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Institutional review board
protects rights, safety, and welfare of human subjects. Reviewing risks, benefits, consent, and privacy before research
Informed Consent
informed voluntary agreement
Confidentiality
protects individual information
Anonymity
researchers cannot identify participants from their data
Ethical Problems in Clinical Trials
lack of consent, deception, withholding treatment, and racial exploitation
Instrument
SAT exam
Variable
Readiness for college
Units
Points on SAT
Validity
measuring the intended characteristic
Reliability
consistent repeated measurements
Bias
systematic error
Random error
unpredictable variation
Measured value
true value + bias + random
Categorical Nominal
Categories without a natural order (favorite music genre)
Categorical Ordinal
Categories with a natural order (satisfaction rating)
Quantitative Discrete
Numerical values obtained by counting (number of siblings)
Quantitative Continuous
numerical values on a measurement scale (height)
Interval
meaningful differences, no meaningful zero
Ratio
meaningful differences and ratios, with a meaningful zero
Trend
persistent long term rise or fall
Seasonal Variation
a pattern that repeats at irregular intervals
Seasonal Adjustment
removing predictable seasonal effects to reveal the underlying pattern
Bar Graph
compare categorical frequencies, percentages, or summaries across groups
Pie Chart
Shows categorical parts of a whole; the parts must total 100%
Histogram
shows the distribution of qualitative data grouped into intervals
Stem and Leaf Plot
show a small quantitative dataset while retaining original values
Dotplot
show individual values and their frequencies in a small quantitative dataset
linegraph/timeplot
show how a quantitative variable changes over time
Center
middle of distribution
Shape
skewed, symmetric, uniform, or bimodal
Spread
range of possible values
Unimodal
one prominent peak
Bimodal
2 separate peaks
Mode
most frequent value or category
Mean
balancing point/average
Median
the middle ordered value
Five Number Summary
min, Q1, median (Q2), Q3, max
Density curve
on or above horizontal axis and has a total area of 1
Normal Curve
symmetric, bell shaped, unimodal curve
Empirical Rule
68%, 95%, and 99.7% fall within 1, 2 and 3 standard deviations of the mean.
Interquartile Range (IQR)
width of middle 50% of data set, Q3 - Q1