Contextual Analysis
Listening Skills
Data Collection Techniques
Relevance
Clarity
Text Enrichment
Principles of Visualization
Using Visualization to Support Decisions
Support Decision Making with Real-Time Data 
Relevance: Real-time data is often
contextual and specific to current events or operations
...Financial
Analysis: Real-time financial data helps organizations assess their financial health and make informed investment decisions
...
Listening Skills Contextual Listening: Understanding how a track fits within a genre or alongside other tracks in a playlist
...Over-
analysis: Getting too caught up in technical details can detract from the overall enjoyment and emotional connection to music
...
Data Collection Techniques Observations: Directly watching subjects in their natural environment to gather
contextual data
...Secondary Data
Analysis: Analyzing existing data sets, such as financial records or market reports, to derive insights
...
Relevance Key aspects of relevance include:
Contextual Relevance: The importance of data in a specific situation or scenario
...Sentiment
Analysis: Determining the sentiment expressed in text data to gauge customer opinions and relevance to brand perception
...
Clarity Description Data Quality High-quality, accurate data is essential for clear
analysis and visualization
...Provide Context: Include
contextual information, such as labels and legends, to help the audience interpret the data accurately
...
Text Enrichment data sources Extracting key information Enhancing text with additional context Structuring the enriched data for
analysis 2
...Contextual Understanding: Accurately interpreting the context of text to avoid misinterpretations
...
Principles of Visualization Contextual Information: Provide background information that helps the audience understand the data's significance
...Focus on Objectives: Align visualizations with the specific goals of the
analysis ...
Using Visualization to Support Decisions Define Clear Objectives Before creating visualizations, it is essential to define the objectives of the
analysis ...Contextual information can significantly enhance the understanding of the data presented
...
Techniques for Effective Visuals Providing Context
Contextual information can enhance the understanding of data visuals
...Further Reading Data Visualization Tools Data
Analysis Techniques Storytelling with Data Autor: OliverParker
...
Data Anomaly Contextual Anomalies: Data points that are considered anomalies in a specific context but may be normal in another (e
...for Detecting Data Anomalies Several techniques can be employed to detect data anomalies, including: Statistical
Analysis: Utilizing statistical methods to identify outliers based on predefined thresholds
...
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