No Sql Databases
Architecture
Data Mining for Energy Consumption Management
Creating Actionable Business Reports
Analysis Methodologies
Real-Time Data Insights
Creating Strategic Insights
Layers
Data Transformation 
Normalization Adjusts values in the data to a common scale, often used to eliminate bias
...transformation process typically involves several stages: Data Collection: Gathering raw data from various sources, such as
databases, spreadsheets, or external APIs
...Data Integration Platforms: Tools such as Informatica and Microsoft
SQL Server Integration Services (SSIS)
...
Architecture Data Democratization: Efforts to make data accessible to
non-technical users are gaining momentum
...Description Data Sources Various origins of data, including
databases, APIs, and flat files
...
Data Mining for Energy Consumption Management sensors, meters, and
databases) can be complex
...
Creating Actionable Business Reports can be achieved through: Surveys and questionnaires Interviews and focus groups Existing company records and
databases Market analysis and research 3
...
Analysis Methodologies analysis Involves data mining techniques Common Tools Tool Description
SQL A programming language used for managing and querying relational
databases ...of appropriate statistical techniques Common Tools Tool Description Jupyter
Notebook An open-source web application that allows for creating and sharing documents with live code, equations, visualizations, and narrative text
...
Real-Time Data Insights Enhanced Data Visualization: More intuitive and interactive dashboards will make real-time insights accessible to
non-technical users
...Data Storage: Solutions that support real-time data retrieval, such as in-memory
databases ...
Creating Strategic Insights Structured Data Data that is organized in a predefined manner, such as
databases and spreadsheets
...
Layers ETL Tools,
SQL, Python Data Analysis Applying statistical methods to interpret data
...1 Data Collection The first layer involves collecting data from various sources, which can include: Internal
databases Market research Customer feedback Social media Third-party data providers Effective data collection techniques ensure that the data gathered is relevant, accurate,
...
Insight Development Secondary Data Data that has been previously collected and is available for analysis, such as reports,
databases, and online resources
...
Synthesis Unstructured Data: Data that does
not have a predefined data model, such as text and multimedia
...Structured Data: Organized data that is easily searchable in
databases ...
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