Statistical analysis is a fundamental process in all experiments that usually happens at the conclusion of data collection and preparation. As humans, we are considered to be intelligent at identifying patterns and relationships but we have limitations on what we can understand intuitively. As a solution, using the right tools will help us to reveal hidden patterns within great numbers of complex data. Statistical analysis serves as a tool to provide us fairly accurate answers when the processes we are interested in are multi-faceted or unknown in their real forms.

In this article, we will discuss some helpful tips for data analysis provided by highly reputed Statistical Analysis Services in the UAE. While there is no easy way to perform data analysis, understanding some of the below guidelines will definitely help you to reduce unnecessary mistakes to make things run efficiently.

1. Spend your time to analyze first the data from a basic perspective before taking complex analysis. Take a look at descriptive statistics first as it will provide significant context for complex analysis which will make it easier to interpret and understand.
2. Prior to analysis, trim your data by eliminating any of the unnecessary variables so it will be easier to concentrate on analysis.
3. Do not carry out analysis using the master copy of your data as it will make it harder to run analysis if your data turns into chaos.
4. Never attempt to explain a statistical variance if it is not supported in the literature. Always keep in mind to base your hypothesis in theory.
5. Most of the time, you have to admit that you may not find significance and allocate sufficient amount of time to analyze what that means at the earliest.
6. Before analyzing your data, make sure to check assumptions as this can help you to save time during the analysis process. Violations of assumptions might result to strange outcomes in your data that can turn into invalid findings.
7. Choose the most suitable analysis to come up with a relevant answer to your research questions to avoid needless issues in the long run. Conduct research on how to do it, read reliable articles, consult with your professor, ask experienced people or take professional assistance from reliable Statistical Analysis Services.
8. Keep in mind that there is no such thing as a bad outcome. Let your statistics demonstrate the result of your data as this helps you to save a lot of work trying to rationalize a finding or attempting to make an outcome fit with your defined idea of the result.
9. Instead of running the analysis manually multiple times, make sure to use syntax to automate redundant analysis as this saves your time and reduces the possibility of errors.
10. Create a clear, precise and brief hypothesis before conducting the analysis as it is easier to test a theory if you have a full understanding of what will happen and what’s not.

However, students need to have a strong understanding and knowledge to utilize statistical analysis in a proper way because it can be used, accidentally or on purpose to make wrong conclusions. Therefore, having a proficiency of statistics will let you see beyond the numbers to understand what is true. Through understanding the basic principles of statistical analysis, you can really harness its potential as an effective tool as it is not an alternative for profound reasoning and analysis. Rather, it is a supplement to careful discernment and interpretation.

For a better understanding about this, it is highly recommended to seek professional guidance from a recommended Statistical Analysis Services.