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By nature, data are either quantitative or qualitative. Quantitative data are numerical and qualitative data are descriptive. It is possible to transform qualitative data into numerical values. Additionally, in sciences, data can also be graphic in nature.
Understanding statistical concepts is essential for social work professionals. It is key to understanding research and docHubing evidence-based decisions in your own practicebut that is only the beginning. If you understand statistics, you can determine the best interventions for your clients.
Data are individual items of information that come from a population or sample. Data may be classified as qualitative, quantitative continuous, or quantitative discrete. Because it is not practical to measure the entire population in a study, researchers use samples to represent the population.
There are four different types of data analysis: descriptive, diagnostic, predictive, and prescriptive. Descriptive analytics help describe what has happened in the past. Diagnostic analytics help explain why something happened.
Quantitative data refers to any information that can be quantified, counted or measured, and given a numerical value, whereas qualitative data is descriptive in nature, expressed in terms of language rather than numerical values.
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There are only 2 classes of data in statistics: quantitative data and qualitative data. This highest level of classification comes from the fact that data can either be measured or can be an observed feature of interest. Qualitative data are also referred to as categorical data.
Statistical inference is the process of analysing the result and making conclusions from data subject to random variation. It is also called inferential statistics. Hypothesis testing and confidence intervals are the applications of the statistical inference.
(i) Characteristics of Statistical Data (a) Statistics are aggregate of facts (b) Statistics must be numerically expressed. (c) Statistics are collected for a pre-defined purpose (d) Statistics should be collected in a systematic manner.

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