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Data Quality Analysis Dashboards




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Leveraging custom formula fields on many of the standard objects to record data quality and record completeness, the formulas are then depicted through dashboards to identify deficiencies in record data.

46 Reviews
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Top Favorable Review

Simple, easy app

This app is all I ask of a free product: a simple customizable tool that saves time and adds value to my Salesforce org. I wrote more about this app on my recent blog:

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Stephanie King
Apr 04, 2016 at 12:38 PM

This article has moved to:

Andre Thouin
Sep 29, 2016 at 3:46 PM

Thanks, I will read it!

Top Critical Review

Does not work with Trailhead

It keeps asking for credentials, reports it is installed, but Trailhead checker won't find it and it doesn't show under 'dashboards'. Feeling stranded.

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Chris Duarte
Dec 12, 2017 at 2:22 PM

This is a simple authentication issue. Just log out from AppExchange, log back in *with* your Trailhead Playground username and password, and use your Trailhead Playground username and password whenever you are prompted with the salesforce log in page during the installation process for the app.## ##Resources to help with this include:## ##How to get your Trailhead Playground username and password: ##How to installing apps: ##A module on using Trailhead Playgrounds:

Steve Wagers
Dec 12, 2017 at 5:25 PM

Finally success. The key info was with the link provided by Chris below. After the playground launched automatically every other time, it threw me for a loop that there was a separate underlying set of credentials. Once I understood how everything really works, the purpose and intended message in the Trailhead login note makes much more sense. ("Since you can access this org directly from Trailhead, you don’t have to worry about logging in. If you ever do need to log in (e.g., to install a package), this article shows you how to find your username and reset your password.")

Customer Reviews 46 Reviews Rating: Any Rating Sort By: Review Date



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First level of Data Quality Assurance

This App provides a first level of Data Quality, dashboards to check the data quality status of most important objects (Account, Opportunity, Contact, Lead, Campaign,...) about missing information. Shows different ways of grouping/aggregation but just on missing info.##In case further analysis is needed around duplicates, Geo-location info accuracy, master validation,... other app package should be added.

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Really great, wish there was easier room for customization

I loved these dashboards but of course not everything applied to our organization. I ended up battling with the code a bit to change some of the fields and calculations. Not a big deal at all, but would be nice to not have had to do!

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An awesome framework, giving a very good idea on how to implement a data quality control stack, with only 2 fields easily customizable and some good reports!

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More productivity with Data Quality Dashboard

The package Data Quality Score allowed us to analyze better sales activity regarding quality of data . We close faster and better leads and transform them to opportunities thanks to the good data on business . Sales leads have a better quality. Furthermore, we follow faithfully closing dates and evolution of the projects by encouraging sales executives to provide more information to Salesforce.It is a real success.####Faster and better is my conclusion

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Next steps

Hi,####What are the next steps once I installed it? I don't see "Data Quality Analysis Dashboard" in apps####Thanks,##Preet

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Carlos Alejandro Gallardo
Sep 19, 2018 at 8:55 AM

Hello Harpreet,####It has been a while so you may have figured it out, but the installed package does not include an app. Most notably the unmanaged package is present in your org as custom fields, reports and dashboards for a few of your key standard objects. You can mess around with the custom fields and reports as needed per your business needs, but unfortunately it is not a super code robust solution. It is a good stepping stone to allow for further enhancements for you and your business. Hope this helps a bit and realigns expectations of the unmanaged package.

Simple and Useful

Simple but powerful on quick data quality check.

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Basic app that does the job

We've been using Data Quality Dashboard for about a month. It was easy to install, a breeze to configure, and is very flexible. It doesn't do a lot, but it does the thing that it promises well. Some people might want a more dynamic or complicated data quality scoring system, but for our purposes there is no reason to look at the more expensive products out there.

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Simple and easy


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cannot install it on trailhead

tried to install it multiple times on trailhead playground, get the same error:##his app can't be installed.##There are problems that prevent this package from being installed.## Missing Organization Feature: Campaign####I created a new object Campaign for it, but still does not work. There is no info about what I should do to fix it. bummer....

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Sungil Kim
Jun 05, 2018 at 3:32 AM

I had the same problem. what do I do?