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Bias In Statistics BY: JACKIE SARTORELLI & ANDREW CROSBY.

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Presentation on theme: "Bias In Statistics BY: JACKIE SARTORELLI & ANDREW CROSBY."— Presentation transcript:

1 Bias In Statistics BY: JACKIE SARTORELLI & ANDREW CROSBY

2 What Is Bias?  A method is biased if it has a tendency to produce an untrue value by systematically favoring some outcomes over others.

3 Nonresponse Bias  Nonresponse Bias is a sampling bias that occurs when people selected to participate in a survey fail to respond or refuse to do so.  This bias is bad to use because it is not taking account of those that did not respond to the survey.  Example) When a survey is sent out in the mail and people choose not to respond.

4 Wording Bias  Occurs when a question is asked with persuasion or is “loaded”.  This method is not a good method to use because it can persuade people to answer in line with what’s implied.  Example) Only cool and smart people like school, do you like school?

5 Under-coverage  Occurs when people are not given a chance to respond.  This method is bad because it does not accurately represent the entire population in its data.  Example) When a survey is sent out to only those with landline telephones.

6 Voluntary Response Bias  A sampling bias that occurs when people who generally have strong feelings about the results participate (self-selected volunteers)  This bias is bad because it is only taking account of those that choose to participate, rather than the whole population.  Example) When American Idol asks the audience to vote for their top pick and those that choose to vote do.

7 Convenience Sampling  A sampling bias that occurs when people are chosen because they are the easiest, or most convenient to reach.  A bad method to use because the results will not account for the whole population, only those that were chosen and it does not allow people to be equally chosen.  Example) When a surveyor in a mall asks those passing by to take a survey.

8 Quiz  What kind of bias occurs when someone adds a review on Yelp?  What kind of bias occurs when a surveyor asks, “Most people that drink soda are unhealthy and overweight, do you drink soda?”  What kind of bias occurs when only people who have an email address are asked to respond?  Can you give an example of nonresponse bias?  How about convenience bias?


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