Nociones Básicas Estadísticas( Javier Villavicencio)

La estadística es la ciencia encargada de recoger , analizar e interpretar datos relativos a un conjunto de elementos. Población es el conjunto de elementos sobre los cuales se va a estudiar una determinada característica. Variable estadística es el aspecto que se va a estudiar. Si se puede medir se llama variable cuantitativa si no se puede medir se llama variable cualitativa. Si la variable estadística toma un número determinado de valores se llama discreta.[br][br]La estadística es la ciencia que le facilita al hombre el estudio de datos masivos, pasa de esa manera sacar conclusiones valederas y efectuar predicciones razonables de ellos; y así mostrar una visión de conjunto clara y de más fácil apreciación, así como para describirlos y compararlos.[br][br]En una forma práctica, la estadística nos proporciona los métodos científicos para la recopilación, organización, resumen, representación y análisis de datos, o análisis de hechos, que se presenten a una valuación numérica; tales como son: Características biológicas o sociológicas, fenómenos físicos, producción, calidad, población, riqueza, impuestos, cosechas, etc.[br][br][br][img]data:image/png;base64,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[/img][br][br]Ejemplo:[br][br]Se desea realizar un estudio estadístico con algunas personas del municipio de Dosquebradas, acerca de la necesidad o no del pico y placa para los automóviles.[br] [br][list][*]La Población:  es el conjunto de estudio más grande, para este caso las personas del municipio de Dosquebradas.[/*][*]La Muestra: es el subconjunto de  estudio más pequeño que la población, para este caso algunas personas del municipio de Dosquebradas (personas con las que se realizó la encuesta).[/*][*]La Variables es la necesidad o no del pico y placa para los automóviles, la cual vendría hacer una Variable Cualitativa.[/*][/list]

Information: Nociones Básicas Estadísticas( Javier Villavicencio)