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Predictive Analytics & Data Mining MIS 373/MKT 372, Spring 2017 UTC 1.144 Professor Maytag SaarTsechansky Instructor: Professor SaarTsechansky Office hour: Thursday 45pm and by appointment, CBA 5.230.
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To fill out predictive analytics and data, follow these steps:
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Determine the objective: Clearly define the goal or problem you want to solve using predictive analytics and data.
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Gather relevant data: Collect the necessary data that will be used for analysis. This can include historical data, customer information, and other relevant datasets.
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Clean and prepare the data: Ensure the data is accurate, complete, and in the right format for analysis. This may involve data cleaning, data transformation, and data integration.
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Perform exploratory data analysis: Explore the data to understand its characteristics, identify patterns, and gain insights. This can involve data visualization, statistical analysis, and data summarization techniques.
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Select the predictive analytics technique: Choose the appropriate predictive analytics technique based on the nature of the problem and the available data. It can include regression analysis, decision trees, clustering, or machine learning algorithms.
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Build and train the predictive model: Develop the predictive model using the selected technique. This involves training the model on historical data and adjusting its parameters to achieve optimal performance.
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Evaluate and validate the model: Assess the accuracy and validity of the predictive model by using testing datasets or cross-validation techniques. This step ensures that the model is reliable and performs well on unseen data.
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Apply the model: Use the trained predictive model to make predictions or generate insights on new data. This step involves applying the model to real-world scenarios and interpreting the results.
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Monitor and update the model: Continuously monitor the performance of the predictive model and update it as needed. This ensures that the model remains accurate and relevant as new data becomes available.
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Communicate the findings: Present the results and insights derived from predictive analytics and data in a clear and meaningful way. This can involve visualizations, reports, or presentations to stakeholders.

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Predictive analytics and data are beneficial for various individuals and organizations. Some examples include:
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- Financial institutions: Predictive analytics can assist financial institutions in assessing credit risks, detecting fraudulent activities, and optimizing investment strategies.
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- Healthcare providers: Predictive analytics can support healthcare providers in predicting disease outbreaks, managing patient populations, and improving treatment outcomes.
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- Government agencies: Predictive analytics can aid government agencies in predicting crime patterns, optimizing resource allocation, and improving public services.
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- Researchers: Predictive analytics can benefit researchers in analyzing large datasets, identifying trends or patterns, and making data-driven hypotheses.
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- Individual consumers: Predictive analytics can provide personalized recommendations, assist in financial planning, and enhance personal productivity.
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In summary, anyone or any organization that wants to make data-driven decisions, gain insights, or predict future outcomes can benefit from predictive analytics and data.
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Predictive analytics is the use of data, statistical algorithms, and machine learning techniques to identify the likelihood of future outcomes based on historical data.
Businesses or individuals who use predictive analytics in their operations may be required to file predictive analytics data, depending on the regulations in their industry or region.
Predictive analytics data can be filled out by collecting relevant data points, applying statistical models or algorithms, and generating predictions based on the analysis.
The purpose of predictive analytics data is to help businesses make informed decisions, identify patterns or trends in data, and optimize strategies for future success.
The information reported on predictive analytics data may include historical data, predictive model used, accuracy metrics, and actionable insights for decision-making.
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