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Naming something the '0th' thing doesn't even make sense logically since 0 is to indicate no amount/object/whatever. That's why "0 is a hero" in the "first is the worst second is the best..." rhyme, because heroes(and zeroth things) don't exist.
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empirical approach
an evidence based method that draws on observation and experimentation
critical thinking
thinking that does not automatically accept arguments and conclusions. Instead, it examines assumptions, appraises the source, discerns hidden biases, evaluates evidence, and assesses conclusions
hindsight bias
the tendency to believe, after learning an outcome, that one would have foreseen it
peer reviewers
scientific experts who evaluate a research article’s theory, originality, and accuracy
theory
an explanation using an integrated set of principles that organizes observations and predicts behaviors or events
hypothesis
a testable prediction, often implied by a theory
operational definition
a carefully worded statement of the exact procedures used in a research study
replication
repeating the essence of a research study, usually with different participants in different situations to see whether the basic finding can be reproduced
confirmation bias
the tendency to seek out information that supports one position or idea
overconfidence
the tendency to overestimate our knowledge and abilities in a certain area
population
all those in a group being studied, from which random samples may be drawn
sample
a small portion of individual cases selected from a greater population
representative sample
a sample from a larger group that accurately represents the characteristics of a larger population
random sample
a sample that fairly represents a population because each member has an equal chance of inclusion
convenience sample
a non-probability sampling method where units are selected for inclusion because they are the easiest for the researcher to access
sampling bias
the collection of samples that does not accurately represent the entire group since it is not random and tends to produce a particular outcome
experimental bias
the unintentional influence of the experimenter’s expectations, beliefs, or preconceived notions on the outcome of a study or research experiment
social desirability bias
the tendency of survey respondents to answer questions in a manner that will be viewed favorably by others
validity
the extent to which a test or experiment measures or predicts what it is supposed to
qualitative measurement instruments
a research method that relies on in-depth narrative data that are not translated into numbers
quantitative measurement instruments
a research method that relies on quantifiable, numerical data
experiment
a research method in which an investigator manipulates one or more factors to observe the effect on some behavior or mental process
independent variable
in an experiment, the factor that’s being manipulated; the variable whose effect is being studied
dependent variable
in an experiment, the outcome that is measured; the variable that may change when the independent variable is manipulated
confounding variable
in an experiment, a factor other than the factor being studied that might influence a study’s results
experimental group
in an experiment, the group exposed to the treatment - that is, to one version of the independent variable
control group
in an experiment, the group not exposed to the treatment; contrasts with the experimental group and serves as a comparison for evaluating the effect of the treatment
random assignment
assigning participants to experimental and control groups by chance, thus minimizing preexisting differences between the different groups
single blind procedure
a type of trial in which only the researcher doing the study knows which treatment or intervention the participant is receiving
double blind procedure
an experiment where both the research participants and the staff are ignorant about whether the participants received the treatment or a placebo
placebo effect
experimental results caused by expectations alone; any effect on behavior caused by the administration of an inert substance or condition, which the recipient assumes is an active agent
case study
a descriptive technique in which one individual or group is studied in depth in the hopes of revealing universal principles
naturalistic observation
a descriptive technique of observing and recording behavior in the naturally occurring situations without trying to manipulate and control the situation
survey
a descriptive technique for obtaining the self reported attitudes or behaviors of a particular group, usually by questioning a representative, random sample of the group
correlation/correlational studies
a measure of the extent to which two factors vary together, and thus of how well either factor predicts the other
correlation coefficient
a statistical index of the relationship between two variables(from -1.00 to +1.00)
illusory correlation
perceiving a relationship where none exists, or perceiving a stronger than actual relationship
scatter plot
a graph in which the values of two variables are plotted along two axes, the pattern revealing any correlation present
regression towards the mean
the tendency for extreme or unusual scores or events to fall back towards the average
statistical concepts
the fundamental elements of statistics
descriptive statistics
numerical data used to measure and describe characteristics of groups; include measures of central tendency and measures of variation
inferential statistics
numerical data that allow one to generalize the probability of something being true of a population
histogram
a bar graph depicting a frequency distribution
central measures of tendency
a single value that attempts to describe a set of data by identifying the central position within that set
mean
the arithmetic average of a distribution, obtained by adding the scores and then dividing the number of scores
median
the middle score of a distribution; half the scores are above it and half are below it
mode
the most frequently occurring score in a distribution
normal curve
a symmetrical bell shaped curve that describes the distribution of many types of data; most scores fall near the mean and fewer and fewer near the extremes
percentage distributions of scores across the curve
68% in the median and the other 32% split about evenly between the two extremes
skewed distribution
a representation of scores that lack symmetry around their average value
bimodal distribution
when there are two frequently occurring scores
range
the difference between the highest and lowest scores in a distribution
percentile rank
the percentage of scores in an individual score’s frequency distribution that are equal to or lower than it
standard deviation
a computed measure of how much scores vary around the mean score
meta analysis
a statistical procedure for analyzing the results of multiple studies to reach an overall conclusion
statistical significance
a statistical statement of how likely it is that a result occurred by chance, assuming there is no difference between the populations being studied
effect size
the strength of the relationship between two variables. The larger the effect size, the more one variable can be explained by the other
informed consent
giving potential participants enough information about a study to enable them to choose whether they wish to participate
debriefing
the post experimental explanation of a study, including its purpose and any deceptions, to its participants