Juereanor Mat Jusoh 1 , Teh Raihana Nazirah Roslan 2 , Azizan Arshad 3 , Mohd Norazmi Nordin 4 1815 Turkish Online Journal of Qualitative Inquiry (TOJQI) Volume 12, Issue4, July , 1815- 1822 Research Article Data Mining Application In Telehealth Settings And Disease Prediction Juereanor Mat Jusoh 1 , Teh Raihana Nazirah Roslan 2 , Azizan Arshad 3 , Mohd Norazmi Nordin 4 1 fakulti Perubatan, Universiti Sultan Zainal Abidin, Terengganu, Malaysia 2 othman Yeop Abdullah Graduate School Of Business, Universiti Utara Malaysia 3 sultan Abdul Samad Library, Universiti Putra Malaysia 4 cluster Of Education And Social Sciences, Open University Malaysia Abstract In Telehealth Contexts, Data Mining Involves An Analysis Of Data Gained From Ongoing Healthcare Practices Or Systems. It Is Important To Make Decisions Based On Evidence Because It Improves Outcomes By Aligning Treatment To Patient Values, As Well As Improve The Quality Of Health Care By Allowing Clinicians To Gain Access To Untapped, Yet Crucial Data. Similarly, Evidence-Based Decision Making Is Important Because It Improves Transparency And Accountability In Such A Way That It Justifies Decisions Based On Valid Data. Additionally, The Process Ensures That Real-Time And Up-To-Date Data Aids In Guiding Decisions, Ensuring Further That Physicians Stay Abreast Of Current Developments In The Field; Hence, Preparedness. In Summary, The Process Reduces Costs, Improves Patient Satisfaction, And Promotes The Quality Of Health Care. 1 Introduction At United General Hospital, Only 10 Beds Are Set For Use In The Icu Section. The Community Served Has Expanded Significantly, Reaching 190,000 Compared To The Initial Population Of 90,000. Some Of The Resultant Problems That Have Been Reported Include Delayed Scheduled Surgeries, Delayed Transfer To The Icu, And Overcrowding In Emergency Rooms And Post-Operation Departments. Hence, The Need To Expand The Icu, Especially Using $15 Million That Is Available, Could Not Be Overstated. Despite The Availability Of The Funds, $15 Million, How To Expand The Icu Remains A Problem. Particularly, The Problem Is On Whether Or Not To Accommodate The Remote Icu Monitoring Approach Alongside Icu Expansion As Preferred By The Ceo And, If So, The Specific Path To Follow (Belard, Buchman And Forsberg Et Al., 2016). Some Of The Available Options Include Attending To Rooms Where Patients Have More Serious Problems, Leaving The Management To Bedside Teams, Combining Regular And Icu Beds And Managing Them Collaboratively Through The E-Icu Teams And Bedside Teams, And Employing A Per-Usage Model In Which Payment Is Only Made For Remote Icu Monitoring Services That Are Offered. Every Aspect Requires Efficient Management (Abdul Jalil Et Al., 2021; Mohd Noh Et Al., 2021; Mustafa Et Al., 2021; Roszi Et Al., 2021; Tumisah Et Al., 2021). If It Is Managed Well, Various Problems Can Be Avoided (Irma Et Al., 2021; Suzana Et Al., 2021; Rohanida Et Al., 2021; Nazrah Et Al., 2021; Shahrulliza Et Al., 2021). 2 Methodology Telehealth-Based Health Information Technology (Hit) Systems That Are Projected To Play A Crucial Role In Supporting The Implementation Of The Decision-Making Process Include Electronic Prescribing That Would Ensure That Prescriptions Are Prepared And Sent Electronically, Telehealth Systems That Would Constitute