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the scientific method (empiricism) is composed of two steps:
developing models that explain some part of the world
testing those modules using data to see how closely the model matches what we actually observe
model
is a simplified data description of the reality
sometimes economists will refer to a model as a
theory
scientific models are used to make
predictions that can be checked with empirical
empirical evidence
consists of facts that are obtained through observation and measurement
empirical evidence is also called
data
hypothesis
are predictions (typically generated by a model) that be tested with data
to calculate wages
we generally have the possibility to use the mean or the median
the mean (the average)
is the sum of all the different values divided by the number of values
median value
is calculated by ordering the numbers from least to greatest and then finding the value half-way through the list
the scientific method refers to the process by which economists and other scientists
develop models of the world and test those models with data
a model’s predictions are referred as
hypotheses
causation
occurs when one thing directly affects another
variable
changing factors
correlation
two variables tend to change at the same time
example of correlation
a study from england showed that cows who were named gave more milk than unnamed cows
positive correlation
both variables change in the same direction (health over 65 increases; over 65 gambling increases)
negative correlation
both variables change in the opposite direction (level of education increases; unemployment rate decreases)
omitted variables
is something that has been left out of a study that, if included, would explain why two variables that are in the study are correlated
a correlation might not make sense until
the omitted variable is added
reverse causality
is when there is cause and effect, but it goes in the opposite direction as what we thought
controlled experiment
subjects are randomly put into treatment (something happens) and control (nothing happens) groups by the researcher
natural experiments
subjects end up in treatment or control groups due to something that is not purposefully determined by the researcher
which of the following is most likely to be an example of causation
a. the crime rate is high in a country. the literacy rate is high as well.
b. a student wins the money by scratching a ticket with a particular coin. he decides to scratch all tickets with the same coin in the future
c. a soccer player scored four goals when he wears red socks. he concludes that the red socks helped him score the goals
d. a firm producing compact fluorescent light bults installs new machinery. its per-day production of light bulbs increase
a firm producing compact fluorescent light bults installs new machinery. its per-day production of light bulbs increase
a correlation between two variables implies that
there is a mutual relationship between both variables
two properties of a good economic questions
relevant and important
economic research contributes to social welfare
can be answered
economic questions can be answered empirically