What are the important factors to be considered before choosing an analytical tool or procedure for a research?

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Mahmoud Omid Popular answer

Analysis: Analyzing the data (or information) using appropriate tool (statistical, machine learning, heuristic, qualitative, etc).

Osmar Antonio Bonzanini

Dear, congratulations! In my case, within the themes I have been researching, I am looking for the tools that allow me to present the best gain on the variables that I propose to study. Obviously, I also need to observe the directives for the magazines I intend to send. Therefore, it is a question of analyzing a set of rules that aim to add greater possible value to the study.

My best regards!

Dickson Adom

Prof Osmar,

Thank you for your wonderful response. I deeply appreciate what drives you for the chose of your analytical tool which hinges on the tool that would nourish the imports of the study. Thank you. Best regards.

Your brother,

Aparna Sathya Murthy

Well Dickson ,

Since you have mentioned "Data analysis" the most important tool would be : Probability & Statistics .

Eg: you would like to see the pattern in terms of correlation , or look at variance or check for it skew and so on.

I use a combination of signal processing (digital ) to analog that covers stats .

Simple tools to verify your theory : Excel /R /Matlab and may more free software

Anirbid Sircar

Reliability, consistency and repeatibility of the solution.

Han Ping Fung

What are the important factors to be considered before choosing an analytical tool or procedure for a research?

You might want to consider the following factors to determine which analytical tool(s) to use in your research:

Conceptual framework / research model - how the independent, latent & dependent variables being positioned & connected in the conceptual framework / research model can influence what analytical tools to use .e.g multiple regression, Structural Equation Modeling (SEM) etc.

Research questions / hypotheses - for some theses / articles without conceptual framework / research model, how the research questions / hypotheses were worded also influence what tools to use e.g. testing for mediation effect, moderating effect, analysis of variance to compare groups etc.

How questions were developed in the questionnaire to collect what kind of data - for example, interval & ratio data will use parametric statistics e.g. T-test, Pearson Correlation test etc. whereas nominal & ordinal data will use non-parametric statistics e.g. Chi-square test, Spearman Rho Correlation test etc.

Initial result findings - when certain initial tests failed, some researchers might consider other analytical technique e.g. when Kolmogorov-Smirnov test failed to support data are normally distributed, some researchers might explore other tests e.g. Skewness & Kurtosis, Histogram, Stem & Leaf Plot, Boxplot etc.

New ideas to run new data analysis - sometimes, some researchers might change their pre-planned analytical techniques e.g. after additional literature review or additional input from other researchers / supervisors etc., the researcher might add control variables into the research model before conducting the SEM.

Reza Biria

Hello Dickson Adom,

Generally speaking, the type of research topic, variables and the data related to them decide the methodological framework for the study.More specifically, several factors determine the choice of an appropriate research method. They are:

1) Theoretical considerations: theories defining positivists versus interpretivists concerns have a direct bearing on selecting the analytical tools needed for conducting a particular research , which vary for quantitative and qualitative research methods.

2) Practical considerations: Address such issues as the time , cost, logistics, sampling, ethical problems , etc.

3) Nature of the Topic under investigation may also impact the choice of methodological frameworks.

All in all, the journey to insightful research necessitates specific personal skills and decisions which the researcher has to foresee tactfully.

Best of luck,

R. Biria

Arwa Abdulrasoul Salman

Hi, it depends on your work,i.e. your work will give you a real picture of the suitable tools to be taken into consideration when starting your analysis. Regards

Mahmoud Omid

Dennis Atsu Dake

Personally, the objectives of the study and sub themes will inform my choice of analysis plan and the corresponding tool(s).

Prof. Murthy,

Thanks so much for your great response.

Dickson

Prof. Sircar, I am grateful for your simple but thought provoking answer. Best regards.

Dear Prof Han,

Thanks for your rich, detailed explanations regarding the underlying factors that dictate the choice of a good analytical tool for a research. Best regards.

Great thoughts of considerations before the selection of an appropriate analytical tool for a research from the angle of our learned colleague, Prof. Biria. Very insightful, thank you.

Dear Prof. Arwa,

Indeed, the selection of the suitable analytical tool pivots on all the facets of the work. Thanks for sharing it with us. Best regards

Dear Prof Artu,

Thanks so much for sharing your personal opinion with us. Its interesting. Best regards

Hi Prof Omid,

I appreciate some of the general analytical tools for research you have shared with us. All best.

Dear Prof. Dake, I am very grateful for the personal insight of yours you have shared with us on your basis for selecting a particular analytical tool for a research. Thanks

Dear Prof. Tariq,

Beautiful suggestion. Thanks and Best regards