Stats terminology

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Statistics

methods used to measure certain aspects of nature and quantify their uncertainty and test hypotheses about them

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Population

The group of interest

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Sample

Subset/section of the population

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Sample Unit

subjects/replicates; individuals or groups that make up the population

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Parameter

a quantity associated with a population

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Estimation

inferring an unknown quantity of a population from a sample

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Sampling error

the difference between the estimated value and the true parameter value

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Precision

Having a low sampling error

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Bias

a systematic difference between the estimates and the true parameter value

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Accuracy

Having low bias

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Random sample

  • has an equal chance of being sampled

  • independent

  • reduce bias

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Sample of Convenience

a sample of individuals that are easily accessible to the researcher

  • biased

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Volunteer Bias

systemic difference between the pool of volunteers and the population to which they belong

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Variable

a characteristic that varies among individuals

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Data

Raw measurements of values of one or more variables from the individual in a sample

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Categorical Variables

Define membership in a group

  • male/female

  • size class

  • Nominal or ordinal

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Nominal

no order to the categories

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Ordinal

order but no magnitude

  • egg, larvae, juvenile, subadult, adult

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Numerical Variables

quantitative measurements of magnitude

  • Continuous or Discrete

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Continuous

can take any real number value

  • temperature

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Discrete

only take integer values

  • number of offspring

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Hypothesis testing

determining how well a hypothesis about the population parameters fits the data from a sample

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Null Hypothesis (Ho)

hypothesis stating no change

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Experimental Studies

researcher assigns a random treatment to each individual

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Observational Studies

researcher has no control over which units fall into which groups

  • can only determine associations

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Explanatory

a change that predicts or affects the other variable

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Response variable

affected by the explanatory variable

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Probability distribution

distribution of a variable in the whole population

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Normal Distribution

theoretical probability distribution

  • symmetrical bell

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Skew

measures whether data are symmetrical or spread out to one side

  • Right/Left skew → side with longer tail

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