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HOW TO SPOT A
BAD STATISTIC?
BY MONA CHALABI
WHEN IT COMES TO NUMBERS, ONE SHOULD BE
SKEPTICAL. BUT, SHOULD ALSO BE ABLE TO TELL WHICH
NUMBERS ARE RELIABLE AND WHICH ONES AREN’T.
ABOUT 4 OUT OF 10 AMERICANS DISTRUST THE
ECONOMIC DATA THAT GETS REPORTED BY GOVERNMENT.
ON ONE HAND, THERE ARE THOSE WHO SAY STATISTICS
ARE CRUCIAL, THAT WE NEED THEM TO MAKE SENSE OF
SOCIETY AS A WHOLE IN ORDER TO MOVE BEYOND
EMOTIONAL ANECDOTES AND MEASURE PROGRESS IN AN
OBJECTIVE WAY.
IT KIND OF FEELS LIKE THAT SECOND GROUP IS
WINNING THE ARGUMENT RIGHT NOW.
AND THEN THERE ARE THE OTHERS, WHO SAY THAT THESE
STATISTICS ARE ELITIST, MAYBE EVEN RIGGED; THEY DON'T
MAKE SENSE AND THEY DON'T REALLY REFLECT WHAT'S
HAPPENING IN PEOPLE'S EVERYDAY LIVES.
THE POINT WAS TO BETTER MEASURE THE
POPULATION IN ORDER TO BETTER SERVE IT.
SO WE NEED THESE GOVERNMENT NUMBERS, BUT WE
ALSO HAVE TO MOVE BEYOND EITHER BLINDLY
ACCEPTING OR BLINDLY REJECTING THEM.
ONE WAY TO MAKE NUMBERS MORE ACCURATE IS TO HAVE
AS MANY PEOPLE AS POSSIBLE BE ABLE TO QUESTION THEM.
ASK THESE 3 QUESTIONS TO
SPOT SOME BAD STATISTICS:
CAN YOU SEE UNCERTAINTY?
QUESTION NO. 1
• The use of political polls has changed how people see numbers. The role of
journalists is actually to report the facts and not attempt to predict them,
especially when those predictions can actually damage democracy by
signaling to people: don't bother to vote for that guy, he doesn't have a
chance.
• A lot of data visualizations overstate certainty, and it works -- these charts can
numb our brains to criticism. When you hear a statistic, you might feel
skeptical. As soon as it's buried in a chart, it feels like some kind of objective
science, and it's not.
CAN I SEE MYSELF IN THE DATA?
QUESTION NO. 2
• This question is also about averages in a way, because part of the reason why
people are so frustrated with these national statistics, is they don't really tell
the story of who's winning and who's losing from national policy.
• The point of this isn't necessarily that every single data set has to relate
specifically to you. The axes are everything; once you change the scale, you
can change the story.
HOW WAS THE DATA
COLLECTED?
QUESTION NO. 3
• The way data is collected matters just as much. I know this is tough, because
methodologies can be opaque and actually kind of boring, but there are some
simple steps you can take to check this.
EXAMPLE:
• A poll found that 41 percent of Muslims in USA support jihad. When Chalabi
went to check, she started off by finding the original questionnaire.
• Journalists who reported on that statistic ignored a question that asked to
define "jihad." And most of them defined it as, "Muslims' personal, peaceful
struggle to be more religious." Only 16 percent defined it as, "violent holy war
against unbelievers."
• This is the really important point: based on those numbers, it's totally possible
that no one in the survey who defined it as violent holy war also said they
support it. Those two groups might not overlap at all.
Don't give up on numbers altogether, because if you
do, we'll be making public policy decisions in the
dark, using nothing but private interests to guide us.

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"3 ways to spot a bad statistic" by Mona Chalabi

  • 1. HOW TO SPOT A BAD STATISTIC? BY MONA CHALABI
  • 2. WHEN IT COMES TO NUMBERS, ONE SHOULD BE SKEPTICAL. BUT, SHOULD ALSO BE ABLE TO TELL WHICH NUMBERS ARE RELIABLE AND WHICH ONES AREN’T. ABOUT 4 OUT OF 10 AMERICANS DISTRUST THE ECONOMIC DATA THAT GETS REPORTED BY GOVERNMENT.
  • 3. ON ONE HAND, THERE ARE THOSE WHO SAY STATISTICS ARE CRUCIAL, THAT WE NEED THEM TO MAKE SENSE OF SOCIETY AS A WHOLE IN ORDER TO MOVE BEYOND EMOTIONAL ANECDOTES AND MEASURE PROGRESS IN AN OBJECTIVE WAY.
  • 4. IT KIND OF FEELS LIKE THAT SECOND GROUP IS WINNING THE ARGUMENT RIGHT NOW. AND THEN THERE ARE THE OTHERS, WHO SAY THAT THESE STATISTICS ARE ELITIST, MAYBE EVEN RIGGED; THEY DON'T MAKE SENSE AND THEY DON'T REALLY REFLECT WHAT'S HAPPENING IN PEOPLE'S EVERYDAY LIVES.
  • 5. THE POINT WAS TO BETTER MEASURE THE POPULATION IN ORDER TO BETTER SERVE IT. SO WE NEED THESE GOVERNMENT NUMBERS, BUT WE ALSO HAVE TO MOVE BEYOND EITHER BLINDLY ACCEPTING OR BLINDLY REJECTING THEM.
  • 6. ONE WAY TO MAKE NUMBERS MORE ACCURATE IS TO HAVE AS MANY PEOPLE AS POSSIBLE BE ABLE TO QUESTION THEM.
  • 7. ASK THESE 3 QUESTIONS TO SPOT SOME BAD STATISTICS:
  • 8. CAN YOU SEE UNCERTAINTY? QUESTION NO. 1
  • 9. • The use of political polls has changed how people see numbers. The role of journalists is actually to report the facts and not attempt to predict them, especially when those predictions can actually damage democracy by signaling to people: don't bother to vote for that guy, he doesn't have a chance. • A lot of data visualizations overstate certainty, and it works -- these charts can numb our brains to criticism. When you hear a statistic, you might feel skeptical. As soon as it's buried in a chart, it feels like some kind of objective science, and it's not.
  • 10. CAN I SEE MYSELF IN THE DATA? QUESTION NO. 2
  • 11. • This question is also about averages in a way, because part of the reason why people are so frustrated with these national statistics, is they don't really tell the story of who's winning and who's losing from national policy. • The point of this isn't necessarily that every single data set has to relate specifically to you. The axes are everything; once you change the scale, you can change the story.
  • 12. HOW WAS THE DATA COLLECTED? QUESTION NO. 3
  • 13. • The way data is collected matters just as much. I know this is tough, because methodologies can be opaque and actually kind of boring, but there are some simple steps you can take to check this.
  • 14. EXAMPLE: • A poll found that 41 percent of Muslims in USA support jihad. When Chalabi went to check, she started off by finding the original questionnaire. • Journalists who reported on that statistic ignored a question that asked to define "jihad." And most of them defined it as, "Muslims' personal, peaceful struggle to be more religious." Only 16 percent defined it as, "violent holy war against unbelievers." • This is the really important point: based on those numbers, it's totally possible that no one in the survey who defined it as violent holy war also said they support it. Those two groups might not overlap at all.
  • 15. Don't give up on numbers altogether, because if you do, we'll be making public policy decisions in the dark, using nothing but private interests to guide us.