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Type 1 error
The null hypothesis is actually true and the researcher concludes that it is false
Type 2 error
The null hypothesis is actually false and the researcher concludes that it is true
Measures of relative position
Percentile ranks
Standard scores (z scores, t scores)
Ratio scales
have an order or ranking and equal distance between measurements and cannot include negative number (someone's age, can have true 0)
Interval scales
Have an equal distance between measurements and can also include negative numbers (1=very dissatisfied, 7=very satisfied)(no true 0)
Ordinal scales
Have an order or ranking (1st place, 2nd place)
Nominal Scales
Have no order and simply give a name or label to various categories (pitcher =1)
Validity
The extent to which a instrument accurately measures what it was designed to measure; in other words whether it accurately addresses its designed purpose
Five research perspectives
Application of research
Objectives of the research
The type of information sought
The presence of data
The data source analyzed
Applied research
Carried out to solve a specific problem or provide a solution to a practical question
Exploratory research
often used when the research question or problem is not particularly defined; this type of research is often aimed at clarifying concepts, gathering explanations, gaining insight, forming hypotheses (Literature review)
Predictive research
forecasts the likelihood that particular phenomena will occur in given circumstances
Empirical research
Uses data to support the development of new ideas, accounts for the majority of articles published in sport management journals
Ontology
The study of the philosophy of knowledge
Epistemology
The philosophical study of how such knowledge is acquired
Social constructivism
is rooted in the assumption that individuals seek an understanding of the world in which they live and work and that they develop subjective meanings of their experiences (often rely on open ended and qualitative methods)
The advocacy and participatory paradigm
insists that a research inquiry is intertwined with politics and a political agenda and that it contains an action agenda for reform that may change the lives of participants and researchers and the institutions in which individuals work or live
pragmatism
Researchers who adopt the principles of pragmatism are primarily concerned with applications and solutions to problems; pragmatists focus on the research problem and on all available approaches to understanding it
Delphi questionnaire
series of increasingly probing questionnaires on an identified topic, a study that uses the opinions of experts as its primary data source
Bibliometric analysis
Research on development of topical themes and trends within an area of research
APA provides ethical guidance for researchers in the form of five ethical principles
Beneficence and nonmaleficence (Do no harm)
Fidelity and responsibility (professional responsibly)
Integrity (promote accuracy, honesty, truthfulness)
Justice (Reasonable judgement, fairness)
Respect peoples right and dignity (respect rights, privacy, confidentiality)
Fischman's 12 components of a consent form
Invitation to participate
Purpose of the research
Selection bias
Study procedures
Descriptions of risks and discomforts
Description of benefits
Available alternatives
Assurance of confidentiality
Financial considerations
Offer to answer questions
Noncoercive disclaimer
Incomplete disclosure
Conceptual framework
refers to a novel framework developed by a research that links concepts from the literature
Theoretical framework
refers to a frame work previously established in the literature
Independent variables
Various factors controlled or manipulated in the study (Input)
Dependent variables
outcome variables of the investigation, variables of interest (output)
In order to develop a conceptual framework, a researcher must address five considerations:
Identify the relevant concepts in the study
Define relevant concepts
Operationalize variables
Identify moderating and mediating variables in the study
Identify the proposed relationship between each of the variables
Moderating variables
Those that may influence the relationship between the independent and dependent variables (it depends on variable)
Extraneous variables
Those that may influence the results of the study despite not being of interest to the researchers, uncontrolled factor
Categorical variables
Variables with a finite or limited number of possible values, in that their finite possible values can be labeled as categories (seven days of the week)
Dichotomous variables
Categorical variables that allow just two possible values (day game or night game)
Continuous variables
(Variables with unlimited, or nearly unlimited, possible values (game attendance)
Ethnogrpahy
Strategy of inquiry in which the researcher studies an intact cultural group in a natural setting over a prolonged period of time by collecting observational and interview data
Quantitative research designs:
Experimental: Randomly assigns subjects to either an experimental group or a control group
Quasi-experimental: Does not randomly assign subjects to group
Non experimental: Does not randomly assign subjects to group
Sequential mixed method
Begins with either a qualitative or quantitative method, then uses the alternative method in order to elaborate on or expand findings
Concurrent mixed methods
Merges quantitative and qualitative data
Transformative mixed-methods
Uses a theoretical lens or perspective as on overarching viewpoint within a design that contains both quantitative and qualitative data
Reliability
Refers to the consistency of the results obtained
Sampling
The process by which the researcher chooses subjects for inclusion in the study
Sampling can be broken up into two different groups
Probability sampling: Denotes that each unit within a population has an equal probability of being chosen
Non probability sampling: Does not involve random selection; it includes convenience sampling and purposive sampling
Content Validity
Face validity can be measured by experts in the content area or by prospective study participants
Criterion validity
Predictive validity involves a comparison between the instrument and some later behavior that it predicts
Concurrent validity compares scores on an instrument with performance on some other measures
Discriminant validity
An instrument with high discriminant validity does not correlate significantly with variables from which it should differ
Convergent validity
An instrument with high convergent validity correlates highly with other variables with which it should theoretically correlate
Two ways to disseminate research
Present at a conference
Publish in a scholarly journal