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1EFFECTS OF MISSING DATA ON ZONAL KINETIC ENERGY CALCULATIONS by\'B. S.,Norman W. Stoldt Pennsylvania State University 1966SUBMITTED IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF MASTER
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01
Identify the missing data in your dataset
02
Evaluate the missing data mechanism to understand if it is random or non-random
03
Determine the appropriate method to handle the missing data based on the mechanism
04
Some common techniques for handling missing data include: imputation methods (mean imputation, regression imputation, etc.), deletion methods (listwise deletion, pairwise deletion, etc.), and maximum likelihood estimation
05
Apply the chosen method to fill out the missing data in your dataset
06
Validate the imputed dataset to ensure the integrity of the filled data points
07
Document the methods used and the rationale behind the approach for transparency and reproducibility purposes

Who needs effects of missing data?

01
Researchers and data analysts who are working with datasets that contain missing data
02
Organizations and businesses that rely on accurate and complete data for decision-making
03
Statisticians and data scientists who are involved in statistical modeling and analysis
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The effects of missing data refer to the bias or inaccuracies that can occur in data analysis due to the absence of certain data points, which may lead to misleading results and affect decision-making.
Organizations and researchers who collect and analyze data are typically required to file effects of missing data, especially in regulatory environments or for specific research studies.
To fill out effects of missing data, one should identify the missing values, assess the impact on the overall dataset, choose an appropriate method for handling the absence (e.g., deletion, imputation), and document the analysis approach.
The purpose of assessing effects of missing data is to understand the potential impact on data quality and reliability, thereby enabling better decision-making and enhancing the credibility of analysis outcomes.
Information that must be reported includes the percentage of missing data, the methods used to handle missing data, the potential impacts on results, and any assumptions made during the analysis.
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