The Challenge Of Using The Big Data Essay Paper

The Challenge Of Using The Big Data Essay Paper

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• Review the Resources and reflect on the web article Big Data Means Big Potential, Challenges for Nurse Execs.
• Reflect on your own experience with complex health information access and management and consider potential challenges and risks you may have experienced or observed.
Post a description of at least one potential benefit of using big data as part of a clinical system and explain why. Then, describe at least one potential challenge or risk of using big data as part of a clinical system and explain why. Propose at least one strategy you have experienced, observed, or researched that may effectively mitigate the challenges or risks of using big data you described. Be specific and provide examples The Challenge Of Using The Big Data Essay Paper.

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Big data risks and Rewards

Big data is a large volume of information that is processed quickly and consists of different types of data such as images graphs, videos, or texts. Big data in healthcare helps in analysis, decision-making, improving healthcare outcomes and pricing the cost of healthcare services. The sources of big data are electronic health records, electronic medical records, personal health records, and data produced by widespread digital health (Lysaght et al., 2019)The Challenge Of Using The Big Data Essay Paper. Big data in health care holds a patient’s medical history, demographic data, medication, diagnostic tests, and patient progress and follow-up. The assignment describes complex health information access management, the potential challenges and risks, and one strategy to effectively mitigate the risks of using big data.

The Potential Benefit Of Using Big Data

One potential benefit of using big data as part of a clinical system is the ability to generate real-time insights and predictive analytics for healthcare decision-making. It analyzes this extensive and diverse dataset, and healthcare professionals can gain valuable insights into patient populations, treatment outcomes, disease patterns, and public health trends (Pastorino et al., 2019). These insights can have several benefits that include enhanced precision and personalized medicine because it gives information that enables them to make more precise diagnoses, tailor treatment plans to individual patients, and predict the effectiveness of interventions based on specific patient profiles. This personalized approach can improve patient outcomes and reduce adverse events (Pastorino et al., 2019)The Challenge Of Using The Big Data Essay Paper. It helps in early disease detection and prevention because it analyzes population-level data, and identifies trends, geographical hotspots, or risk factors associated with the spread of diseases, allowing for targeted preventive measures. Big data helps in evidence-based decision making, operational efficiency, and resource optimization.

A Potential Challenge Of Using The Big Data

One potential challenge or risk of using big data as part of a clinical system is the issue of data privacy and security because it has vast amounts of sensitive and personal patient information, including medical records, genomic data, and even behavioral data from wearable devices. Big data privacy and security are major challenges because of data breaches and unauthorized access and it becomes an attractive target for hackers and cybercriminals (Pastorino et al., 2019). This can also lead to the loss of public trust in healthcare systems and hinder the adoption of big data technologies. Big data in healthcare is often collected from various sources, such as electronic health records, wearable devices, and genomic databases. Ensuring the accuracy, completeness, and reliability of this data can be a challenge (Pastorino et al, 2019)The Challenge Of Using The Big Data Essay Paper. Inaccurate or incomplete data can lead to biased analysis and incorrect conclusions, potentially compromising patient care and treatment decisions.

Strategies To Effectively Mitigate The Challenges Of Using The Big Data

To effectively mitigate the challenges of using big data in healthcare, several strategies can be implemented. They include robust data security measures to protect patient information from unauthorized access and data breaches. This includes using encryption techniques, implementing secure access controls, regularly updating and patching software systems, and conducting regular security audits (Galetsi et al., 2019)The Challenge Of Using The Big Data Essay Paper. Privacy-preserving techniques such as anonymization and de-identification, reduce the risk of re-identification while ensuring the utility of the data for analysis. Informed consent and transparent communication from patients for the collection and use of their data, clearly explaining the purposes and potential risks involved. Implement robust data quality assurance processes to ensure the accuracy, completeness, and reliability of the collected data. Regularly validate and verify the data to identify and rectify any inconsistencies or errors.

References

Galetsi, P., Katsaliaki, K., & Kumar, S. (2019). Values, challenges and future directions of big data analytics in healthcare: A systematic review. Social science & medicine, 241, 112533. https://doi.org/10.1016/j.socscimed.2019.112533

Lysaght, T., Lim, H. Y., Xafis, V., & Ngiam, K. Y. (2019). AI-assisted decision-making in healthcare: the application of an ethics framework for big data in health and research. Asian Bioethics Review, 11, 299-314. https://doi.org/10.1007/s41649-019-00096-0

Pastorino, R., De Vito, C., Migliara, G., Glocker, K., Binenbaum, I., Ricciardi, W., & Boccia, S. (2019). Benefits and challenges of Big Data in healthcare: an overview of the European initiatives. European journal of public health, 29(Supplement_3), 23-27. https://doi.org/10.1093/eurpub/ckz168 The Challenge Of Using The Big Data Essay Paper

NURS 6051N WEEK 5 DISCUSSION POST INSTRUCTIONS

TOPIC: BIG DATA RISKS AND REWARDS

 REQUIRED READING:

• McGonigle, D., & Mastrian, K. G. (2022). Nursing informatics and the foundation of knowledge(5th ed.). Jones & Bartlett Learning.
  • Chapter 22, “Data Mining as a Research Tool” (pp. 537-558)
  • Chapter 24, “Bioinformatics, Biomedical Informatics, and Computational Biology” (pp. 581-588)
• Glassman, K. S. (2017). Using data in nursing practice Links to an external site.. American Nurse Today, 12(11), 45–47. Retrieved from https://www.americannursetoday.com/wp-content/uploads/2017/11/ant11-Data-1030.pdf
• Thew, J. (2016, April 19). Big data means big potential, challenges for nurse execs Links to an external site.. Retrieved from https://www.healthleadersmedia.com/nursing/big-data-means-big-potential-challenges-nurse-execs
• Wang, Y., Kung, L., & Byrd, T. A. (2018). Big data analytics: Understanding its capabilities and potential benefits for healthcare organizations Links to an external site.. Technological Forecasting and Social Change, 126(1), 3–13. The Challenge Of Using The Big Data Essay Paper

DESCRIPTION:

When you wake in the morning, you may reach for your cell phone to reply to a few text or email messages that you missed overnight. On your drive to work, you may stop to refuel your car. Upon your arrival, you might swipe a key card at the door to gain entrance to the facility. And before finally reaching your workstation, you may stop by the cafeteria to purchase a coffee.

From the moment you wake, you are in fact a data-generation machine. Each use of your phone, every transaction you make using a debit or credit card, even your entrance to your place of work, creates data. It begs the question: How much data do you generate each day? Many studies have been conducted on this, and the numbers are staggering: Estimates suggest that nearly 1 million bytes of data are generated every second for every person on earth.

As the volume of data increases, information professionals have looked for ways to use big data—large, complex sets of data that require specialized approaches to use effectively. Big data has the potential for significant rewards—and significant risks—to healthcare. In this Discussion, you will consider these risks and rewards.

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To Prepare:

• Review the Resources and reflect on the web article Big Data Means Big Potential, Challenges for Nurse Execs.
• Reflect on your own experience with complex health information access and management and consider potential challenges and risks you may have experienced or observed.

Post a description of at least one potential benefit of using big data as part of a clinical system and explain why. Then, describe at least one potential challenge or risk of using big data as part of a clinical system and explain why. Propose at least one strategy you have experienced, observed, or researched that may effectively mitigate the challenges or risks of using big data you described. Be specific and provide examples The Challenge Of Using The Big Data Essay Paper