Discussion: Application of Data to Problem-Solving

Discussion: Application of Data to Problem-Solving

Discussion: Application of Data to Problem-Solving

Question Description

I need help with a Health & Medical question. All explanations and answers will be used to help me learn.

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The Application of Data to Problem-Solving

In the modern era, there are few professions that do not to some extent rely on data. Stockbrokers rely on market data to advise clients on financial matters. Meteorologists rely on weather data to forecast weather conditions, while realtors rely on data to advise on the purchase and sale of property. In these and other cases, data not only helps solve problems, but adds to the practitioner’s and the discipline’s body of knowledge.

Of course, the nursing profession also relies heavily on data. The field of nursing informatics aims to make sure nurses have access to the appropriate date to solve healthcare problems, make decisions in the interest of patients, and add to knowledge.

nursing masters

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In this Discussion, you will consider a scenario that would benefit from access to data and how such access could facilitate both problem-solving and knowledge formation.

ORDER NOW FOR AN ORIGINAL PAPER ASSIGNMENT: Discussion: Application of Data to Problem-Solving

To Prepare:

Reflect on the concepts of informatics and knowledge work as presented in the Resources.
Consider a hypothetical scenario based on your own healthcare practice or organization that would require or benefit from the access/collection and application of data. Your scenario may involve a patient, staff, or management problem or gap.
Post a description of the focus of your scenario. Describe the data that could be used and how the data might be collected and accessed. What knowledge might be derived from that data? How would a nurse leader use clinical reasoning and judgment in the formation of knowledge from this experience?

Technology has added so greatly to the effectiveness of our care. The work that has gone into vital signs and other assessment findings to create alerts when out of range is impressive. In paper forms, essential data can sometimes be missed or even go unnoticed, but having a system that connects the dots help health providers to see the bigger picture. “Advances in technology have been made available to aid nurses perform their jobs and care for patients more efficiently and safely. Nursing today is not the same as it was 30 years ago”(Pepito & Locsin, 2019).

As wonderful as technology is, it requires the working knowledge to derive or identify what is happening with the patients to offer the proper treatment. One cannot overlook the many lives technology has saved. Even the most prudent nurse can make a mistake. We have seen many things that improved in the area of medication administration. “On average, roughly 7,000 patients in the United States die each year from adverse drug events. To help curb these incidents, electronic medication administration has become commonplace”(Impact of Technology in Nursing | Nursing & Technology | Queens, 2020). Technology advancements are happening daily and will continue to revolutionize how we care for our patients. It is such a wonderful thing.

References

Impact of Technology in Nursing | Nursing & Technology | Queens. (2020, December 10). Qnstux; Queen University. https://online.queens.edu/resources/article/impact-technology-nursing/

Pepito, J. A., & Locsin, R. (2019). Can nurses remain relevant in a technologically advanced future? International Journal of Nursing Sciences6(1), 106–110. https://doi.org/10.1016/j.ijnss.2018.09.013

I agree that technology is and will magically help improve efficiency in the health care setting. Many a times, i refer to the QSEN competencies whenever i think about technology and health care. For instance, at the moment technologies such as tele-health, tele-nursing, and tele-medicine as well as remote health monitoring are already in use and are impacting health sciences immensely. For example, as opposed to the traditional use of home-visits to offer ongoing patient education, remote health education and follow-up technologies can be used. In addition, remote health monitors including wearable technologies such as wrist watches can monitor a myriad of physiological variables and relay that information to a care provider in the event of an emergency care need. These are just examples of the current changes in health sciences’ practice that have been orchestrated by the technologies we have. However, can this match up to patient-centered care for example?  The rapport, the patient-provider relationship, etc may all be compromised? According to a study, there was reported high quality care with technology.

References

Nwosisi, E., Carl, L. and Nwosisi, C. (2012) “A meta-analysis summary of information technology lack of connectivity and usability in Patient Centered Care,” International Journal of Engineering and Technology, 4(5), pp. 512–517. Available at: https://doi.org/10.7763/ijet.2012.v4.422.

“Weekly assessment of patient symptoms using simple technology translates to higher-quality, patient-centered care” (2021) Default Digital Object Group [Preprint]. Available at: https://doi.org/10.1200/adn.21.200749.

MAIN POSTING– RUBRIC DETAILS

Excellent 45 (45%) – 50 (50%)

Answers all parts of the discussion question(s) expectations with reflective critical analysis and synthesis of knowledge gained from the course readings for the module and current credible sources.

Supported by at least three current, credible sources.Written clearly and concisely with no grammatical or spelling errors and fully adheres to current APA manual writing rules and style.

Good 40 (40%) – 44 (44%)

Responds to the discussion question(s) and is reflective with critical analysis and synthesis of knowledge gained from the course readings for the module.

At least 75% of post has exceptional depth and breadth.Supported by at least three credible sources.Written clearly and concisely with one or no grammatical or spelling errors and fully adheres to current APA manual writing rules and style.

Fair 35 (35%) – 39 (39%)

Responds to some of the discussion question(s).

One or two criteria are not addressed or are superficially addressed.Is somewhat lacking reflection and critical analysis and synthesis.Somewhat represents knowledge gained from the course readings for the module.Post is cited with two credible sources.Written somewhat concisely; may contain more than two spelling or grammatical errors.Contains some APA formatting errors.

Poor 0 (0%) – 34 (34%)

Does not respond to the discussion question(s) adequately.

Lacks depth or superficially addresses criteria.Lacks reflection and critical analysis and synthesis.Does not represent knowledge gained from the course readings for the module.Contains only one or no credible sources.Not written clearly or concisely.Contains more than two spelling or grammatical errors.Does not adhere to current APA manual writing rules and style.

You must proofread your paper. But do not strictly rely on your computer’s spell-checker and grammar-checker; failure to do so indicates a lack of effort on your part and you can expect your grade to suffer accordingly. Papers with numerous misspelled words and grammatical mistakes will be penalized. Read over your paper – in silence and then aloud – before handing it in and make corrections as necessary. Often it is advantageous to have a friend proofread your paper for obvious errors. Handwritten corrections are preferable to uncorrected mistakes.

Use a standard 10 to 12 point (10 to 12 characters per inch) typeface. Smaller or compressed type and papers with small margins or single-spacing are hard to read. It is better to let your essay run over the recommended number of pages than to try to compress it into fewer pages.

Likewise, large type, large margins, large indentations, triple-spacing, increased leading (space between lines), increased kerning (space between letters), and any other such attempts at “padding” to increase the length of a paper are unacceptable, wasteful of trees, and will not fool your professor.

The paper must be neatly formatted, double-spaced with a one-inch margin on the top, bottom, and sides of each page. When submitting hard copy, be sure to use white paper and print out using dark ink. If it is hard to read your essay, it will also be hard to follow your argument.

ADDITIONAL INSTRUCTIONS FOR THE CLASS

Discussion Questions (DQ)

Initial responses to the DQ should address all components of the questions asked, include a minimum of one scholarly source, and be at least 250 words.
Successful responses are substantive (i.e., add something new to the discussion, engage others in the discussion, well-developed idea) and include at least one scholarly source.
One or two sentence responses, simple statements of agreement or “good post,” and responses that are off-topic will not count as substantive. Substantive responses should be at least 150 words.
I encourage you to incorporate the readings from the week (as applicable) into your responses.

Weekly Participation

Your initial responses to the mandatory DQ do not count toward participation and are graded separately.
In addition to the DQ responses, you must post at least one reply to peers (or me) on three separate days, for a total of three replies.
Participation posts do not require a scholarly source/citation (unless you cite someone else’s work).
Part of your weekly participation includes viewing the weekly announcement and attesting to watching it in the comments. These announcements are made to ensure you understand everything that is due during the week.

APA Format and Writing Quality

Familiarize yourself with APA format and practice using it correctly. It is used for most writing assignments for your degree. Visit the Writing Center in the Student Success Center, under the Resources tab in LoudCloud for APA paper templates, citation examples, tips, etc. Points will be deducted for poor use of APA format or absence of APA format (if required).
Cite all sources of information! When in doubt, cite the source. Paraphrasing also requires a citation.
I highly recommend using the APA Publication Manual, 6th edition.

Use of Direct Quotes

I discourage overutilization of direct quotes in DQs and assignments at the Masters’ level and deduct points accordingly.
As Masters’ level students, it is important that you be able to critically analyze and interpret information from journal articles and other resources. Simply restating someone else’s words does not demonstrate an understanding of the content or critical analysis of the content.
It is best to paraphrase content and cite your source.

LopesWrite Policy

For assignments that need to be submitted to LopesWrite, please be sure you have received your report and Similarity Index (SI) percentage BEFORE you do a “final submit” to me.
Once you have received your report, please review it. This report will show you grammatical, punctuation, and spelling errors that can easily be fixed. Take the extra few minutes to review instead of getting counted off for these mistakes.
Review your similarities. Did you forget to cite something? Did you not paraphrase well enough? Is your paper made up of someone else’s thoughts more than your own?
Visit the Writing Center in the Student Success Center, under the Resources tab in LoudCloud for tips on improving your paper and SI score.

Late Policy

The university’s policy on late assignments is 10% penalty PER DAY LATE. This also applies to late DQ replies.
Please communicate with me if you anticipate having to submit an assignment late. I am happy to be flexible, with advance notice. We may be able to work out an extension based on extenuating circumstances.
If you do not communicate with me before submitting an assignment late, the GCU late policy will be in effect.
I do not accept assignments that are two or more weeks late unless we have worked out an extension.
As per policy, no assignments are accepted after the last day of class. Any assignment submitted after midnight on the last day of class will not be accepted for grading.

Communication

Communication is so very important. There are multiple ways to communicate with me:
Questions to Instructor Forum: This is a great place to ask course content or assignment questions. If you have a question, there is a good chance one of your peers does as well. This is a public forum for the class.
Individual Forum: This is a private forum to ask me questions or send me messages. This will be checked at least once every 24 hours.

One of the most impactful outcomes of technologies is the availability and use of data in different settings, including the healthcare sector. From predicting health outcomes to measuring performance, data in healthcare can be used to diagnose problems in healthcare delivery and improve the outcomes for the patients (Adnan et al., 2020). One of the scenarios where data may come in handy is during an outbreak such as the current COVID pandemic where healthcare providers are required to compute the number of infected persons, the severity of the infections, recovery rates, mortality rates, and even the period of admission. Infections include the risk of spreading which may have devastating outcomes for a population unless properly managed. As witnessed in the COVID outbreak, the infections spread fast until healthcare providers were able to provide the public with education on how the infections could be managed and reduced. Using data, healthcare providers and healthcare administrators were able to monitor progress and regressions which indicated the need for further interventions.  

 

If an outbreak occurred in my immediate neighborhood, I would be interested in learning about the symptoms, the number of infected persons, the number of days it took for the symptoms to manifest and the days it took to wade off the symptoms, as well as the medication or interventions, applied. In one of my neighborhoods, likely infections include typhoid which may result when residents of a neighborhood consume contaminated water. When a patient reports to the healthcare facility with symptoms such as weakness, stomach pains, cough, loss of appetite, diarrhea, and headache, the healthcare providers should look out for other patients manifesting the same symptoms. Data can help project how long the affected persons may manifest the symptoms as well as the number of beds that may be required for the patients.  

 

 

 

Nurse leaders have the responsibility of making decisions that affect patient care directly (Duffey, 2017). This is because nurse leaders are expected to have advanced knowledge of different issues related to patient care. Nurse leaders are also responsible for making treatment plans in order to improve the outcomes for the patients. Therefore, a nurse can use data such as the one collected regarding infection rates to plan for the bed capacity and determine if more personnel will be required for managing the outbreak. A nurse leader will therefore be in a position to make the necessary plans to ensure that patients get the help they need in a timely manner by identifying necessary resources and timelines for different interventions in order to improve the overall patient outcomes (Adams et al., 2018). 

References 

 

Adams, J. M., Djukic, M., Gregas, M., & Fryer, A. K. (2018). Influence of nurse leader practice characteristics on patient outcomes: Results from a multi-state study. Nursing Economics, 36(6), 259. 

 

Adnan, K., Akbar, R., Khor, S. W., & Ali, A. B. A. (2020). Role and Challenges of Unstructured Big Data in Healthcare. Data Management, Analytics, and Innovation, 301-323. 

 

Duffey, P. (2017). Implementing the clinical nurse leader role in a large hospital network. Nurse Leader, 15(4), 276-280. 

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