Running head: Predictive modeling 1
Predictive modeling 5
The average human lifespan is increasing along with the world population, which poses new challenges to today’s treatment delivery methods. The health sector is capable of collecting massive amounts of data and look for best strategies to use the numbers. With the use of predictive modeling, the health sector has the potential to reduce costs of treatment, predict outbreaks of epidemics, avoid preventable diseases and improve the quality of life.
Advances in predictive modeling as a preventive technology in the health sector should be designed to help clinically integrated networks manage large, complex patient populations. One of the challenges facing providers today is that predictive modeling requires a strong data infrastructure, user engagement, staffing and other resources.
Preventive technology could help make diagnoses more accurate and treatment regimens more precise, reduce labor costs, capture data faster, sort through vast amounts of data to gain insights needed to drive better care decisions and outcomes. With the use of predictive modeling and preventive technology, from a patient-facing perspective, they could improve health literacy. These instruments combined with patient-contributed data could also help predict and fill patients’ clinical knowledge gaps. In that way, patients could more confidently manage their own health and make healthier choices on their own.
For example, the use of the fit bit arm/wrist band could be extended into an integrated system that could collect patients’ health data continuously and send this data to the cloud which will allow doctors to monitor and compare this data and react every time if the results will be disturbing. If a patient’s blood pressure increases alarmingly, the system will send an alert to the doctor who will then take action to reach the patient and administer measures to lower the pressure.
Research question
What is the need for predictive modeling, as a preventive technology, and how can it revolutionize the health field?
The significance of the study
The purpose of healthcare predictive modeling is to help doctors make data-driven decisions within seconds to improve a patients’ treatment. By using data-driven findings to predict and solve a problem before it is too late, also assess methods and treatments faster, keep better track of inventory, involve patients more in their own health and give them the tools to do so.
This is very useful with patients who have a complex medical history and suffering from multiple conditions. This tool would be able to predict, for example, who is at risk of diabetes, and thereby be advised to make use of additional screenings or weight management. For year’s gathering huge amounts of data for medical use was costly and time-consuming. With technology improving on a daily basis, it is easier to not only collect such data but also to convert it into a useable form to provide better care.
Healthcare providers had no direct incentive to share patient information with one another, which made it harder to utilize the power of predictive modeling and preventive technology. Now that more of the health sector are getting paid based on patient outcomes, they have a financial incentive to share data that can be used to improve the lives of patients while cutting costs for insurance companies. Healthcare needs to catch up with other industries that have moved from the standard regression-based methods to a more future oriented like predictive model, to improve patient outcomes while reducing spending.
References
Breuker, D., Matzner, M., Delfmann, P., & Becker, J. (2016). Comprehensible Predictive Models for Business Processes. MIS Quarterly, 40(4), 1009-1034.
Wagenen, J. (2017, November). Predicting-analytics- 3-Big-Data Trends-in-Healthcare. Healthtech, pp.-1-6 Retrieved from https://healthtechmagazine.net/article/2017/11/predicting-analytics-3-big-data-trends-healthcare.
Zheng, B., Zhang, J., Yoon, S. W., Lam, S. S., Khasawneh, M., & Poranki, S. (2015). Predictive modeling of hospital readmissions using metaheuristics and data mining. Expert Systems with Applications, 42(20), 7110-7120.
Try it now!
How it works?
Follow these simple steps to get your paper done
Place your order
Fill in the order form and provide all details of your assignment.
Proceed with the payment
Choose the payment system that suits you most.
Receive the final file
Once your paper is ready, we will email it to you.
Our Services
Ace Writing Center has stood as the world’s leading custom essay writing services providers. Once you enter all the details in the order form under the place order button, the rest is up to us.
Essays
At Ace Writing Center, Nowadays, students normally have extremely busy schedules. You will note that some of them have to take on some evening or weekend jobs in order to get some income that can help them to sustain in college or in the university. This can deny them a chance to write all the essays given. Others usually get bombarded with a lot of work by their lecturers. This can still delay such students from working on all their essays. However, some of them usually try to work on all these essays but end up delivering their work late. This can prevent them from graduating since most lecturers are strict on deadlines. If you want to write a business essay, the wise way is to hire an outstanding essay writing service like us, so that you can get the best results. If you are keen, you will note that many companies usually overcharge their customers. Some of them are there only to make money. And in reality, they really don’t care to build a long term commitment with students. You should not choose such companies. You should take your time and choose a reliable company to work with. Ace Writing Center is the ultimate solution for you. We have been offering our writing service for more than 7 years. This is a clear indication that you will get quality essay writing service. We have a wide range of writers who can work on any business essay that you might have. We believe in doing extensive research so that we can provide quality work to all our clients. .
Admissions
Admission and Business Papers
Have you ever had to write an admission essay for college? The majority of students face the same issues when applying to a university or college and many in such situations decide they need professional help to cope with this matter. They get in a situation when the deadline keeps coming closer but lack motivation to start because they are just not sure if their writing skills are strong enough. We have a solution for you! Ace Writing Center is the best admission essay writing service with a large professional team and years of experience in providing high-quality papers to students of all levels and faculties. The mission of our team is to help students make their dreams of entering a good college come true and that’s what we offer!.
Editing
Editing and Proofreading
Sometimes all the words for your paper just flow out of your mind and into your fingers. You type quickly at your keyboard and there they are, your beautiful words right there on the screen. But you have no idea how to polish it up. You may be wishing there was a paper writing service that offered this type of writing service. Look no more! Here at Ace Writing Center, we offer you an editing and proofreading option that you can't find anywhere else..
Coursework
College Essay Writing
In case you are familiar Ace Writing Center, you know the way to distinguish a better company from a cheap one exactly. First of all, poor service website does not have a sufficient support. We think support team is an essential part of success; it has to answer all clients’ questions and be a connecting link between clients and their writers. On our web-service you will get answers about anything you need and your writer will receive all your instructions, assignments and requirements exactly and swiftly. A writing service that we run has got a flexible pricing system that will save you from senseless wastes and many bonus systems that let you sparing money for something important for you.
