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The Will Rogers phenomenon, also called the Okie Paradox, is when moving an observation from one group to another increases the
average In ordinary language, an average is a single number taken as representative of a list of numbers, usually the sum of the numbers divided by how many numbers are in the list (the arithmetic mean). For example, the average of the numbers 2, 3, 4, 7, ...
of both groups. It is named after a joke by the comedian
Will Rogers William Penn Adair Rogers (November 4, 1879 – August 15, 1935) was an American vaudeville performer, actor, and humorous social commentator. He was born as a citizen of the Cherokee Nation, in the Indian Territory (now part of Oklahoma ...
in the 1930s about migration during the
Great Depression The Great Depression (19291939) was an economic shock that impacted most countries across the world. It was a period of economic depression that became evident after a major fall in stock prices in the United States. The economic contagio ...
: All Rogers was attempting to say was that, in his view, the least intelligent Okie is always smarter than the most intelligent Californian. The apparent paradox comes from the fall in intelligence of both groups, which makes it seem as though intelligence has been "destroyed." However, the overall population maintains the same average intelligence: moving a person from a low-intelligence group to a high-intelligence group makes the high-intelligence group larger, so the population mean (which is a ''weighted'' average of the two groups' intelligence) is unaffected.


Numerical examples

Consider the following sets ''R'' and ''S'', whose
arithmetic mean In mathematics and statistics, the arithmetic mean ( ) or arithmetic average, or just the ''mean'' or the ''average'' (when the context is clear), is the sum of a collection of numbers divided by the count of numbers in the collection. The colle ...
are 2.5 and 7, respectively. : \left \ \rightarrow \left \ If 5 is moved from ''S'' to ''R'', then the arithmetic mean of ''R'' increases to 3, and the arithmetic mean of ''S'' increases to 7.5, even though the total set of numbers themselves, and therefore their overall average, have not changed. Consider this more dramatic example, where the arithmetic means of sets ''R'' and ''S'', are 1.5 and , respectively: : \left \ \rightarrow \left \ If 99 is moved from ''S'' to ''R'', then the arithmetic means increase to 34 and . The number 99 is
orders of magnitude An order of magnitude is an approximation of the logarithm of a value relative to some contextually understood reference value, usually 10, interpreted as the base of the logarithm and the representative of values of magnitude one. Logarithmic dis ...
above 1 and 2, and orders of magnitude below and . The element which is moved does not have to be the very lowest or highest of its set; it merely has to have a value that lies between the means of the two sets. And the sets themselves can have overlapping ranges. Consider this example: : \left \ \rightarrow \left \ If 10, which is larger than ''R''s mean of 7 and smaller than ''S''s mean of 12, is moved from ''S'' to ''R'', the arithmetic means still increase slightly, to 7.375 and 12.333.


Stage migration

One real-world example of the phenomenon is seen in the medical concept of cancer stage migration, which led to clinician
Alvan Feinstein Alvan R. Feinstein (December 4, 1925 – October 25, 2001) was an American clinician, researcher and an epidemiologist who made significant impact on clinical investigation, especially on the field of clinical epidemiology that he helped define. H ...
coining the name ''Will Rogers phenomenon'' in 1985, based on a remark by a friend who attributed the quote to Rogers. In medical stage migration, improved detection of illness leads to the movement of people from the set of healthy people to the set of unhealthy people. Because these people are actually not healthy--merely mis-classified as healthy due to an imperfect earlier diagnosis--removing them from the set of healthy people increases the average lifespan of the healthy group. Likewise, the migrated people are healthier than the people already in the unhealthy set--their illness was so minor that only the newer more sensitive test could detect it. Adding them to the unhealthy raises the average lifespan of that group as well. Both lifespans are statistically lengthened, even if early detection of a cancer does not lead to better treatment: because it is detected earlier, more time is lived in the "unhealthy" set of people. In this form, the paradox can be viewed an instance of the
equivocation In logic, equivocation ("calling two different things by the same name") is an informal fallacy resulting from the use of a particular word/expression in multiple senses within an argument. It is a type of ambiguity that stems from a phrase havin ...
fallacy. Equivocation occurs when one term is used with multiple meanings in order to mislead the listener into unwarranted comparisons, and life span statistics before and after a stage migration use different meanings of "unhealthy", as the cutoff for detection is different.


See also

*
Simpson's paradox Simpson's paradox is a phenomenon in probability and statistics in which a trend appears in several groups of data but disappears or reverses when the groups are combined. This result is often encountered in social-science and medical-science st ...


References

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External links


“New Zealanders who emigrate to Australia raise the IQ of both countries.”
– A quote by Sir
Rob Muldoon Sir Robert David Muldoon (; 25 September 19215 August 1992) was a New Zealand politician who served as the 31st Prime Minister of New Zealand, from 1975 to 1984, while leader of the National Party. Serving as a corporal and sergeant in th ...
Statistical paradoxes Cultural depictions of Will Rogers