Whipple's Index
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Whipple's index (or index of concentration), invented by American demographer
George Chandler Whipple George Chandler Whipple (March 2, 1866 – November 27, 1924) was an American civil engineer and an expert in the field of sanitary microbiology. His career extended from 1889 to 1924 and he is best known as a co-founder of the Harvard School of P ...
(1866–1924), is a method to measure the tendency for individuals to inaccurately report their actual age or date of birth. Respondents to a
census A census is the procedure of systematically acquiring, recording and calculating information about the members of a given population. This term is used mostly in connection with national population and housing censuses; other common censuses in ...
or other
survey Survey may refer to: Statistics and human research * Statistical survey, a method for collecting quantitative information about items in a population * Survey (human research), including opinion polls Spatial measurement * Surveying, the techniq ...
sometimes report their age or date of birth as a
round Round or rounds may refer to: Mathematics and science * The contour of a closed curve or surface with no sharp corners, such as an ellipse, circle, rounded rectangle, cant, or sphere * Rounding, the shortening of a number to reduce the number ...
number (typically ending in 0 and 5), or to be more culturally favorable, for example, so that they appear younger or to have been born on a date considered luckier than their actual date of birth. The process of reporting a rounded or “lucky” age is known as age-heaping.


Calculation

The index score is obtained by summing the number of persons in the age range 23 and 62 inclusive, who report ages ending in 0 and 5, dividing that sum by the total population between ages 23 and 62 years inclusive, and multiplying the result by 5. Restated as a percentage, index scores range between 100 (no preference for ages ending in 0 and 5) and 500 (all people reporting ages ending in 0 and 5). The UN recommends a standard for measuring the age heaping using Whipple's Index as follows:


Applicability

Although Whipple's index has been widely applied to test for age heaping, it assumes that the heaping is most likely to occur in 5 and 10 year intervals or some other fixed interval based on digit preference or rounding. While other measures of age heaping, such as Myers' Blended Index, can be applied to find preferences for any terminal digit, the patterns of heaping may be complex. For example, it has been shown that among
Han Chinese The Han Chinese () or Han people (), are an East Asian ethnic group native to China. They constitute the world's largest ethnic group, making up about 18% of the global population and consisting of various subgroups speaking distinctiv ...
, age heaping occurs on a 12-year cycle, consistent with preferred animal years of the Chinese calendar. Whether this heaping represents actual fertility behavior (e.g., bearing children in favorable animal years) or selective memory or reporting of year of birth has not been determined. Although the heaping is not severe among Han, and it does not seem to be associated with age exaggeration, it is systematic and is higher among illiterate populations. On the other hand, among Turkic Muslim populations in China (
Uyghurs The Uyghurs; ; ; ; zh, s=, t=, p=Wéiwú'ěr, IPA: ( ), alternatively spelled Uighurs, Uygurs or Uigurs, are a Turkic ethnic group originating from and culturally affiliated with the general region of Central and East Asia. The Uyghur ...
and Kazakhs in
Xinjiang Xinjiang, SASM/GNC: ''Xinjang''; zh, c=, p=Xīnjiāng; formerly romanized as Sinkiang (, ), officially the Xinjiang Uygur Autonomous Region (XUAR), is an autonomous region of the People's Republic of China (PRC), located in the northwest ...
Province) there is severe heaping at ages ending in 0 and 5; it is much higher among illiterate populations and appears to be correlated with age exaggeration. These traditionally Muslim nationalities do not use the Chinese calendar. This finding suggests that use of Whipple's Index or other measures of age heaping that focus on specific digits or on decimal intervals of the age spikes may not be appropriate for all populations. In the case of China's 1990 census reported above, among Han heaping was found at ages 38, 50, 62, 74, and so on — ages that corresponded with being born in the Year of the Dragon. But among Turkic Muslims, heaping was found at ages 35, 40, 45, 50, 55, 60, and so on and increased in magnitude with age.


ABCC Index

ABCC Index is another age heaping index that is used in a research and is based on the Whipple's Index. This method was developed by A’Hearn, Baten, and Crayen. Who examined a close relationship between age heaping and a number of human capital indicators from the U.S. census sample namely, the race, gender, high and low educational status. Results proved a statistically significant relationship. Further, same experiment was conduct on the data from 17 different
European countries The list below includes all entities falling even partially under any of the regions of Europe, various common definitions of Europe, geographical or political. Fifty generally recognised sovereign states, Kosovo with limited, but substantial, ...
starting from the
Middle Ages In the history of Europe, the Middle Ages or medieval period lasted approximately from the late 5th to the late 15th centuries, similar to the post-classical period of global history. It began with the fall of the Western Roman Empire ...
up until 19th century. The outcome has also depicted a
positive correlation In statistics, correlation or dependence is any statistical relationship, whether causal or not, between two random variables or bivariate data. Although in the broadest sense, "correlation" may indicate any type of association, in statistics ...
between age heaping and
literacy Literacy in its broadest sense describes "particular ways of thinking about and doing reading and writing" with the purpose of understanding or expressing thoughts or ideas in written form in some specific context of use. In other words, hum ...
. Moreover, another study that took into consideration
Latin America Latin America or * french: Amérique Latine, link=no * ht, Amerik Latin, link=no * pt, América Latina, link=no, name=a, sometimes referred to as LatAm is a large cultural region in the Americas where Romance languages — languages derived f ...
from the 17th to 20th century also illustrated the higher tendency to age heaping among illiterate population.


Data Selection

When applying ABCC index it is important to check the quality of the
data In the pursuit of knowledge, data (; ) is a collection of discrete Value_(semiotics), values that convey information, describing quantity, qualitative property, quality, fact, statistics, other basic units of meaning, or simply sequences of sy ...
and examine the institutional framework as well as the data selection process. One of the major rules is to consider only people above 23 and below 62, in order to prevent distortions effects. The justification is that the age
awareness Awareness is the state of being conscious of something. More specifically, it is the ability to directly know and perceive, to feel, or to be cognizant of events. Another definition describes it as a state wherein a subject is aware of some infor ...
increases when the minimal age requirements applies (e.g. marriage registration,
military conscript Conscription (also called the draft in the United States) is the state-mandated enlistment of people in a national service, mainly a military service. Conscription dates back to antiquity and it continues in some countries to the present day un ...
s,
voting Voting is a method by which a group, such as a meeting or an electorate, can engage for the purpose of making a collective decision or expressing an opinion usually following discussions, debates or election campaigns. Democracies elect holde ...
) whereas, older people often tend to overstate their age. Moreover, it is important to note that there are different forms of age heaping, e.g. to two or to twelve. Heaping to two is more common among adults, teenagers and children.


Application

The method is often used to explore inequality of numeracy for certain populations or regions. ABCC index helps to measure differences in human capital for further analysis. For instance, to
evaluate Evaluation is a systematic determination and assessment of a subject's merit, worth and significance, using criteria governed by a set of standards. It can assist an organization, program, design, project or any other intervention or initiative ...
the gap between numeracy levels of the upper and the lower segments of a sample population, taken from different countries (e.g. 26 regions of France, 25 states of the USA). This inequality of human capital might in turn exerts in further studies a negative or positive relationship on subsequent economic development of selected countries.


References

{{reflist, 2


External links


Age Validation of Han Chinese Centenarians (an example of Whipple's Index misapplied)
Concentration indicators Population Sampling (statistics)