Scraping
Data Collection
Data Processing
Data Enrichment
Understanding
Understanding Data Analysis Processes
Understanding Business Intelligence Lifecycle
Preparation
Data Science 
Key Components of Data Science Data Collection: Gathering data from various sources such as databases, APIs, and web
scraping ...
Data Intelligence 
Web
Scraping Extracting data from websites using automated tools
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Data Collection 
Web
Scraping Tools: Software that extracts data from websites can be useful for secondary data collection
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Data Processing 
Data Collection: The first step involves gathering data from various sources, which can include databases, surveys, and web
scraping ...
Data Enrichment 
data providers Internal customer databases Public records and government databases Social media platforms Web
scraping tools Process of Data Enrichment The data enrichment process typically involves several steps: Data Assessment: Evaluate the existing data to identify gaps
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Understanding 
interviews, questionnaires, web
scraping) 2
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Understanding Data Analysis Processes 
questionnaires Transactional data from business operations Social media interactions Publicly available datasets Web
scraping Effective data collection methods ensure that the data is relevant, accurate, and sufficient for analysis
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Understanding Business Intelligence Lifecycle 
various internal and external sources, which may include: Databases Spreadsheets External Data Feeds Surveys Web
Scraping Effective data collection ensures that the data used in the BI process is accurate, relevant, and timely
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Preparation 
Web
Scraping Extracting data from websites
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Creating Data-Driven Business Strategies 
Data Collection: Gather data using various methods such as surveys, web
scraping, or purchasing datasets
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HAIRFREE: Institute für dauerhafte Haarentfernung mit reinem Licht
hairfree ist ein Franchise-System für Manager, Power-Paare und Unternehmerinnen, die den Traum ihrer beruflichen Selbstständigkeit verwirklichen wollen. Bei einer Befragung gaben 90 Prozent* der befragten Franchise-Partner an ...