Posted: July 15th, 2022

There is no standard definition for big data or data mining. In this discussion forum, we follow the general definitions used in our textbook. “Big data” refers to a dataset that is too complex and big to apply traditional data analysis methods. “Data mining” is discovery-oriented in comparison to traditional databases when users know what they are looking for in the database.

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Week 4 – Discussion Forum 1
Prior to completing this discussion forum, read Chapter 21 of your textbook.
There is no standard definition for big data or data mining. In this discussion forum, we follow the general definitions used in our textbook. “Big data” refers to a dataset that is too complex and big to apply traditional data analysis methods. “Data mining” is discovery-oriented in comparison to traditional databases when users know what they are looking for in the database.
Our textbook refers to the four Vs (i.e., volume, variety, velocity, and veracity) that make the big data big. Volume or the size is what everyone corresponds with big data, but the other three variables contribute to the complexity that is associated with big data.
In your post,
Provide an example of a company that is collecting big data for competitive advantage. Explain how each of the three Vs, outside the volume, is helping the company achieve competitive advantage.
Explain the values of data mining in a business and at least three challenges in managing a data mining project.
Guided Response: Your initial response should be a minimum of 300 words in length.
Week 4 – Discussion Forum 2
Prior to completing this discussion forum, read Chapter 21 of your textbook. In this discussion, we will continue to review big data and data mining.
Research the data-mining practices of the organization you work for, or one that you are familiar with. Specifically, research their text mining and web mining practices. If they do not utilize text and web mining, research an organization that provides text and web mining services. Using this research,
Explain how your chosen company benefits from text mining. Give an example of how your chosen company has successfully implemented text mining. Justify your answer.
Explain how your chosen company benefits from web mining. Give an example of how your chosen company has successfully implemented web mining. Justify your answer.
Guided Response: Your initial response should be a minimum of 300 words in length.
Required Resources
Text
Sharpe, N. D., De Veaux, R. D., & Velleman, P. F. (2019). Business statistics (4th ed.). Retrieved from https://www.redshelf.com
Chapter 21: Introduction to Big Data and Data Mining (Paralyzed Veterans of America)
Book
Tetlock, P.E & Gardner, D. (2015). Superforecasting: The art and science of prediction. Retrieved from https://www.redshelf.com
Chapter 7: Supernewsjunkies?
Chapter 8: Perpetual Beta

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