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=== Scientific research === Accurate analysis of data using standardized statistical methods in [[Scientific method|scientific]] studies is critical to determining the validity of empirical research. [[statistics|Statistical]] formulas such as regression, [[uncertainty coefficient]], t-test, [[Chi-squared test|chi square]], and various types of [[Analysis of variance|ANOVA]] (analyses of variance) are fundamental to forming logical, valid conclusions. If empirical data reach significance under the appropriate statistical formula, the research [[hypothesis]] is supported. If not, the null hypothesis is supported (or, more accurately, not rejected), meaning no effect of the [[Dependent and independent variables|independent variable]](s) was observed on the [[Dependent and independent variables|dependent variable]](s). The result of empirical research using statistical hypothesis testing is never ''proof''. It can only ''support'' a hypothesis, ''reject'' it, or do neither. These methods yield only probabilities. Among scientific researchers, empirical ''evidence'' (as distinct from empirical ''research'') refers to objective evidence that appears the same regardless of the observer. For example, a [[thermometer]] will not display different temperatures for each individual who observes it. Temperature, as measured by an accurate, well [[Calibration|calibrated]] thermometer, is empirical evidence. By contrast, non-empirical evidence is subjective, depending on the observer. Following the previous example, observer A might truthfully report that a room is warm, while observer B might truthfully report that the same room is cool, though both observe the same reading on the thermometer. The use of empirical evidence negates this effect of personal (i.e., subjective) experience or time. {{confusing|section|date=September 2024}} The varying perception of empiricism and rationalism shows concern with the limit to which there is dependency on experience of sense as an effort of gaining knowledge. According to rationalism, there are a number of different ways in which sense experience is gained independently for the knowledge and concepts. According to empiricism, sense experience is considered as the main source of every piece of knowledge and the concepts. In general, rationalists are known for the development of their own views following two different way. First, the key argument can be placed that there are cases in which the content of knowledge or concepts end up outstripping the information. This outstripped information is provided by the sense experience (Hjørland, 2010, 2). Second, there is construction of accounts as to how reasoning helps in the provision of addition knowledge about a specific or broader scope. Empiricists are known to be presenting complementary senses related to thought. First, there is development of accounts of how there is provision of information by experience that is cited by rationalists. This is insofar for having it in the initial place. At times, empiricists tend to be opting skepticism as an option of rationalism. If experience is not helpful in the provision of knowledge or concept cited by rationalists, then they do not exist (Pearce, 2010, 35). Second, empiricists have a tendency of attacking the accounts of rationalists, while considering reasoning to be an important source of knowledge or concepts. The overall disagreement between empiricists and rationalists shows major concerns about how knowledge is gained with respect to the sources of knowledge and concepts. In some of the cases, disagreement on the point of gaining knowledge results in the provision of conflicting responses to other aspects as well. There might be a disagreement in the overall feature of warrant, while limiting the knowledge and thought. Empiricists are known for sharing the view that there is no existence of innate knowledge and rather that is derivation of knowledge out of experience. These experiences are either reasoned using the mind or sensed through the five senses human possess (Bernard, 2011, 5). On the other hand, rationalists are known to be sharing the view that there is existence of innate knowledge and this is different for the objects of innate knowledge being chosen. In order to follow rationalism, there must be adoption of one of the three claims related to the theory that are deduction or intuition, innate knowledge, and innate concept. The more there is removal of concept from mental operations and experience, there can be performance over experience with increased plausibility in being innate. Further ahead, empiricism in context with a specific subject provides a rejection of the corresponding version related to innate knowledge and deduction or intuition (Weiskopf, 2008, 16). Insofar as there is acknowledgement of concepts and knowledge within the area of subject, the knowledge has major dependence on experience through human senses.
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