AMDM Vocabulary Flashcards

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Questions and Answers

What does the term 'Population' refer to?

  • A section of individuals selected for a study
  • The entire group of individuals or instances about whom we hope to learn (correct)
  • A sample from a larger group
  • None of the above

What is a Sample?

A representative subset of a population, examined in hope of learning about the population.

What is a Census?

A sample that consists of the entire population.

Define Population Parameter.

<p>A numerically valued attribute of a model for a population.</p> Signup and view all the answers

What is a Statistic?

<p>Values calculated for sampled data.</p> Signup and view all the answers

What does Observational Study mean?

<p>A study based on data in which no manipulation of factors has been employed.</p> Signup and view all the answers

What is an Experiment?

<p>An experiment manipulates factor levels to create treatments, randomly assigns subjects to these treatments.</p> Signup and view all the answers

Define Experimental Units.

<p>Individuals on whom an experiment is performed.</p> Signup and view all the answers

What is Treatment in an experiment?

<p>The process, intervention, or other controlled circumstance applied to randomly assigned experimental units.</p> Signup and view all the answers

What is meant by Statistically Significant?

<p>When an observed difference is too large to be likely due to chance.</p> Signup and view all the answers

What is a Control Group?

<p>The experimental units assigned to a baseline treatment level.</p> Signup and view all the answers

Define Blind Study.

<p>Any individual associated with an experiment who is not aware of how subjects have been allocated to treatment groups.</p> Signup and view all the answers

What is a Double Blind experiment?

<p>An experiment where neither the subjects nor those administering treatments are aware of treatment allocations.</p> Signup and view all the answers

What is a Placebo?

<p>A treatment known to have no effect, administered to create comparable conditions.</p> Signup and view all the answers

What does Placebo Effect refer to?

<p>The tendency of subjects to respond even when administered a placebo.</p> Signup and view all the answers

Define Alternative Hypothesis.

<p>Hypothesis accepted if the null is rejected.</p> Signup and view all the answers

What is Data Collection?

<p>Collecting data throughout the scientific process to test hypotheses.</p> Signup and view all the answers

Differentiate Fact from Opinion.

<p>A fact is a statement that can be checked for truthfulness; an opinion cannot be proven true or false.</p> Signup and view all the answers

What is a Null Hypothesis?

<p>A hypothesis predicting no difference between experimental conditions.</p> Signup and view all the answers

What is a Participant in a study?

<p>An individual involved in a study where the researcher is actively engaged.</p> Signup and view all the answers

Define Population Mean.

<p>The true mean of the entire population, often estimated using the sample mean.</p> Signup and view all the answers

What is Psychological Effect?

<p>Influence change in feelings or mood.</p> Signup and view all the answers

What is a Questionnaire/Survey?

<p>A series of written questions about attitudes and behaviors.</p> Signup and view all the answers

What is a Research Question?

<p>A question answered by an experiment or series of experiments.</p> Signup and view all the answers

Define Sample Mean.

<p>The mean of a sample used to estimate the true mean of a population.</p> Signup and view all the answers

What are Study Limitations?

<p>Factors that affect study findings such as a small sample or unique settings.</p> Signup and view all the answers

What are Ethics?

<p>A system of moral principles governing people's conduct.</p> Signup and view all the answers

What is Informed Consent?

<p>A written agreement to participate in a study made by an informed adult.</p> Signup and view all the answers

What is a Pilot Study?

<p>A small-scale research study used to test the feasibility of a project.</p> Signup and view all the answers

What is Primary Data?

<p>Data gathered yourself, not from secondary sources.</p> Signup and view all the answers

Define Secondary Data.

<p>Data already collected for a purpose other than the current study.</p> Signup and view all the answers

What is Average/Mean?

<p>The average value found by adding all values together and dividing by the total number.</p> Signup and view all the answers

What does Margin of Error mean?

<p>The range of outcomes expected for a population based on sample data.</p> Signup and view all the answers

What is Cluster Sampling?

<p>A survey of selected groups within a population.</p> Signup and view all the answers

Define Convenience Sampling.

<p>Creating a sample using data from a readily available population.</p> Signup and view all the answers

What is Inference Population?

<p>The population to which results from a sample survey are meant to generalize.</p> Signup and view all the answers

What does Random mean in research?

<p>Assigning participants to experimental and control conditions by chance.</p> Signup and view all the answers

Flashcards

Population

The entire group of individuals or items under study.

Sample

A subgroup of the population that is selected to represent the whole.

Census

A study that includes every member of the population.

Population Parameter

A numerical summary that describes a characteristic of the population.

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Statistic/Sample Statistic

A numerical summary that describes a characteristic of the sample, used to estimate the population parameter.

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Observational Study

A study in which researchers collect data without intervening or manipulating variables.

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Experiment

A study in which researchers manipulate one or more variables to observe the effect on a response variable.

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Experimental Units

The entities (individuals, objects, etc.) on which we collect data in an experiment.

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Treatment

A condition applied to experimental units.

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Statistically Significant

An observed effect so large that it would rarely occur by chance.

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Control Group

A group in an experiment that receives no treatment or a standard treatment which serves as a baseline for comparison.

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Blind Study

A study where participants are unaware of which treatment they are receiving.

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Double Blind

A study where neither the participants nor the researchers know who is receiving which treatment.

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Placebo

An inactive treatment or substance given to a control group, designed to have no therapeutic effect.

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Alternative Hypothesis

The hypothesis that the researcher is trying to support.

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Null Hypothesis

The hypothesis that there is no significant difference or effect.

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Data Collection

The process of gathering and measuring information on variables of interest, in an established systematic fashion that enables one to answer stated research questions.

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Fact

A verifiable statement.

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Opinion

An expression of belief about something.

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Participant

Someone who takes part in a study.

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Population Mean

The true mean of the entire population.

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Psychological Effect

How someone's mood influences their behavior.

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Questionnaire/Survey

Tool for collecting information by asking a pre-set series of questions.

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Research Question

A specific query the researcher seeks to answer.

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Sample Mean

The average value calculated from a sample (x̄).

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Study Limitation

Weaknesses of a research study that may impact conclusion reliability.

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Ethics

Principles governing proper conduct.

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Informed Consent

Agreement to participate with full knowledge of risks.

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Pilot Study

Preliminary study, feasibility check.

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Primary Data

Data you collect yourself.

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Study Notes

Key Terms in Research Methodology

  • Population: The complete set of individuals or instances we aim to study.
  • Sample: A smaller, representative subset of the population selected for analysis.
  • Census: A sample that encompasses the entire population, providing a comprehensive overview.
  • Population Parameter: A quantifiable characteristic of a population model, often estimated from sample data (e.g., mean income).
  • Statistic/Sample Statistic: Values derived from sampled data that estimate population parameters (e.g., mean income from a sample).

Types of Studies and Data Collection

  • Observational Study: Research based on collected data without manipulating variables.
  • Experiment: Research method where factors are manipulated to observe effects on subjects, typically involving random assignments.
  • Experimental Units: Individuals on whom the experiment is conducted; referred to as subjects or participants when human.
  • Treatment: The controlled condition applied to experimental units; can vary in levels or combination of factors.

Study Design Features

  • Statistically Significant: An observed difference considered unlikely to have occurred by chance, warranting further examination.
  • Control Group: Group receiving a baseline treatment to which outcomes are compared.
  • Blind Study: Participants or evaluators unaware of treatment group assignments to reduce bias.
  • Double Blind: Both participants and evaluators are unaware of group assignments, ensuring unbiased results.
  • Placebo: An inactive treatment to prevent psychological influences on results, allowing true treatment effects to be measured.

Hypotheses and Data Analysis

  • Alternative Hypothesis: Accepted if the null hypothesis is rejected, indicating a statistically significant effect.
  • Null Hypothesis: Proposes no significant difference among experimental conditions.
  • Data Collection: Essential process of gathering information to test hypotheses in a structured setting.

Research Considerations

  • Fact/Opinion: Facts are verifiable; opinions are subjective and cannot be proven true or false.
  • Participant: Involves the researcher actively engaging in the study context.
  • Population Mean: True average of a complete population, symbolized by the Greek letter mu (μ).

Psychological and Ethical Implications

  • Psychological Effect: Influences on mood or feeling that may affect study outcomes.
  • Questionnaire/Survey: Tool for gathering information on attitudes and behaviors through structured questions.
  • Research Question: Clearly defined inquiry guiding the experimental process.
  • Sample Mean: The calculated average of a sample, denoted as xÌ„, used to estimate the population mean.

Research Limitations and Data Types

  • Study Limitation: Factors that may detract from findings, such as sample size or demographic representation.
  • Ethics: Framework governing research conduct and relationships.
  • Informed Consent: Agreement from participants after being fully briefed on risks.
  • Pilot Study: Preliminary research to assess feasibility before a larger study.
  • Primary Data: Original data collected firsthand for a specific purpose.
  • Secondary Data: Existing data originally collected for another purpose.

Statistical Concepts

  • Average/Mean: Calculated by dividing the sum of values by the total number of values.
  • Margin of Error: Indicates the expected range of outcomes for a population based on sample data.
  • Cluster Sampling: Involves surveying distinct groups to represent the population, effective for efficiency but needs to ensure representation.
  • Convenience Sampling: Involves using readily available data, potentially compromising reliability.
  • Inference Population: The group to which findings from a sample survey are intended to generalize.
  • Random Assignment: Technique ensuring participants are assigned to groups by chance to minimize bias.

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