Prescriptive Analytics Quiz

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Questions and Answers

Which methodology is used in business analytics to anticipate trends and outcomes?

  • Statistical analysis
  • Data mining (correct)
  • Operations research
  • Business intelligence

What is the focus of prescriptive analytics?

  • Transforming raw data into information for better decisions
  • Making smarter, data-driven business decisions (correct)
  • Using statistics, computer programming, and operations research
  • Identifying and expressing important patterns in data

What is the primary focus of business intelligence?

  • Converting data into meaningful information (correct)
  • Storing data in computer cloud storage
  • Using statistical analysis for decision-making
  • Exploring large database organizations

What does business intelligence refer to in terms of analytics?

<p>What happened and why it happened (B)</p> Signup and view all the answers

What is the purpose of using statistics, computer programming, and operations research in prescriptive analytics?

<p>Recommending actions for smarter decision-making (D)</p> Signup and view all the answers

Match the following analytics type with its description:

<p>Business Intelligence = Converts data into meaningful and useful information for business purposes Prescriptive Analytics = Identifying and expressing important patterns in data to make better decisions Descriptive Analytics = Focuses on transforming raw data into information and anticipating trends and outcomes Predictive Analytics = Use of methodologies such as data mining and statistical analysis to analyze and transform data</p> Signup and view all the answers

Match the following analytics type with its primary focus:

<p>Business Intelligence = Collecting, storing, and exploring large database organizations for information useful to decision-making and planning Prescriptive Analytics = Making smarter, data-driven business decisions Descriptive Analytics = Transforming raw data into information for better decision-making Predictive Analytics = Identifying and anticipating trends and outcomes</p> Signup and view all the answers

Match the following analytics type with its use of methodologies:

<p>Business Intelligence = Storing an organization’s data in computer cloud storage or in data warehouses Prescriptive Analytics = Uses statistics, computer programming, and operations research Descriptive Analytics = Focuses on transforming raw data into information using data mining and statistical analysis Predictive Analytics = Converting data into useful information and identifying trends using data mining and predictive analytics</p> Signup and view all the answers

Match the following technologies with their application in analytics:

<p>Data mining = Used in prescriptive analytics to make smarter, data-driven business decisions Predictive analytics = Used in descriptive analytics to transform data and anticipate trends and outcomes Statistical analysis = Applied in predictive analytics to analyze and transform data into useful information Computer programming = Utilized in business intelligence to convert data into meaningful and useful information</p> Signup and view all the answers

Match the following methodologies with their use in business analytics:

<p>Data mining = Used in predictive analytics to analyze and transform data into useful information Predictive analytics = Utilizes statistical analysis to analyze and transform data for decision-making Statistical analysis = Applied in prescriptive analytics to anticipate trends and outcomes Computer programming = Utilized in business intelligence to convert data into useful information for decision-making</p> Signup and view all the answers

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Study Notes

Business Analytics Methodologies

  • Predictive analytics employs statistical techniques and machine learning to anticipate future trends and outcomes.
  • This methodology enables organizations to make informed decisions based on historical data insights.

Prescriptive Analytics Focus

  • Prescriptive analytics focuses on recommending actions based on data analysis.
  • It aims to provide solutions and optimize outcomes by evaluating potential options and their consequences.

Business Intelligence Primary Focus

  • The primary focus of business intelligence is to analyze past and present data to inform decision-making.
  • This encompasses data collection, visualization, and reporting to enhance operational efficiency.

Business Intelligence in Analytics

  • Business intelligence refers to the processes and technologies that convert raw data into meaningful information.
  • It involves tools and systems for data management and analytics to support better business decisions.

Purpose of Statistics, Programming, and Research in Prescriptive Analytics

  • Utilizing statistics, computer programming, and operations research in prescriptive analytics serves to create models that simulate scenarios.
  • These tools help organizations predict outcomes and assess the impact of different strategies.

Matching Analytics Types with Descriptions

  • Each type of analytics (descriptive, diagnostic, predictive, prescriptive) aligns with specific data analysis goals, focusing on different stages of decision-making.

Matching Analytics Types with Primary Focus

  • Descriptive analytics: understanding what has happened.
  • Diagnostic analytics: understanding why something happened.
  • Predictive analytics: forecasting future events.
  • Prescriptive analytics: recommending actions for optimal outcomes.

Matching Analytics Types with Methodologies

  • Descriptive analytics uses data aggregation and mining methods.
  • Diagnostic analytics involves correlation and regression analysis.
  • Predictive analytics employs machine learning and statistical modeling.
  • Prescriptive analytics uses optimization and simulation techniques.

Matching Technologies with Their Applications in Analytics

  • Data warehouses and lakes store and process large volumes of data for analytics.
  • Visualization tools translate complex data sets into understandable charts and graphs.
  • Reporting tools generate automated insights and summaries from data analysis.

Matching Methodologies with Business Analytics Use

  • Quantitative methods are used for statistical analysis to draw insights.
  • Qualitative methods gather subjective data for understanding behavioral trends.
  • Mixed methods combine qualitative and quantitative approaches to provide a comprehensive analysis.

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