[07] Experimental Design and Statistical Analysis Flashcards

1
Q

What is the topic of the “Experimental Design and Statistical Analysis” deck?

A
  • Planning of scientific experiments
  • Hypothesis testing
  • Use of controls
  • Data analysis
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2
Q

Define ‘Experimental Design’ in scientific research

A

The process of planning a study to meet specified objectives

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3
Q

What is a ‘Hypothesis’ in the context of Experimental Design?

A

A tentative assumption made in order to draw out and test its empirical consequences

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4
Q

What is ‘Hypothesis Testing’?

A

A statistical method that uses sample data to evaluate a hypothesis about a population parameter

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5
Q

Define ‘Control’ in the context of Experimental Design

A

A standard against which experimental observations may be evaluated

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6
Q

What is ‘Data Analysis’ in the context of Experimental Design?

A

The process of inspecting, cleaning, transforming, and modeling data with the goal of discovering useful information

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7
Q

What are ‘Variables’ in Experimental Design?

A

Characteristics or conditions that can change or vary in an experiment

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8
Q

What is a ‘Dependent Variable’?

A

The variable being tested and measured in an experiment

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9
Q

What is an ‘Independent Variable’?

A

The variable that is changed or controlled in a scientific experiment

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10
Q

Define ‘Confounding Variable’

A

An outside influence that changes the effect of a dependent and independent variable

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11
Q

What is a ‘Control Group’?

A

The group in an experiment or study that does not receive treatment by the researchers

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12
Q

What is an ‘Experimental Group’?

A

The group in an experiment that receives the variable being tested

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13
Q

What is ‘Randomization’ in Experimental Design?

A

A technique used to ensure that each participant has an equal chance of being assigned to any group in an experiment

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14
Q

Define ‘Statistical Significance’

A

The likelihood that a relationship between two or more variables is caused by something other than chance

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15
Q

What is a ‘Null Hypothesis’?

A

A hypothesis that suggests there is no statistical significance between the set of observed and expected data

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16
Q

What is an ‘Alternative Hypothesis’?

A

A hypothesis that suggests there is a statistical significance between the set of observed and expected data

17
Q

What is ‘Replication’ in Experimental Design?

A

The repetition of a research study to confirm the results

18
Q

Define ‘Sample Size’ in the context of Experimental Design

A

The number of observations used for calculating estimates of a given population

19
Q

What is a ‘Statistical Power’ in Hypothesis Testing?

A

The probability that the test correctly rejects the null hypothesis when the alternative hypothesis is true

20
Q

What does ‘p-value’ signify in Statistical Analysis?

A

The probability of obtaining results at least as extreme as the observed results, given that the null hypothesis is true