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Difference –
How do two or more groups (younger/older drivers) compare with
one another in terms of some outcome (average driving speed)?
Central Tendency, Spread, or Symmetry?
vs.
Difference –
How do two or more groups (younger/older drivers) compare with
one another in terms of some outcome (average driving speed)?
Central Tendency, Spread, or Symmetry?
Relationship –
Does an increase in one characteristic (age) cause a change in
another characteristic (flexibility)?
vs.
Difference –
How do two or more groups (younger/older drivers) compare with
one another in terms of some outcome (average driving speed)?
Central Tendency, Spread, or Symmetry?
Relationship –
Does an increase in one characteristic (age) cause a change in
another characteristic (flexibility)?
Goodness of Fit –
Does your claim (4 out of 5 dentist recommend flavored floss) fit
reality (3 out of 5 of your dentist friends recommend flavored floss)?
vs.
fitDoes the CLAIM . . . REALITY?
Let’s Practice!
Difference Relationship Goodness of Fit
Does employee moral increase significantly the
longer they work at this company? You sample a
group of 45 and generalize the results.
Difference Relationship Goodness of Fit
Does employee moral increase significantly the
longer they work at this company? You sample a
group of 45 and generalize the results.
Difference Relationship Goodness of Fit
Does employee moral increase significantly the
longer they work at this company? You sample a
group of 45 and generalize the results.
Difference Relationship Goodness of Fit
Does employee moral increase significantly the
longer they work at this company? You sample a
group of 45 and generalize the results.
Relationship –
Does an increase in one characteristic (time worked) cause a
change in another characteristic (employee moral)?
Next Example
How do management and staff compare in
terms of work satisfaction? You sample both
groups and generalize the results.
Difference Relationship Goodness of Fit
How do management and staff compare in
terms of work satisfaction? You sample both
groups and generalize the results.
Difference Relationship Goodness of Fit
How do management and staff compare in
terms of work satisfaction? You sample both
groups and generalize the results.
Difference Relationship Goodness of Fit
Difference –
How do two or more groups (management/staff) compare
with one another in terms of some outcome (work
satisfaction)?
How do management and staff compare in
terms of work satisfaction? You sample both
groups and generalize the results.
Difference Relationship Goodness of Fit
Difference –
How do two or more groups (management/staff) compare
with one another in terms of some outcome (work
satisfaction)?
Final Example
A salesman claims that 95% of employees
increase their work productivity using his
software. You test that claim with a sample of 26
employees and find that 86% increase their
productivity.
Difference Relationship Goodness of Fit
A salesman claims that 95% of employees
increase their work productivity using his
software. You test that claim with a sample of 26
employees and find that 86% increase their
productivity.
Difference Relationship Goodness of Fit
A salesman claims that 95% of employees
increase their work productivity using his
software. You test that claim with a sample of 26
employees and find that 86% increase their
productivity.
Difference Relationship Goodness of Fit
Goodness of Fit –
Does your claim (95% increase work productivity) fit reality
(86% increase work productivity)?
A salesman claims that 95% of employees
increase their work productivity using his
software. You test that claim with a sample of
26 employees and find that 86% increase their
productivity.
Difference Relationship Goodness of Fit
Goodness of Fit –
Does your claim (95% increase work productivity) fit reality
(86% increase work productivity)?

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Diff rel gof-fit - jejit - practice (2)

  • 1. Difference – How do two or more groups (younger/older drivers) compare with one another in terms of some outcome (average driving speed)? Central Tendency, Spread, or Symmetry? vs.
  • 2. Difference – How do two or more groups (younger/older drivers) compare with one another in terms of some outcome (average driving speed)? Central Tendency, Spread, or Symmetry? Relationship – Does an increase in one characteristic (age) cause a change in another characteristic (flexibility)? vs.
  • 3. Difference – How do two or more groups (younger/older drivers) compare with one another in terms of some outcome (average driving speed)? Central Tendency, Spread, or Symmetry? Relationship – Does an increase in one characteristic (age) cause a change in another characteristic (flexibility)? Goodness of Fit – Does your claim (4 out of 5 dentist recommend flavored floss) fit reality (3 out of 5 of your dentist friends recommend flavored floss)? vs. fitDoes the CLAIM . . . REALITY?
  • 5. Difference Relationship Goodness of Fit Does employee moral increase significantly the longer they work at this company? You sample a group of 45 and generalize the results.
  • 6. Difference Relationship Goodness of Fit Does employee moral increase significantly the longer they work at this company? You sample a group of 45 and generalize the results.
  • 7. Difference Relationship Goodness of Fit Does employee moral increase significantly the longer they work at this company? You sample a group of 45 and generalize the results.
  • 8. Difference Relationship Goodness of Fit Does employee moral increase significantly the longer they work at this company? You sample a group of 45 and generalize the results. Relationship – Does an increase in one characteristic (time worked) cause a change in another characteristic (employee moral)?
  • 10. How do management and staff compare in terms of work satisfaction? You sample both groups and generalize the results. Difference Relationship Goodness of Fit
  • 11. How do management and staff compare in terms of work satisfaction? You sample both groups and generalize the results. Difference Relationship Goodness of Fit
  • 12. How do management and staff compare in terms of work satisfaction? You sample both groups and generalize the results. Difference Relationship Goodness of Fit Difference – How do two or more groups (management/staff) compare with one another in terms of some outcome (work satisfaction)?
  • 13. How do management and staff compare in terms of work satisfaction? You sample both groups and generalize the results. Difference Relationship Goodness of Fit Difference – How do two or more groups (management/staff) compare with one another in terms of some outcome (work satisfaction)?
  • 15. A salesman claims that 95% of employees increase their work productivity using his software. You test that claim with a sample of 26 employees and find that 86% increase their productivity. Difference Relationship Goodness of Fit
  • 16. A salesman claims that 95% of employees increase their work productivity using his software. You test that claim with a sample of 26 employees and find that 86% increase their productivity. Difference Relationship Goodness of Fit
  • 17. A salesman claims that 95% of employees increase their work productivity using his software. You test that claim with a sample of 26 employees and find that 86% increase their productivity. Difference Relationship Goodness of Fit Goodness of Fit – Does your claim (95% increase work productivity) fit reality (86% increase work productivity)?
  • 18. A salesman claims that 95% of employees increase their work productivity using his software. You test that claim with a sample of 26 employees and find that 86% increase their productivity. Difference Relationship Goodness of Fit Goodness of Fit – Does your claim (95% increase work productivity) fit reality (86% increase work productivity)?