What is the primary objective of data preparation in the data analysis process?1 pointTo gather, clean, and pre-process raw data suitable for analysis.To create a data model representing the structure and relationships of the data.To visualize data for pattern identification and effective communication.To dig deep into data to uncover insights and answer specific questions.

.Question 12In data analysis, what is the purpose of data preparation? Select all that apply.1 pointMaking sure that the data is consistent.Ensuring that the data is accurate.Identifying the sources of data.Getting the data ready for analysis.13.Question 13In the data analysis process, what is the

Which of the following best describes the goal of data scrubbing and data preparation:Question 5Answera.perform basic analysis to understand the quality of the underlying data and its ability to address the business questionb.demonstrate ability to sort, rearrange, merge and reconfigure data in a manner that allows enhanced analysisc.recognize what is meant by data quality, be it completeness, reliability or validityd.comprehend the process needed to clean and prepare the data before analysis

Question 2What technique can you apply to the data set during the data collection stage to assess data content, quality, and initial insights? 1 pointPredictive model Data preparation Data extraction and merging Data visualization and descriptive statis

Select the correct statements that describe what data scientists do during the Data Preparation stage.1 pointDuring the Data Preparation stage, data scientists determine the timing of eventsDuring the Data Preparation stage, data scientists separate data and data sources.During the Data Preparation stage, data scientists define the variables to be used in the model.During the Data Preparation stage, data scientists ignore missing data

What is the primary goal of coding in the context of data preparation?  A. To create charts and graphs  B. To check for missing data  C. To assign numerical values to qualitative data  D. To conduct content analysis