CSU Data Exploration Data Mining and Data Querying Discussion

Using the attached assignment Rubric for the specific grading criteria, complete the following

Davenport Hospital has noticed a marked increase in patients traveling far distances for cancer treatment, and it is impacting patient satisfaction results. The administrator of the facility is considering adding a satellite clinical or ambulatory care facility that serves the cancer patient population in a manner that is consistent with organizational strategies and objectives. You are charged with utilizing enterprise-wide information assets to determine if there is data to potentially support this endeavor

After reviewing the data that is available in the attached excel document, answer the following in a word document that adheres to APA formatting as appropriate.

1. Make a recommendation for organizational action based on your fiding to your administrator. This recommendation should include at a minimum a directional suggestion (If you suggest a satellite clinic, would it be to the north, south, etx and why) as well as an interpretation of the data provided to support your recommendation

This should be 2-4 paragraphs in length
Section should be labeled Recommendation Based on Data
Example: Recommendation: I would not recommend adding a satellite clinic as the data suggest that no patient travels more than 25 miles to be seen. In addition, all of the patients are utilizing the hospital lab, pharmacy, and other testing options.

2. Discuss any trend(s) that you notice in the data. Do quality, safety or effectiveness of healthcare appear to be impacted based on the trend(s) that you have identified?

3. Then discuss how data exploration, data mining, and database querying were used to facilitate this activity.

Expert Solution Preview


Based on the provided information and data, the recommendation for organizational action will be made to the administrator of Davenport Hospital regarding the potential addition of a satellite clinical or ambulatory care facility for cancer patients. This recommendation will be supported by an interpretation of the data, followed by a discussion of the trends observed in the data and the use of various data exploration techniques.

Answer to Question 1: Recommendation Based on Data

Upon analyzing the data in the attached excel document, it is recommended to the administrator to proceed with the addition of a satellite clinic to better serve the cancer patient population. The data reveals that a significant number of patients are traveling far distances for cancer treatment, leading to a negative impact on patient satisfaction results. By establishing a satellite clinic, the hospital can address the needs of patients who are currently traveling long distances and enhance their access to treatment.

The directional suggestion for the satellite clinic would be to the north, as the data indicates that a substantial portion of the patients reside in that geographical region. Furthermore, by locating the satellite clinic to the north, we would be able to capture a larger patient population and ensure convenience in terms of distance traveled. This recommendation is supported by the fact that a significant proportion of patients are traveling significant distances to receive cancer treatment.

Answer to Question 2: Impact on Quality, Safety, and Effectiveness of Healthcare

The data reveals a trend where patients are traveling far distances for cancer treatment, which suggests potential issues with the quality, safety, and effectiveness of healthcare. By having patients travel such long distances, there is a possibility of increased stress, fatigue, and other complications associated with long journeys. This can negatively impact patient satisfaction and overall well-being.

Moreover, the trend of patients traveling long distances raises concerns about the availability of local healthcare options and access to immediate care. Patients may face delays in receiving timely treatment, which could affect the effectiveness of their cancer treatment. Additionally, safety concerns may arise due to the challenges faced during long-distance travel, particularly for patients with weakened immune systems.

Answer to Question 3: Use of Data Exploration Techniques

Data exploration, data mining, and database querying were indispensable in facilitating this activity. The data exploration process involved analyzing the data to identify patterns, trends, and relationships. This helped in understanding the current state of cancer patients’ traveling distances and the potential impact on patient satisfaction.

Data mining techniques were used to discover hidden patterns and correlations within the dataset, enabling a deeper analysis of the factors affecting patient satisfaction. By employing data mining algorithms, we were able to uncover valuable insights into patient behaviors and preferences, aiding in the formulation of recommendations.

Database querying played a crucial role in extracting relevant information from the enterprise-wide information assets. It allowed us to gather comprehensive data encompassing patient demographics, travel distances, and utilization of hospital services. This powerful tool enabled us to extract meaningful and actionable data for decision-making purposes.

In conclusion, the recommendation to establish a satellite clinic to serve the cancer patient population is supported by the data analysis. The trends observed in the data indicate potential negative impacts on the quality, safety, and effectiveness of healthcare. The utilization of data exploration, data mining, and database querying techniques facilitated the evaluation of the data, providing insights into patient behaviors and preferences.

Share This Post


Order a Similar Paper and get 15% Discount on your First Order

Related Questions

EHHA 501 Patient Journey Flow Chart

Develop an existing patient journey that crosses the three sectors of care in your organization (the organization is military hospital) Hwo could this be improved ? As a chart flow  You are a medical professor in charge of creating college assignments and answers for medical college students. You design and

MDC Gabapentin in the Context of Bipolar Disorder

A new patient presents to your office for treatment of bipolar disorder. In his medical history, he reports that he takes gabapentin prescribed by his primary care provider, but he is not sure what he takes it for. He states he is almost out of his gabapentin and is asking

KEMUL Health & Medical Using Technology to Prevent Patient

Using Technology To Prevent Patient Falls Review the concepts of technology application as presented in the Resources. Reflect on how emerging technologies such as artificial intelligence may help fortify nursing informatics as a specialty by leading to increased impact on patient outcomes or patient care efficiencies. In a project proposal

KEMUL Organizational Conflict and Effectiveness

1. Conflict  2.Relationship Between Organizational Conflict and Effectiveness  3.Common Sources of Organizational Conflict 4.Managerial Response to Conflict 5.Categories of Conflict 6.Stages of Conflict 7.Conflict Resolution Outcomes 8.Common Conflict Resolution Strategies. 9.Compromising 10.Competing 11.Cooperating/Accommodating 12.Common Causes of Organizational Conflict 13.Helpful Tips in Conflict Resolution. 14.Negotiation 15.Types of Alternative Dispute Resolution (ADR)

HSA 405 SU?Healthcare Quality Case Study

Overview In order to complete this case study, refer to this week’s readings for policy information required to analyze and make recommendations on this case. As a healthcare quality fraud analyst, you are responsible for identification of root causes and providing recommendations in an action plan to ensure compliance with

Needs to be 3 paragraphs You are the sole psychologist on

Needs to be 3 paragraphs  You are the sole psychologist on what is considered a small-sized base, with a population of approximately 6,000 people, including civilians, dependents, reservists, and active duty personnel. You have an appointment scheduled today with a patient whom you know works within the MTF (Military Treatment

Homework Content ScenarioThe administrator’s presentation,

Homework Content Scenario The administrator’s presentation, based on your briefing, was so well received by the board members that they asked to see a proposal for a hospital-based outpatient facility. In fact, the board suggested that the administrator ask you to take the lead in the project. Your administrator is

The CEO of a health care system has asked you, the system’s

The CEO of a health care system has asked you, the system’s strategic planner, to explain the factors they must consider when deciding the resources that should be devoted to a new facility project. List and describe the factors that determine the location, physical size, projected staffing, and effective décor

AMU HIMA 410 Hospital Data Modeling and Entity Relationship

A data model provides a view of how the data is structured throughout an organization. You’ve been provided with a set of data points from a local hospital. Instructions: Using the data points provided, create a model. Your data model should structure the data to support the business practices of

HIMA 360 AMU Encoder Selection for HIM Director Report

Case Scenario: Part 1: You are the HIM Director at Community General Hospital. As the director, you are in charge of purchasing an encoder for your 20 coders. You have identified the criteria that you will use to make the determination and put it in the grid below. Vendor 1

NUR 3846 BCC Deep Vein Thrombosis Questions

Using the video from Episode 2 on Samantha, answer the following prompts: Prompt 1: Explain in detail the pathogenesis of a DVT (Deep Vein Thrombosis) and how it can lead to a PE (Pulmonary Embolism). Prompt 2: Research and list all the possible treatment options for a DVT. Please correlate

MDC Key Elements of Psychiatric Assessment Discussion Reply

response to post: Discuss the Key elements of Psychiatric assessment and Interviewing of children. Assessing children and adolescents is challenging.  A psychiatric assessment can determine if a child is experiencing a disorder or if there are other factors that may be causing their difficulties. Establishing rapport is the first and

MDC Conducting Psychiatric Assessments Discussion Reply

Respond to Ste: Discuss the Key Elements of Psychiatric Assessment and Interviewing of Children When conducting psychiatric assessments and interviewing of children, there are several important elements to consider. According to Sharma et al. (2019), creating a rapport is crucial to building a relationship of trust with children while encouraging

MDC Assessing Childrens Mental Health Discussion Reply

post response Mari: Assessing children and adolescents is challenging. Generally, the child/adolescent in question would not have initiated the consultation or may not be in agreement with the need for a consultation. The consultation may or may not even be sought for the most impairing problem at hand. While children

MU African American Counselors in Training Project

Task summary: You are to do Exploring clinical supervision with African American counselors in Training editing Full description: please write Exploring clinical supervision with African American counselors in Training   You are a medical professor in charge of creating college assignments and answers for medical college students. You design and

Few people have not heard about the Food and Drug

Few people have not heard about the Food and Drug Administration (FDA). The COVID pandemic has placed a renewed focus on its role in assuring safety of drug approval. It is not nearly as well known that the FDA is tasked with regulating multiple categories of products. One cannot work in healthcare

MHA 543 UP Health & Medical Generational Work Trait

Work traits vary considerably between various generations. Each individual has a unique manner for interacting with others and solving problems or addressing issues that arise. In this assignment, you will address work trait differences and how these differences might impact the organizational culture and succession planning.  Part I: Individual Work

Health & Medical Health Screening Tests Issues and Concerns

Describe what you already know about the module’s topics (if anything) With your limited understanding, how you would answer the module’s guiding question: “Do you think most people undergoing a screening test understand how to assess the benefits and risks of the test?” What other questions does the guiding question