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Job Interview for Global Federal Government MD Panel Presentation Replace Missing Values. in IBM SPSS Statistics
- 1.
- 2.
Classification: Controlled. Copyright©2025 Version 1. All rights reserved.
Challenge
• Missing data can interfere with time series analysis.
• The Replace Missing Values feature allows you to estimate and fill in gaps,
generating new time series variables.
- 3.
Classification: Controlled. Copyright©2025 Version 1. All rights reserved.
Replace Missing Values
• Navigate to Transform > Replace Missing
Values.
• Why use it?
• The Replace Missing Values feature allows you to
estimate and fill in gaps, generating new time
series variables.
• These new variables retain the original labels
and are named by adding a suffix to the original
name.
• You will have various methods to replace missing
values.
- 4.
Classification: Controlled. Copyright©2025 Version 1. All rights reserved.
Methods
• Series mean: Fills missing values with the overall series
mean.
• Mean of nearby points: Uses the average of valid
surrounding points within a set span.
• Median of nearby points: Uses the median of valid
nearby points within a set span.
• Linear interpolation: Estimates missing values by
interpolating between the closest valid points before and
after.
• Linear trend at point: Replaces missing values with
predicted values based on a linear trend regression of
the series.
• Click on the Help button for an explanation of each.
- 5.