlation coefficient (r ) would be used to test the relationship between two interval-level variables, scores on two tests. - ANSWER-3. Powjanowski tested the significance of the relationship between scores on a functional ability test and a cognitive performance test in nursing home residents. t-Test or ANOVA ANOVA would be used to test differences in the means of the three groups of patients on a variable measured on an interval-level scale, anxiety scores. - ANSWER-Hutchings compared mean preoperative anxiety levels in three groups of patients with different types of cancer. Chi-squared test Chi-squared tests would be used to test differences in proportions between the two units on a nominal-level variable, patients who fell versus did not fall. - ANSWER-Messina compared the percentage of patients who had a fall in two hospital units, one of which had implemented a new patient safety protocol. Magnitude of effects The index d is an effect size indicator that communicates the size of an intervention's effect - ANSWER-In Begley's study of the effect of a foot massage versus care as usual on anxiety in nursing home patients, you consider whether the value of d encourages adoption. Credibility Verifying that results corroborate earlier findings is one approach to assessing the credibility of the results - ANSWER-In Rogers' study of the relationship between amount of nursing care and adverse outcomes to patients, you check whether the results are consistent with previous research.
Grounded Theory The goal of grounded theory analysis is to identify a core category in the data. - ANSWER-In a study of stress in operating room nurses, Casey identified the core category as moral reckoning. Triangulation Futterer used data (person) triangulation to gain different perspectives on the meaning of hope. - ANSWER-In a study of hope in critically ill patients, Futterer gathered data from patients, nurses, and family members. Triangulation Smerud used method (and person) triangulation to better understand the culture of the NICU. - ANSWER-Smerud gathered data about the culture of an NICU by interviewing nursing staff and by observing parent-infant and parent-nurse interactions. Member checking Horsch used member checking with study participants to validate the thematic analysis. - ANSWER-In a study of nurses' experience of having made a medication error, Horsch asked 4 of the 12 participants to review key themes that emerged in the analysis. Peer review Horsch asked two colleagues with relevant expertise to help validate the thematic analysis. - ANSWER-In a study of nurses' experience of having made a medication error, Horsch asked a patient safety expert and a phenomenologist to review the themes. Triangulation Horsch and Corbaccio used investigator triangulation to reduce the risk of biased interpretation of the data. - ANSWER-In a study of nurses' experience of having made a medication error, Horsch and his colleague Corbaccio independently coded five interviews and collaborated in the analysis. Statistical testing - ANSWER-provides statement of probability that treatment was effective statistical significance - ANSWER-a statistical statement of how likely it is that an obtained result occurred by chance
p-value - ANSWER-The probability level which forms basis for deciding if results are statistically significant (not due to chance). Themes - ANSWER-Overarching ideas or driving premises of a work. raw data - ANSWER-The original data as it was collected. discussion and interpretation - ANSWER- Clinical Implications - ANSWER-A section in a research article that explains if the findings from the study have clinical implications. Research Implications - ANSWER-Subsection in discussion section in which an author indicates what her or his findings mean for the larger community of scholars' understanding of the topic. Study limitations - ANSWER-discussion of the threats to internal and external validity a research critique - ANSWER-an evaluation of a study's strengths and limitations an abstract - ANSWER-a brief description of a research article
Key questions of quantitative research design - ANSWER-- will there be an intervention?
Causality - ANSWER-- Many, if not most, quantitative research questions are about causes and effects.
nonequivalent control group design - ANSWER-Post test only is much weaker X O O one-group pretest-posttest design - ANSWER-typically yield extremely weak evidence of causal relationships O1 X O Time-series designs - ANSWER-gather preintervention and postintervention data over a longer period O1 O2 O3 O4 X O5....O advantages and disadvantages of quasi-experiments - ANSWER--May be easier and more practical than true experiments, but: -They make it more difficult to infer causality -Usually there are several alternative rival hypotheses for results Within-subjects - ANSWER-Which design is considered a quasi-experimental research design? -pretest-posttest -posttest-only -crossover -within-subjects Nonexperimental studies - ANSWER-If researchers do not intervene by controlling independent variable, the study is nonexperimental (observational). Not all independent variables ("causes") of interest to nurse researchers can be experimentally manipulated. For example, gender cannot ever be manipulated. Smoking cannot ethically be manipulated. correlational designs - ANSWER-Cause-probing questions (e.g., prognosis or harm/etiology questions) for which manipulation is not possible are typically addressed with a correlational design.