Friday, February 12, 2016

A Look at Accountable Care Organizations and the ACO Explorer

How does ACO Quality Performance vary by savings or losses?
Accountable Care Organizations (ACOs) are groups of doctors, hospitals, and other health care providers that coordinate care for Medicare beneficiaries that are being touted as potential solutions for the inefficiency and fragmentation of the U.S. healthcare system.  The Centers for Medicare and Medicaid has several initiatives focused on ACOs, including the Medicare Shared Savings Program, which includes 430 ACOs and over 7 million Medicare beneficiaries.

The ACO MSSP has been subject to both praise and criticism over the past few years, with the CMS citing millions of dollars in shared savings and improved quality of care for Medicare beneficiaries (CMS, 2016a), and critics pointing to ACOs leaving the program due to issues with benchmarks and a lack of incorporation of regional spending factors (McClellan et al., 2015).  These problems have been particularly troublesome for high-performing ACOs, which critics argue have been penalized for being too efficient and thus are subject to less room for improvement.  While the Centers for Medicare and Medicaid (CMS) have recently proposed several changes to the ACO Medicare Shared Savings Program (MSSP), some of which are aimed at improving benchmarking and regional spending issues mentioned above (CMS, 2016b), questions remain about potential for ACOs to improve quality while reducing spending. This blog explores ACO quality performance by whether ACO had losses or gains compared to their benchmark spending.

Using data from the first two years of the ACO MSSP (CMS, 2014; CMS, 2015), we explored differences between ACO quality performance by comparing two groups of ACOs based on their savings or losses: ACOs that experienced greater than a 1% loss from their benchmark; and ACOs that experienced greater than a 1% gain from their benchmark.

Table 1: ACO Quality Performance by Loss/Gain compared to Benchmark


Loss Year 1
Gain Year 1
Significant Difference Year 1
Loss Year 2
Gain Year 2
Significant Difference Year 2
Number (%)  of ACOs
73 (36%)
92 (46%)

112 (34%)
159 (48%)

Spending per beneficiary
$11,821
$11,898

$10,388
$10,294

Benchmark per beneficiary
$11,211
$12,516
p=.01*
$9,975
$10,759
p=.01*
Patient Experience
-.027
-.076

.015
-.001

Care Coordination
.022
-.006

-.021
.034

Preventive Health
.007
.001

-.050
.076
p=.10*
Diabetes Composite
23.7
20.3
P=.04*
26.07
24.96

CAD Composite
62.6
65.2

67.55
67.66

Health Status
.155
-.105
P=.05*
.063
-.103
p=.10*
Table 1 shows few significant differences between the ACOs in the two groups, though for both years ACOs with losses had higher patient experience scores, better Diabetes scores, and better patient health status, while also having lower preventive health  and CAD (Heart-related) scores. It also important to note that ACOs with losses had significantly higher benchmark spending, while having roughly equivalent spending per beneficiary as ACOs that had experienced gains.

Similar to previous analyses (Muhlestein and Hall, 2014), the results are mixed.  ACOs that experienced losses have better quality scores in some areas than ACOs that experienced gains, but overall spending per beneficiary for the two groups is almost identical.  The results point to the complicated relationship between spending and quality, and the diversity of the ACOs participating in the MSSP (McClellan et al., 2015).  Future research should focus on how ACO spending and quality performance varies geographically, and identifying the “bright spot” ACOs that are achieving high performance while also reducing spending.

For more information about the Medicare Shared Savings Program (MSSP), see https://www.cms.gov/Medicare/Medicare-Fee-for-Service-Payment/sharedsavingsprogram/index.html?redirect=/sharedsavingsprogram


An Online Tool for Exploring Accountable Care Organizations (ACOs) Quality and Spending

In order to compare how ACO performance varies geographically, HealthLandscape developed the ACO Quality Explorer, which is a spatial visualization tool displaying data for the ACOs taking part in the MSSP.  The ACO Explorer allows users to visualize 33 quality measures organized into five domains: patient/caregiver experience, care coordination/patient safety, preventive health, at-risk population diabetes, and at-risk population heart-related measures. Each ACO is given a site score based on the percentage of quality measure benchmarks set by the Centers for Medicare and Medicaid that the ACO has met. ACOs are displayed as points on the map colored green (4 or more domains with all measures at or above thresholds), yellow (2 or 3 domains with all measures at or above thresholds), or red (less than 2 domains with all measures at or above thresholds), allowing users to quickly compare different ACOs across a geographic area.  When users click on a specific site, they can view exploding rollover windows which contain data about the quality measures included in each of the five domains. In addition, we’ve added patient characteristics, spending, and services indicators for the Year 1 ACOs, and we’ll be adding these data to the Year 2 ACOs in the near future. 

 
Map view showing exploding rollover windows for ACOs

Further, the ACO Explorer includes a Stats tool for performing statistical analyses to explore relationships between ACO quality metrics, patient characteristics, spending, and services, while also examining associations between ACOs and population health indicators for the county in which an ACO is located.  For example, the image below shows ACOs that exceeded their spending benchmark are located in counties with lower overall Medicare spending.


View of Stats Tool showing relationship between ACOs that exceeded spending benchmark and Medicare Spending at County level (in which ACO is located)

To visit HealthLandscape’s ACO Quality Explorer, see http://www.healthlandscape.org/ACOExplorer/map.cfm

Michael Topmiller

Health GIS Research Specialist 
HealthLandscape

Thursday, January 28, 2016

A Journey to Geography

People often ask me what drew me into a career involving maps.  Of course I took social studies classes in grade school to learn basic geography and I had to study and understand the maps that were parts of history lessons, but I never took a dedicated geography class. It was actually just a serendipitous event; during my long, self-funded path through graduate school, I took a job to help pay the bills.  

I was a research assistant on a grant given by a funding organization that wanted to make better funding decisions.  They wanted to be able to look at data for traditional geographies that did not fit into US Census Bureau geographies.  Most publicly-available health data do conform to these geopolitical boundaries such as census tracts, counties and states.  So there were two massive undertakings (both of which pre-dated my involvement in the project): 1) using Geographic Information Systems (GIS), create the boundaries of these traditional neighborhoods, and 2) collect data from the people in each neighborhood to learn what their health needs/ concerns were.

Once the data were collected and mapped, the funder could then evaluate funding proposals based on neighborhood need.  For example, if an agency was seeking funding to start a maternal and child health clinic Downtown, the funder could reference their geographic data and to assess whether maternal and child health was a major issue for the people in the neighborhood.  If not, they could see for which neighborhood it was a major issue and then go back to the agency and let them know the original proposal would not be funded, but if they wanted to focus on HIV/ AIDS in Downtown for example, the proposal would be stronger and more likely to be funded.  Or if the agency really wanted to focus on maternal and child health, the need for those services was greatest in the West End.  The concept fascinated me and once I taught myself how to use GIS, I was hooked. The project itself has morphed into a data center that serves all of southeast Louisiana (http://www.datacenterresearch.org/about-us/the-data-center-an-overview/).

I’ve been lucky to stay connected to geography throughout my career in health policy, although it wasn’t always easy.  My career has gone from using maps to show locations of health care providers to building online tools that help people navigate the health care system to now managing a portfolio of online mapping tools that democratize data and allow thousands of people do the same kind analyses on the fly that I was doing in graduate school using population health, health workforce and user-provided data.  

Come to one of our upcoming webinars to get hooked on mapping!

Jennifer Rankin
Senior Manager, Product and Resource Services 
HealthLandscape
 

Tuesday, January 19, 2016

GIS and Meetup.com!

Meetup.com is a social networking website designed for anyone in search of something to do, learn, interact with, and get involved in the community with like-minded people. You can find a meetup in just about any major metropolitan city including Washington, D.C., one of the leading utilizers of the site.


You can find anything from hiking and rock climbing to speed dating to national park tours to Python programming workshops. Other popular meetup topics include happy hours, single-mom coffee meetings, running clubs, and seminars and conferences.

There are several GIS/geography meetup groups that tailor to the working DC professional, including Esri DC Meet Ups and Geo DC. The former is a group put on by staff at the local Esri R&D center in Arlington, Virginia which showcases new cloud, web, and mobile technologies related to Esri products. To those interested, these meetups consist of talks, lectures, and hands-on learning sessions. Recent topics have included, “Drones and GIS – a Powerful Combination”, “Maps Bring Your Story to Life”, and “Geospatial Technology for Fraud Analytics”.


The second GIS related DC meetup group is called Geo DC. This group is for GIS professionals of all levels and interests and meets once a month for lightning talks and networking. Unlike the Esri DC Meet Ups group, Geo DC tends to cover open source technologies as well as Esri products. The monthly meetings are held at a local bar for a few hours and host an average of 90+ participants. The meetings start with introductions, and then lead into several lightning talks and demonstrations. Afterwards, it turns into a networking social. Recent meeting topics have covered “#Maps: social media and mapping”, “OpenStreetMap: June GeoDC”, and “November GeoDC: Geo Policy”.


Dave Grolling 
GIS Strategist
HealthLandscape

Monday, January 11, 2016

Introducing our GIS Strategist

We’re starting off 2016 by welcoming Dave Grolling to the HealthLandscape team. Dave will be taking on the role of GIS Strategist, working with our geospatial data and services. Dave is a graduate of the Master of Professional Studies in GIS program, at the University of Maryland. He completed his undergraduate degree in Anthropology at SUNY Brockport. In his undergraduate studies, he completed a student research project, interviewing patients in two hospital emergency departments to investigate ER over-utilization.




He brings a great combination of intellectual curiosity and technical skills (including ESRI ArcGIS Software, SAS, SQL, and Javascript). Dave is already diving into multiple projects his first week with HealthLandscape and we’re very excited to have him on board. Welcome, Dave!


Jené Grandmont
Senior Manager, Application Development and Data Services
HealthLandscape

Friday, December 4, 2015

The HealthLandscape Crew Continues to Grow

Say “Hello!” to our new User Engagement Specialist!


If you have requested help using the UDS Mapper or attended any of our monthly webinars you have already had the pleasure of meeting Claire Meehan.


Claire Meehan received her B.S in Health, Fitness and Recreation Resources with a Concentration in Health Promotion at George Mason University. Prior to joining HealthLandscape she assisted in managing workplace health initiatives for a non-profit hospital.


Her primary responsibilities for HealthLandscape include customer support and user engagement. She provides training and technical support to users as well as manages communications and marketing efforts for HealthLandscape.

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Welcome!

Jennifer Rankin
Senior Manager, Research and Product Services
HealthLandscape