Studies design (Statistics)

Solomon Xie
All Math Before College
1 min readJan 17, 2019

Refer to Khan academy course.

Types of studies:

  • Sample study: To estimate ONE certain parameter of a population.
  • Observational studies: To compare TWO parameters of a population WITHOUT affecting them.
  • Experiments: To compare TWO parameters of a population and DOES affecting one and does not affecting the other one.

Samples or surveys

  • Problem 1: Qualitative and quantitative data
  • Problem 2: Representative samples
  • Problem 3: Biased wording in survey questions
  • Problem 4: Sampling methods
  • Systematic sampling: 100% members of ALL groups chosen.
  • Stratified sampling: Some members from ALL groups chosen.
  • Random sampling: An adequate number of members chosen, each an equal chance of being in the sample.
  • Cluster sampling: 100% members from SOME groups are chosen.

Observational studies & experiments

  • Observational study: Measure or survey members of a sample WITHOUTtrying to affect them.
  • Controlled experiment: Apply some treatment to one of the groups, while the other group does not receive the treatment.

Notes

  • Randomized experiments are designed to suggest causation
  • Correlation is WEAKER than causation
  • To answer a question about a causal relationship, we need to perform an experiment with a treatment group and a control group.
  • While sample study need a part of relative members, Observational studyneed ALL members.

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Solomon Xie
All Math Before College

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