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MCT Mathematics & Statistics Paul Garthwaite [email_address] http://statistics.open.ac.uk/advisory.html Introduction to Statistical Analysis
The Scientific Method ,[object Object],[object Object]
Theory: In a pig’s digestive system, all phosphate    ions are the same, regardless of what they    were bound with. Theory: If you are a diabetic, losing weight will help   you live longer.
Study Design (deductive reasoning)
Hypothesis testing is like a court of law: You aim to disprove the null hypothesis.   The hypothesis of a court: The person in the dock is innocent.   The aim is to gather evidence that is inconsistent with this hypothesis. We reject the hypothesis  (and decide the person is guilty)  if the evidence makes the hypothesis unlikely  (beyond all reasonable doubt) .
Inductive Reasoning ,[object Object]
Observational Study (inductive reasoning)
Observational studies could feed into inductive reasoning. Pilot studies have a place in forming hypotheses. Some disciplines (e.g. psychology) seem to disapprove of observational studies. Presumably such studies are written up as if the hypotheses were decided before gathering the data. (A dangerous practice!)
Statistical Design ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Warning ,[object Object],[object Object],[object Object],[object Object],[object Object]
Use Common Sense ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object]
Gather lots of data ,[object Object],[object Object],[object Object],[object Object]
How much data? (My rules of thumb.) ,[object Object],[object Object],[object Object],[object Object]
Questionnaires Likert scales are good: strongly  weakly  indifferent/  disagree/  strongly  agree/  agree/  disagree. Having five points on a Likert scale is often about right. Code the values as 1, 2, 3, 4, 5 and it is usually OK to treat them as measurements.  Open-ended questions are hard to analyse.
Statistical Data Analysis ,[object Object],[object Object],[object Object]
Common fundamental statistical methods ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Regression ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Statistical Software ,[object Object],[object Object],[object Object],[object Object],[object Object]
Some Statistical Packages ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Statistics Courses ,[object Object],[object Object],[object Object],[object Object],[object Object]
Statistics Courses ,[object Object],[object Object],[object Object],[object Object]
The Stats-Advisory Service ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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Stats Workshop2010

  • 1. MCT Mathematics & Statistics Paul Garthwaite [email_address] http://statistics.open.ac.uk/advisory.html Introduction to Statistical Analysis
  • 2.
  • 3. Theory: In a pig’s digestive system, all phosphate ions are the same, regardless of what they were bound with. Theory: If you are a diabetic, losing weight will help you live longer.
  • 5. Hypothesis testing is like a court of law: You aim to disprove the null hypothesis. The hypothesis of a court: The person in the dock is innocent. The aim is to gather evidence that is inconsistent with this hypothesis. We reject the hypothesis (and decide the person is guilty) if the evidence makes the hypothesis unlikely (beyond all reasonable doubt) .
  • 6.
  • 8. Observational studies could feed into inductive reasoning. Pilot studies have a place in forming hypotheses. Some disciplines (e.g. psychology) seem to disapprove of observational studies. Presumably such studies are written up as if the hypotheses were decided before gathering the data. (A dangerous practice!)
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15. Questionnaires Likert scales are good: strongly weakly indifferent/ disagree/ strongly agree/ agree/ disagree. Having five points on a Likert scale is often about right. Code the values as 1, 2, 3, 4, 5 and it is usually OK to treat them as measurements. Open-ended questions are hard to analyse.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.