Unit 4 sec 1.2
The statistical investigation cycle
17 November 2015
22:57
As it was mentioned in the
introduction to this unit, there are 4 clearly identifiably for stages in most statistical
investigations,
which can be summarised as follows
the 4 stages of a statistical investigation are.
Stage
1 Pose a question.
Stage
2 collect relevant data
Stage
3 Analyse the data
Stage
4 Interpret the results
It
may be helpful to think of these stages set out as a cycle, the PCAI cycle.
Here the problem starts in the real world and is resolved by making the journey
into the statistical world and back again.
Note
that it is important to be as specific as possible posing a statistical
question. The better the investigation can be attuned to the question, and the ‘the
chance of obtaining a useful answer. The less focused the question, the wider
the investigation and the greater the chance that nothing very informative will
come out of it.
Not
surprisingly, different statistical techniques applied to different stages of
the statistical modelling cycle.
Ø P: pausing a clear question should normally be the 1st
stage of any statistical work. The decision as to which techniques are to be
used subsequently will depend on the sort of question that has been asked at
the start of the investigation.
Ø C: collecting relevant data will involve issues such
as choosing samples and designing questionnaires.
Ø A: this stage, analyzing
the data is where techniques like calculating averages and plotting graphs and
charts will take place.
Ø I: the final
stage, interpreting the results, take the action back to the original context
from which the initial question was posed. Do the data analyses how to answer
the original question? If “yes” then you can stop, there. If “no”, then you may
need to travel around the cycle once again, perhaps this time with a slightly
modified question using different analytical techniques.
The
1st was the categorization of statistical investigations into 3
types: summarizing, comparing or seeking a relationship.
2nd, the PCAI statistical
investigation
cycle was introduced. This cycle, which may be gone around more than once,
consists of 4 stages, pausing a question (P), collecting relevant data (C), analyzing
data (A) and interpreting the result (I).
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