Data Platform Commentary
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Benjamin Cassity
Research Director
KLAS Research Director - Benjamin Cassity
 
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COO

Culture, Relationship

Arcadia is not as proactive as they could be, unless we are at the time of contract renewal, and...

Feb 2026
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COO

Operations

Arcadia could offer more training on their tools. I don't feel as if the company has proactively...

Feb 2026
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COO

Loyalty, Product, Value

Arcadia has begun to integrate AI into their tool set. It isn't perfect, but it is beginning to...

Feb 2026
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COO

Product

We are experiencing barriers related to staffing in terms of vacancies and the level of experience...

Feb 2026
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VP/Other Executive

Culture, Product

Our challenge with Data Platform is that we didn't brought our own analysts to the relationship to...

Feb 2026
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VP/Other Executive

Relationship

Parts of Arcadia's team are really interested in a partnership. Arcadia's team certainly works hard...

Feb 2026
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VP/Other Executive

Value

We are not sure where the data and support model for Data Platform are. Some foundational things are...

Feb 2026
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VP/Other Executive

Loyalty, Relationship

Arcadia has a really great road map. I respect their vision. Arcadia has heavily invested in AI. I...

Feb 2026
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VP/Other Executive

Product

The dominant barriers to us achieving our desired outcomes are the laborious and slow timelines for...

Feb 2026
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VP/Other Executive

Relationship, Product

I have been really impressed with Arcadia's overall integration capabilities. We haven't seen an EMR...

Feb 2026
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VP/Other Executive

Operations, Product

I think that Arcadia's biggest challenge is that much of their integration work is handled directly...

Feb 2026
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VP/Other Executive

Relationship

Arcadia has done a really nice job of partnering with us to get the most out of the data ingested...

Feb 2026
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Director

Loyalty, Relationship, Product

Arcadia is trying to be innovative. The problem with Arcadia is that they develop something, and...

Jan 2026
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Director

Product

The tool set for delivering Arcadia’s most advanced reporting, Arcadia Vista, is at the upper end of...

Jan 2026
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Director

Relationship, Product

Arcadia is frustrating. We have been having a lot of issues in regard to updating some of our care...

Jan 2026
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Director

Relationship, Product, Value

The vendor offers many strong services. We use the vendor's care management tool, report...

Jan 2026
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Director

Relationship, Product

Arcadia is always looking to stay on the cutting edge with technology and new developments. At...

Jan 2026
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Director

Relationship, Operations

Arcadia offers good training with a strong knowledge base and good documentation. The vendor's main...

Jan 2026
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Director

Relationship

The biggest issue with Arcadia's support is the time to resolution. We can open a case, and it may...

Jan 2026
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Director

Relationship

Our partnership with the vendor is pretty good. They regularly ask about our goals and challenges...

Jan 2026
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Director

Culture, Value

If there are issues with the system, we don't currently have SLAs in our contract. If something goes...

Jan 2026
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Director

Value

The system's data loading and data processing have been major barriers for us. While the application...

Jan 2026
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Director

Relationship

Arcadia could improve their support. Tickets are a big issue for them right now. They don't have...

Jan 2026
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Director

Product

It is hard for us to get our data loaded in the system. If a user can't load their data, then they...

Jan 2026
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Director

Relationship

Arcadia's executive involvement is very good. We can usually get very high-level people involved,...

Jan 2026
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Director

Product

The biggest advantage of Data Platform is being able to connect various data sources to a platform...

Dec 2025
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Director

Relationship

I like Arcadia's products quite a bit. I feel like they are pretty great for the work we do....

Dec 2025
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Director

Product, Value

Interoperability and time frames have been barriers to achieving our desired outcomes because...

Dec 2025
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Manager

Relationship

The state of our client-vendor relationship with Arcadia is very bad right now, and the...

Oct 2025
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Manager

Relationship

Some barriers we have with Arcadia are a lack of documentation, a lack of experience, and a lack of...

Oct 2025
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Manager

Operations

We did a certain project with Arcadia, and it did not go well. It took a lot longer than projected....

Oct 2025
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Manager

Relationship

As Arcadia has shifted their infrastructure as a company, it is very apparent that expertise lives...

Oct 2025
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CEO/President

Product, Value

The wins are clear. Arcadia Data Platforms is purpose-built for population health and value-based...

Sep 2025
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CEO/President

Relationship

Arcadia doesn’t really promise a lot, but there have been mismanaged expectations. There are things...

Sep 2025
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CEO/President

Relationship, Product

Our organization's barriers to achieving desired outcomes with our current data analytics priorities...

Sep 2025
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VP/Other Executive

Product, Value

Arcadia’s network modeling tool, the things around network curation, and their benchmarking tools...

Sep 2025
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VP/Other Executive

Relationship

There is not much that we bring to Arcadia that they don't already have experience in or aren't...

Sep 2025
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VP/Other Executive

Product

We struggle because of the number and complexities of contracts and the products underneath; there...

Sep 2025
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VP/Other Executive

Culture, Value

We architected our contract specifically so that it would not be the case that Arcadia would...

Sep 2025
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Director

Product

The algorithm that Data Platform uses for patient matching isn’t robust because the system lacks an...

Aug 2025
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Director

Culture, Loyalty, Product

In our EHR, we want to be able to flag patient populations with various things. We were told by...

Aug 2025
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Director

Loyalty, Relationship

Arcadia's timeliness with support could be improved. Arcadia's proactiveness is really strong in...

Aug 2025
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Director

Relationship, Operations

Arcadia's speed of implementation and communication could be improved. When we implement something,...

Aug 2025
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Director

Product

Data Platform does normalization across many sources. We have multiple payers and hundreds of...

Aug 2025
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Director

Operations

When we get training from Arcadia, that training is good. However, actually scheduling the training...

Aug 2025
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CMO

Relationship

Even though there have been bumps and glitches, Arcadia is hugely responsive, and they try to fix...

Aug 2025
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CMO

Operations

Implementation is not Arcadia’s strong suit. Vendors generally aren't very good at implementation,...

Aug 2025
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VP/Other Executive

Relationship, Operations

Arcadia should have quarterly meetings or user groups for their clients. The vendor's clients could...

Jul 2025
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VP/Other Executive

Relationship, Operations

Arcadia has to improve their communication to their clients when they upgrade things. They have...

Jul 2025
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VP/Other Executive

Loyalty, Product

Arcadia can give users more than they will ever need in a data platform. I talk to a lot of peers...

Jul 2025
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Director

Loyalty, Product

We are bringing a lot of the functionality that Data Platform provides in-house. That is on us for...

Jul 2025
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Director

Relationship, Product

When we go to Arcadia's aggregate conference, there have been times when upcoming products or...

Jul 2025
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Director

Loyalty, Relationship, Product

Arcadia is focused on the right things with Data Platform. They have made huge improvements over the...

Jul 2025
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CIO

Loyalty, Value

Using Data Platform is challenging and not super intuitive, but that is part of it being a data...

Jun 2025
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CIO

Product, Value

The ability to leverage EMRs is important. There is a lot of data that flows from EMRs into Data...

Jun 2025
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CIO

Culture, Value

The amount of time it takes to get the connectors built is a barrier with Data Platform. Arcadia...

Jun 2025
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Manager

Relationship, Product

Like any other vendor, there are some development delays that happen from time to time. With the...

May 2025
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Manager

Loyalty, Relationship

The only struggle we have had with phone or web support is the timeliness of getting through the...

May 2025
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Manager

Loyalty, Relationship

As long as an organization puts the necessary amount of work on their team on the front end, they...

May 2025
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Manager

Relationship, Product

Things have been really good with Data Platform. Arcadia is very effective as a vendor. They are...

May 2025
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Manager

Operations, Product

Migrating Arcadia's reporting boundary back ends to a new version and upgrading for that took longer...

May 2025
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Manager

Relationship, Product

We are starting to use Arcadia's gating output process. We basically send our claims data to Arcadia...

May 2025
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Manager

Relationship

The person at Arcadia who we work with has been really great from a support standpoint. However, a...

May 2025
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Manager

Relationship

I feel like my team is spending too much time identifying and communicating issues. I need Arcadia...

May 2025
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Manager

Relationship, Product

The problem that we are running into is with Arcadia's resources for ensuring that they can keep up...

May 2025
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Director

Loyalty, Relationship

We don't deal with Arcadia on the phone, but with the tickets we put in, the support is definitely...

Apr 2025
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Director

Value

We are using Arcadia's system as a data warehouse, and sometimes the data that we receive is wonky,...

Apr 2025
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Director

Culture, Value

Arcadia did avoid charging for every little thing at first. When we did the implementation, we...

Apr 2025
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Director

Operations

Arcadia has a whole training LMS, but I never use it. We didn't need a lot of training for the...

Apr 2025
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Director

Relationship

Arcadia is getting better at proactive service. However, they have a long way to go. I have a couple...

Apr 2025
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Director

Relationship, Product, Value

With Data Platform, we have been able to do a lot of things much faster and develop insights that we...

Apr 2025
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Director

Relationship

Arcadia does not keep all promises. Not all of their timelines are met. That is the biggest thing...

Apr 2025
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VP/Other Executive

Relationship

The one thing about Arcadia that I do appreciate is that they raise their hand and admit when they...

Apr 2025
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VP/Other Executive

Relationship, Operations

During a recent implementation when Arcadia was doing some infrastructure changes, we had some...

Apr 2025
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COO

Relationship

We have a specialized team that works with Data Platform, and they are very familiar with it and can...

Apr 2025
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COO

Loyalty, Operations, Product

We are going through an upgrade process, and that has consumed a lot of our analytic staff's time....

Apr 2025
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Director

Operations

Arcadia is not really great with training. They have tools, and they are releasing new things all...

Apr 2025
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Director

Relationship, Operations

Data Platform is great for data aggregation from multiple sources, but we have to stay on Arcadia...

Apr 2025
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Director

Product

Data Platform excels at aggregating data from multiple sources, even though deadlines aren't always...

Apr 2025
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Director

Loyalty, Relationship, Product

When Arcadia goes to events, they tout all their new functionality. Arcadia says they are trying to...

Apr 2025
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Director

Relationship

Arcadia’s service level has really declined over the last several years. Each year, we are less and...

Apr 2025
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Director

Relationship

Our executives have a relationship with Arcadia’s executives. They meet regularly, and things get...

Apr 2025
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Director

Loyalty, Value

Our current barriers to achieving desired outcomes with Data Platform are flexibility, data...

Apr 2025
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CEO/President

Product, Value

There are so many barriers to achieving desired outcomes with our current data analytics priorities,...

Mar 2025
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CEO/President

Product

I like some of the quality components of Data Platform. Arcadia's suite is a pretty good...

Mar 2025
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CEO/President

Operations, Product

With our Data Platform go-live, we had some missed deadlines, and some of the timelines were...

Mar 2025
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CEO/President

Product

In Data Platform, understanding what is in the schema and what the different models are for how...

Mar 2025
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