Discuss the similarities and differences between
causation and correlation. Provide examples of each and discuss
ways...
Discuss the similarities and differences between
causation and correlation. Provide examples of each and discuss
ways in which correlation may be mistaken for causation in
psychological research
Solutions
Expert Solution
Causation is an action or occurrence that can cause another.
The result of an action is always predictable, providing a clear
relation between them which can be established with certainty.
Causation involves correlation which means that if an action
causes another then they are correlated. The causation of these two
correlated events or actions can be hard to establish but it is
certain.
Correlation is an action or occurrence that can be linked to
another. The action does not always result to another action or
occurrence but you can see that there is a relationship between
them. Although the action does not make the other thing happen, the
possibility of having something happen is great.
Correlation can be easily established through statistical
tools. The correlated events or actions can be because of a common
cause. Establishing correlation can be made certain if there are no
explanations that will prove causality.
When you say that exposing kids to too much violence on
television and films causes them to become violent adults can be
untrue. Although violence on television and films can influence
behavior, adults who are violent might have acquired the habit due
to other factors such as poverty, mental illness, physical, mental,
and emotional abuse as children.
It is therefore wrong to assume that violent behavior is due to
television and films because there are several different aspects to
consider. It is safer to say that there is a correlation between
watching violent television shows and films and violent behavior
than to say that violence in television and films causes violent
behavior.
While causation and correlation can exist at the same time,
correlation doesn't mean causation.
Theoretically, the difference between the two types of
relationships are easy to identify — an action or occurrence can
cause another (e.g. smoking causes an increase in the risk of
developing lung cancer), or it can correlate with another (e.g.
smoking is correlated with alcoholism, but it does not cause
alcoholism). In practice, however, it remains difficult to clearly
establish cause and effect, compared with establishing
correlation.
The best way to look at the misuse of correlation and causation
is by looking at an example:
A survey, as reported in a British newspaper, involved
questioning a group of teenagers about their behavior, and
establishing whether their parents smoked. The newspaper reported,
as fact, that children whose parents smoked were more likely to
exhibit delinquent behavior.
The results seemed to show a correlation between the two
variables, so the paper printed the headline; "Parental smoking
causes children to misbehave." The Professor leading the
investigation stated that cigarette packets should carry warnings
about social issues alongside the prominent health warnings.
However, there are a number of problems with this assumption.
The first is that correlations can often work in reverse. For
example, it is perfectly possible that the parents smoked because
of the stress of looking after delinquent children.
Another cause may be that social class causes the correlation;
the lower classes are usually more likely to smoke and are more
likely to have delinquent children. Therefore, parental smoking and
delinquency are both symptoms of the problem of poverty and may
well have no direct link between them.
v(a) Using examples, outline the differences between correlation
and causation. (b) The Excel correlation matrix below shows
correlation coefficients between cheapest economy and business
class fares, flight times and flight distances for non-stop
round-trip flights in December 2019 to 12 medium- and long-haul
destinations from Manchester Airport (source: flights.google.com,
accessed 4th November 2019). Economy Fare Business Fare Time
Distance Economy Fare 1.000 Business Fare 0.854 1.000 Time 0.663
0.494 1.000 Distance 0.520 0.317 0.971 1.000 (i) Explain how this
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