1.

What are the different challenges one faces during data analysis?

Answer»

While ANALYZING data, a Data Analyst can encounter the following issues:  

  • Duplicate entries and spelling errors. Data quality can be hampered and reduced by these errors.   
  • The representation of data obtained from multiple sources may differ. It may cause a delay in the analysis PROCESS if the collected data are combined after being CLEANED and organized.  
  • Another major challenge in data analysis is incomplete data. This would invariably lead to errors or faulty results.   
  • You would have to spend a lot of time cleaning the data if you are extracting data from a poor source.   
  • Business stakeholders' unrealistic timelines and EXPECTATIONS   
  • Data blending/ integration from multiple sources is a challenge, particularly if there are no consistent parameters and conventions   
  • Insufficient data architecture and tools to achieve the analytics GOALS on time.


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