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Falsifiable statement (testable), regarding the true state of affairs in the world |
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Describes the world. Prediction if this than that (no insight) |
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Building a theory
1. Observation: Patterns, ask questions
2. Codification: We give names to things
3. Formulate a hypothesis
4. Test Hypothesis – Remember that we can never prove a hypothesis
5. Again: Over and over again (Rinse and Repeat)
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Causal association, study design
1. Temporal order- Cause and effect
2. Co-variation- Things change together, cause present to effect
3. Rule of alternative explanations
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Group of entities if interest, described with Greek letters μ (mu) |
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Describes characteristics of samples, described by Latin/ Roman letters |
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Describes sample and sample only |
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Sample is like the population, ascribe value to the population |
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Assignment of a value based on a phenomena based on a preset set of rules
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Data gives names to things, mutually excusive. Ex green, blue |
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Sequence/ magnitude is not relevant Example: Olympic medals |
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Equidistance, zero arbitrary Example: Fahrenheit vs. Celsius |
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Absolute zero, absence of what we are measuring ex age, distance |
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Defines something tangible |
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a fixed starting point of a scale or operation.
Example: Let the symbol Xij denote the ith datum in the jth group of data
1st datum in the 2nd group = X12
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Distance and direction from the mean
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Coefficient of Alienation:
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1 - r2
the proportion of variance in the dependent variable that is not accounted for by the independent variable(s) |
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1. Frequency polygon
2. Stem and leaf plot- Numbers turn into information from data
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Measure of tails – variance = thickness of tails
[image] |
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null hypothesis statistical testing |
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Most frequently occurring value |
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the standard deviation of the sampling distribution of a statistic |
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square root of the variance
S2
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reason why the devisor of the variance of n-1 |
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un-bias estimate – the reason we divide n-1 if we don’t we will underestimate the population variance- when we systematically do something wrong then it is known as bias- skewed |
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type 1 error, rejected the null hypothesis which is actually true |
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degree to which inferences are useful and meaningful |
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the probability of rejecting a false null hyposthesis
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Linear regression attempts to model the relationship between two variables by fitting a linear equation to observed data.
[image] |
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hypothesis is forced and failed to be rejected, beta |
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H0 is true
| H1 is true
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Accept Null Hypothesis
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Reject Null Hypothesis
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H0 is true
| H1 is true
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Accept Null Hypothesis
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Right decision |
Wrong decision Type II Error |
Reject Null Hypothesis
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Wrong decision Type I Error |
Right decision
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True or false – the normal distribution has a mean of zero |
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False- could have any mean |
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3 things necessary to establish causal relation |
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temporal order, covariance, and no rule out alternative
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Larger the varience, what happens to the graph? |
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frequency-# of times it appears
cf- cumilative frequences (add them all up)
p- porportion
cp- cumilative proportion |
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What score cooresponds to cumlative proportion |
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% falls below a given score |
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Strength of relationship, represented by r
0 to 1 (one means extremely strong relationship, doesnt matter about negative) |
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Measure of the spread of data
squared distance between each point and the mean/ n-1
[image] |
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standard deviation
[image] |
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how many standard deviations away from the mean |
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