Predictive analytics for scheduling in hospitals
-
Upload
imaginea-technologies -
Category
Data & Analytics
-
view
408 -
download
1
Transcript of Predictive analytics for scheduling in hospitals
Predictive Analytics for Better Scheduling in Hospitals
Insights from Imaginea
Private and confidential. Copyright (C) 2017, Imaginea Technologies Inc. All rights reserve.
Hospitals grapple with staffing challenges every day
Shortage of physician & nurses
Staff imbalance
Overtime
Burnout
70% of Clinical
Manager time & effort is spent
addressing staffing challenges
Research indicates a direct correlation between staffing issues & clinical outcome
Clinical issuesStaffing issues
Patient safety
Quality of care
Patient satisfaction
Revenue
IMPACTS
The age of algorithm based scheduling
Today we have predictive models & algorithms that can accurately schedule not just for next shift, but for next few months.
Hospitals can leverage this emerging technology to achieve patient-centric scheduling & better staff utilization.
We have developed one such solution for a leading
Healthcare Platform that leverages Machine Learning
& advanced mathematical models to schedule hospital operations
Better quality & completeness of data leads to more accurate scheduling
To overcome these challenges, we built a comprehensive data collection & data validation solution that automates data collation, detects anomaly & integrates well will various systems. Data feeds include historical EHR, future appointment & current staff schedules.
Datainconsistency
Variety of data
sources
Complextechnologylandscape
Data QualityChallenges
Understand the big picture using predictive models
Dataanalyzed
Resourceavailability
Staffschedules
Operatinghours
Appointmenthistory
Otherparameters
The result is an accurate patient centric
scheduling that minimizes patient wait time & improves the
quality of patient care
PREDICTIVE ENGINE
Built-in reporting & allocation
Have an embedded easy to understand visual dashboard with key performance metrics
Patientwait time
Staffutilization
Treatmentvolume
Forecastdemand
Understandtrends
STAFF COST
>50% Staff costs are more than half the expenditure for hospitals
Predictive scheduling will have a direct impact on the profit margin
through better utilization
Benefits of Predictive Analytics in Hospital Scheduling
Better patient care
Less patient wait time
Increase in patient access
Reduced healthcare
delivery cost
EXPLORE PREDICTIVE ANALYTICS WITH IMAGINEA?
Among early adopters who have been building Predictive Scheduling engine since 2008
Built an advanced predictive recommendation engine for a Retail Personalization Platform
First movers & open source contributors to Big Data technology such as Apache Spark, Apache Hadoop & Zeppelin
To find out more, visit http://www.imaginea.com
Disclaimer
This document may contain forward-looking statements concerning products and strategies. These statements are based on management's current expectations and actual results may differ materially from those projected, as a result of certain risks, uncertainties and assumptions, including but not limited to: the growth of the markets addressed by our products and our customers' products, the demand for and market acceptance of our products; our ability to successfully compete in the markets in which we do business; our ability to successfully address the cost structure of our offerings; the ability to develop and implement new technologies and to obtain protection for the related intellectual property; and our ability to realize financial and strategic benefits of past and future transactions. These forward-looking statements are made only as of the date indicated, and the company disclaims any obligation to update or revise the information contained in any forward-looking statements, whether as a result of new information, future events or otherwise.
All Trademarks and other registered marks belong to their respective owners.
Copyright © 2012-2015, Imaginea Technologies, Inc. and/or its affiliates. All rights reserved.
Credits
Images under Creative Commons Zero license.
Private and confidential. Copyright (C) 2017, Imaginea Technologies Inc. All rights reserve.