third edition chapter p: what is statistics?
TRANSCRIPT
The Practice of StatisticsThird Edition
Chapter P:What is Statistics?
Copyright © 2008 by W. H. Freeman & Company
Statistics at a Glance
Part I
•Exploratory Data Analysis (EDA) - Organizing,
describing, and analyzing dataPart II
Producing Data - Surveys, Experiments, and Observational studies
Part IIIProbability
Part IVStatistical Inference
Meeting a new data set...
Who are the individuals described by the data?
What are the variables? Units?
Why were the data gathered?
When, where, how, and by whom were the data produced?
Describing Quantitative Variables(pg. 16)
Soccer goals scored by the US women's soccer
team in 34 games during the 2004 season.
3 0 2 7 8 2 4 3 5 1 1 4 5 3 1 1 3 3 3 2 1 2 2 2 4 3
5 6 1 5 5 1 5
What do the numbers tell us?
Where to Get Good Data
• Library
• Internet (Government Agencies, NOT
Wikipedia!!!)
• Good data ALWAYS is better than personal
experience The plural of anecdote
is not data.
Sometime You Need to Produce
Your Own Data.
• Surveys
– Getting valid survey results is hard
– Where the data comes from matters.
• Experiments
• Observational Studies
What is an example of an Observational Study?
What is an example of an Experiment?
Are surveys an observational study or experiment?
Probability
• Toss a coin
– What is the probability of a head?
– What is the probability of a tail?
• What does this mean for the next toss of the
coin?
• What is going to happen over the long run?
• If I flip a coin four times, am I guaranteed
to get heads twice?
The big idea of probability:
Chance behavior is unpredictable in the short run but has a predictable pattern in the long run.
Population
Sample
Data/Statistics
Inference/
Conclusions
• Drawing Conclusions from the data
– The largest and most important part of this course.
Inference
• Do high school students cheat on exams?
– An internet survey of 1,200 HS students and
asked: “Have you ever cheated on an exam?”
– 48% answered yes.
What Conclusion Can we Draw?
• If we sampled ALL high school students
would exactly 48% answer “Yes”?
• More likely we can find a range that we can
be very confident that contains true
percentage of all students who would
answer “Yes”.
Statistical Inference
•Even under the best of situations, variation is
everywhere.
•When we study statistical inference, we learn that
even with variation, we can make statements that
we ARE confident in.
Assignment
• Problems P3, P7 – P9, P11
• Watch: https://www.learner.org/courses/againstallodds/unitpages/unit02.html
(11.49 min.)
• Read Pages 38 - 48
Reminder: Chapter P Guide