By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
Health Works CollectiveHealth Works CollectiveHealth Works Collective
  • Health
    • Mental Health
    Health
    Healthcare organizations are operating on slimmer profit margins than ever. One report in August showed that they are even lower than the beginning of the…
    Show More
    Top News
    bowl of vegetable salad
    Raw Foods: benefits and harms
    November 9, 2021
    pros and cons of the keto diet
    Read This Before You Follow the Keto Diet
    May 18, 2022
    spinal cord injuries
    4 Potential Causes of Spinal Cord Injuries (and How to Seek Compensation)
    May 25, 2022
    Latest News
    7 Most Common Healthcare Accreditation Programs: Which Should You Use?
    August 20, 2025
    Hospital Pest Control and the Fight Against Superbugs
    August 20, 2025
    Hygiene Beyond The Clinic: Attention To Overlooked Non-Clinical Spaces
    August 13, 2025
    5 Steps to a Promising Career as a Healthcare Administrator
    August 3, 2025
  • Policy and Law
    • Global Healthcare
    • Medical Ethics
    Policy and Law
    Get the latest updates about Insurance policies and Laws in the Healthcare industry for different geographical locations.
    Show More
    Top News
    TBI: Some Surprising Statistics
    February 9, 2016
    Your Keys to Safer, Even More Secure Healthcare Cloud Services
    January 13, 2015
    4 Career Options in Healthcare Industry that Combine Big Data & Healthcare
    February 5, 2021
    Latest News
    How Social Security Disability Shapes Access to Care and Everyday Health
    August 22, 2025
    How a DUI Lawyer Can Help When Your Future Health Feels Uncertain
    August 22, 2025
    How One Fall Can Lead to a Long Road of Medical Complications
    August 22, 2025
    How IT and Marketing Teams Can Collaborate to Protect Patient Trust
    July 17, 2025
  • Medical Innovations
  • News
  • Wellness
  • Tech
Search
© 2023 HealthWorks Collective. All Rights Reserved.
Reading: Data Mining as an Essential Informatics Skill Set
Share
Notification Show More
Font ResizerAa
Health Works CollectiveHealth Works Collective
Font ResizerAa
Search
Follow US
  • About
  • Contact
  • Privacy
© 2023 HealthWorks Collective. All Rights Reserved.
Health Works Collective > eHealth > Data Mining as an Essential Informatics Skill Set
eHealth

Data Mining as an Essential Informatics Skill Set

sharpjw1
sharpjw1
Share
3 Min Read
SHARE

Clinical Integrated Data Repositories are now become common at academic medical centers. With tools like i2b2 and RemedyMD, plus a broad range of analytic tools, access to large volumes of clinical data for research and population management is coming to maturity. The opportunities for use of this data in enabling clinical trials and accelerating research are promising.

Clinical Integrated Data Repositories are now become common at academic medical centers. With tools like i2b2 and RemedyMD, plus a broad range of analytic tools, access to large volumes of clinical data for research and population management is coming to maturity. The opportunities for use of this data in enabling clinical trials and accelerating research are promising. Quality and patient safety can also be enhanced through use of electronic medical records; a recent New England Journal of Medicine article by Dean Sittig details how to “Use EHRs to Monitor and Improve Patient Safety.”  ”Organizations must leverage EHRs to facilitate rapid detection of common errors (including EHR-related errors), to monitor the occurrence of high-priority safety events, and to more reliably track trends over time.”

To maximize these opportunities, physicians and other health professionals must develop skills in understanding and utilizing this data. Medical informatics has been successful in developing tools for data mining, but translating raw data into research questions and disease trends requires training medical professionals in new ways of thinking. Understanding clinical workflow in an EMR does not directly translate into this type of research. One must understand how the data is organized and coded to create disease cohorts for analysis. Informaticists are key in training a new generation of physicians in this skill. Because of the complexity of this clinical data, there are three approaches to this data mining and analysis:

  1. Self-service data mining enabled by cohort definition tools, both vendor developed and open source
  2. Analyst provided data – skilled data analysts can pull relevant data sets based on their understanding of the research question and the data. However, there are limitations on the number of experienced data analyst any organization can afford to meet the coming demand
  3. Predictive analytics – this is the realm of the biostatistician who will be key consumers of large data sets to create predictive models to be used in clinical practice. This is also a limited resource, so prioritizing predictive modeling projects which major impact is key

Data mining and analytics should be taught in medical schools for the next generation of providers.  Data visualization will be helpful in exploring this complex, big data. More on this in a future post.

More Read

google glass
Why Google Should Buy Warby Parker – Before Jawbone
Will Accountable Care be the Final Straw for US Economy and Healthcare system?
Should You Trust Your Doctor More Than Wikipedia?
How Do You Decide What Features to Add to Your Software?
Health Tracking Apps: Not Yet Ready to Make a Big Impact
TAGGED:data miningHIT
Share This Article
Facebook Copy Link Print
Share

Stay Connected

1.5kFollowersLike
4.5kFollowersFollow
2.8kFollowersPin
136kSubscribersSubscribe

Latest News

engineer fitting prosthetic arm
How Social Security Disability Shapes Access to Care and Everyday Health
Health care
August 20, 2025
a woman explaining the document
How a DUI Lawyer Can Help When Your Future Health Feels Uncertain
Public Health
August 20, 2025
physiotherapist at work
How One Fall Can Lead to a Long Road of Medical Complications
Health care
August 20, 2025
Common Healthcare Accreditation Programs
7 Most Common Healthcare Accreditation Programs: Which Should You Use?
Health News
August 20, 2025

You Might also Like

Connecting California to Improve Patient Care

July 16, 2011
Image
DiagnosticsMedical DevicesMedical InnovationsMobile HealthTechnology

3 Promising Mobile Diagnosis Apps for Medical Practitioners

June 9, 2012
healthcare industry
eHealthHealth careTechnology

HOW Can VNA Help in Boosting the Healthcare Industry?

October 10, 2017

Colleen Young x 2 = #hcsmca: Maths and Health

October 18, 2015
Subscribe
Subscribe to our newsletter to get our newest articles instantly!
Follow US
© 2008-2025 HealthWorks Collective. All Rights Reserved.
  • About
  • Contact
  • Privacy
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?