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What is reliability? Explain the different tests available to social science researcher to establish reliability. (UPSC CSE Mains 2022 - Sociology, Paper 1)
The reliability of a method refers to the extent to which, were the same study to be repeated, it would produce the same results. The problem of reliability influences every aspect of social research. The social phenomena being a complicated affair, because of its concern with human beings and qualitative nature of data, the data are not necessarily reliable and valid. For instance, if a researcher is interested to make an analysis of the political speeches delivered by different leaders and published in several newspapers, the initial problem which confronts the investigation is to provide the analysis of data from the speeches of political leaders so as to enable the investigator to observe them in an objective and reliable manner.
Reliability involves a couple of broad aspects, such as ; (i) agreement with regard to the outline of analysis, (ii) defining various categories of data. In social research the researchers should have an agreement about the various aspects of the data to be analysed. It becomes difficult to reach any conclusion in the absence of common agreement about the outline of the analysis.
There are four ways a researcher can possibly test for reliability these are:
Test-Retest Reliability
This is the degree to which scores are consistent over time. In the test-retest reliability, the same test is administered on two or more occasions to the same set of individuals. If the test is reliable, there will be a high positive association between the scores. For example, a physical fitness test may be given to a class during one week and the same test given again the following week. If the test is reliable, each individual’s relative position on the second administration of the test will be near his/her relative position on the first administration of the test, the reliability coefficient (rxx) will be near 1. Any change in relative position from one occasion to the next is considered as error, the rxx will be near 0. The procedure for determining test-retest reliability is basically quite simple. 1. Administer the test to an appropriate group 2. After a period of time has passed, say two weeks, administer the same test to the same group. 3. Correlate the two sets of scores 4. Evaluate the results
Equivalent form Reliability
It is two tests that are identical in every way except for the actual items included. The two forms measure the same variables, have the same number of items, the same structure, the same difficulty level and the same direction for administration, scoring and interpretation. It involves the use of two or more equivalent forms of the test. The two forms are administered to a group of individuals with a short time interval between the periods of their administration. If subjects are tested with one form on one occasion and their scores on the two forms are correlated, then the test is reliable and there will be a high positive association between the scores
The major problem involved with this method of estimating reliability is the difficulty of constructing two forms that are essentially equivalent. Lack of equivalence is a source of measurement error. It is recommended when one wishes to avoid the problem of recall or practice effect and in cases when one has available a large number of test items from which to select equivalent samples. It provides the test estimate of the reliability of the academic and psychological measures.
Split-Half Reliability
A common type of internal consistency reliability is referred to as SplitHalf Reliability. Since it requires only one administration of a test in computing it, the test item are divided into the halves, with the item of the two halves matched on content and difficulty and two halves are then scored independently. If the test is reliable, the scores on the two halves have a high positive association. An individual scoring high on one half would tend to score high on the other half and vice versa. Longer tests are more reliable than shorter tests if everything else is equal. To transform the split-half correlation into an appropriate reliability estimate for the entire test, the Spearman-Brown prophecy formula is employed:
Rationale Equivalent Reliability
This method is also known as “Kuder-Richardson Reliability’ or ‘Inter-Item Consistency’. It is a method based on single administration. It is based on consistency of responses to all items. The most common way for finding inter-item consistency is through the formula developed by Kuder and Richardson (1937). This method enables to compute the inter-correlation of the items of the test and correlation of each item with all the items of the test. J. Cronbach called it as coefficient of internal consistency. In this method, it is assumed that all items have same or equal difficulty value, correlation between the items are equal, all the items measure essentially the same ability and the test is homogeneous in nature. Like split-half method this method also provides a measure of internal consistency.
Inter-Rater Reliability
It is important in measuring instruments that require ratings or observations of individuals by other individuals. It is also called inter-observer reliability. It is an index of the extent to which different judges/ observers give similar ratings to the same behavior. One must show that the ratings assigned are not influenced by the observers own values, attitudes and other personality characteristics.