---
updatedAt: 2026-09-21T19:21:58.000Z
agentTools:
  projectIndex: https://cloud.docs.tamr.com/llms.txt
---

# About the RealTime Healthcare Providers Data Product

<Callout icon="👋" theme="default">
  ### Limited Release

  RealTime data products are in limited release. Some functionality is still in development and is subject to change.  If you are interested in using these data products, contact Tamr Support ([help@tamr.com](mailto:help@tamr.com)).
</Callout>

The RealTime Healthcare Providers data product provides a consolidated view of Type 1 (individual) healthcare providers. You can use this information, for example, to help streamline operations and provide optimal patient care.

This data product is not designed to master Type 2 (organization) healthcare data.

This data product provides:

* An industry-standard schema for healthcare provider data.
* A pre-trained matching configuration to identify duplicate healthcare provider records.
* Default rules to determine the best values for your golden records. These rules also include a final value condition as a tiebreaker if rules resolve to multiple values.

## Healthcare Provider Schema, Match Logic, and Default Consolidation Rules

### Single Attributes

The following table provides:

* &#x20;The default schema for Healthcare Providers data products.
* Explains whether each attribute is used by the default Tamr model to identify matching Healthcare Provider records.  See [Healthcare Providers Match Labels](https://cloud.docs.tamr.com/tamr-cloud/reference/healthcare-providers-search-labels) for the full list of match labels for this data product, which indicate matching, partially matching, and missing attribute values.&#x20;
* Explains whether each attribute is included by default in the [cluster uniformity score.](https://cloud.docs.tamr.com/tamr-cloud/docs/configuring-uniformity-scores)
* Provides the default [record consolidation rules](https://cloud.docs.tamr.com/tamr-cloud/docs/about-record-consolidation-rules-for-realtime-data-products) for each attribute.

<Table align={["left","left",null,"left"]}>
  <thead>
    <tr>
      <th>
        Attribute
      </th>

      <th>
        Used In Matching
      </th>

      <th>
        Included in Cluster Uniformity Score by Default
      </th>

      <th>
        Default Record Consolidation Rule
      </th>
    </tr>
  </thead>

  <tbody>
    <tr>
      <td>
        Primary Key (required)
      </td>

      <td>
        no
      </td>

      <td>
        no
      </td>

      <td>
        Not applicable
      </td>
    </tr>

    <tr>
      <td>
        Full Name (required if First and Family Names are not provided)

        If your source does not include an attribute for full name values, you **must** derive a full name value from other name attributes when configuring the data product.  This ensures that your golden records and 360 pages include a Full Name value.  See [Adding and Configuring a RealTime Data Product](https://cloud.docs.tamr.com/tamr-cloud/docs/adding-and-configuring-a-realtime-data-product).
      </td>

      <td>
        **yes**
      </td>

      <td>
        yes
      </td>

      <td>
        Most common Full Name

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        First Name (required if Full Name is not provided)
      </td>

      <td>
        **yes**<br /><br />Tamr also considers common first name variations, such as "Bob" for "Robert", when matching records.<br /><br />**See note below table.**
      </td>

      <td>
        yes
      </td>

      <td>
        Most common First Name associated with the most common Full Name

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Middle Name
      </td>

      <td>
        no
      </td>

      <td>
        yes
      </td>

      <td>
        Most common Middle Name associated with the most common Full Name

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Family Name (required if Full Name is not provided)
      </td>

      <td>
        **yes**
      </td>

      <td>
        yes
      </td>

      <td>
        Most common Family Name associated with the most common Full Name

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Name Prefix
      </td>

      <td>
        no
      </td>

      <td>
        no
      </td>

      <td>
        Most common Name Prefix value associated with the most common Full Name

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Name Suffix
      </td>

      <td>
        no
      </td>

      <td>
        no
      </td>

      <td>
        Most common Name Suffix value associated with the most common Full Name

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Gender
      </td>

      <td>
        no
      </td>

      <td>
        yes
      </td>

      <td>
        Most common Gender<br />Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Date of Birth
      </td>

      <td>
        no
      </td>

      <td>
        yes
      </td>

      <td>
        Most common Date of Birth

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Organization Name
      </td>

      <td>
        **yes**
      </td>

      <td>
        yes
      </td>

      <td>
        Distinct list of Organization Names

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Npi<br /><br />This should be a type 1 (individual) NPI
      </td>

      <td>
        **yes**
      </td>

      <td>
        yes
      </td>

      <td>
        Most common NPI

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Credentials
      </td>

      <td>
        **yes**
      </td>

      <td>
        yes
      </td>

      <td>
        Most common Credentials

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Degree
      </td>

      <td>
        no
      </td>

      <td>
        no
      </td>

      <td>
        Most common Degree

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Graduation Year
      </td>

      <td>
        no
      </td>

      <td>
        yes
      </td>

      <td>
        Most common Graduation Year

        Final value condition: Smallest value
      </td>
    </tr>

    <tr>
      <td>
        Provider Specialty
      </td>

      <td>
        no
      </td>

      <td>
        yes
      </td>

      <td>
        Most common Provider Specialty

        Final value condition: Smallest value
      </td>
    </tr>
  </tbody>
</Table>

> ![](https://files.readme.io/4e9086e-warning-icon-color.png)**Important Note for First Name matching:&#x20;**&#x4D;atching on first name variations was released on September 21, 2026 for new data products.**&#x20;**&#x46;or data products created before this date, **Tamr does not consider common first name variations** when matching records.  If you are interested in updating an existing data product to consider first name variations, contact Tamr Support (<help@tamr.com>).

### Address Attributes

The data product schema includes **Primary** address attributes by default. You can choose to include attributes for additional address types, including:

* Office
* Corporate
* Previous
* Mailing
* Shipping
* Registered
* Billing
* Other

Each address type includes the following attributes:

| Address Attribute                                                                      | Used in Matching | Included in Cluster Uniformity Score by Default |
| :------------------------------------------------------------------------------------- | :--------------- | ----------------------------------------------- |
| Address<br />(Map source fields with address line 1 or complete address to this field) | **yes**          | yes, for Primary address only                   |
| Address Line 2                                                                         | **yes**          | no                                              |
| Address Line 3                                                                         | no               | no                                              |
| Address Line 4                                                                         | no               | no                                              |
| City                                                                                   | **yes**          | yes, for Primary address only                   |
| State                                                                                  | **yes**          | yes, for Primary address only                   |
| Country                                                                                | **yes**          | yes, for Primary address only                   |
| Postal Code                                                                            | **yes**          | yes, for Primary address only                   |
| Latitude                                                                               | no               | no                                              |
| Longitude                                                                              | no               | no                                              |

**Default consolidation rule for all addresses:**

For all address attributes in the address group, Tamr selects the golden record values from the single source record with:

1. The most common non-null Address. If the most common value is null, THEN
2. The most common non-null City. If the most common value is null, THEN
3. The most common non-null State. If the most common value is null, THEN
4. The most common non-null Postal Code. If the most common value is null, THEN
5. The most common non-null Country. If the most common value is null, THEN
6. The most common Address Line 2.

Final value condition: Smallest value

### Phone Attributes

The data product schema includes **Mobile** phone number attributes by default. You can choose to include attributes for additional phone number types, including:

* Home
* Work
* Office
* Other

Each phone type includes the following attributes:

| Phone Attribute   | Used in Matching | Included in Cluster Uniformity Score by Default |
| :---------------- | :--------------- | ----------------------------------------------- |
| Phone             | **yes**          | yes, for Mobile phone only                      |
| Alternative Phone | **yes**          | no                                              |

**Default consolidation rule for all phones:**

For all phone attributes in the phone group, Tamr selects the golden record values from the single source record with the most common value for Phone.

Final value condition: Smallest value

### Email Attributes

The data product schema includes **Personal** email address attributes by default. You can choose to include attributes for additional email address types, including:

* Work
* Office
* Other

Each email type includes the following attributes:

<Table align={["left","left",null,"left"]}>
  <thead>
    <tr>
      <th>
        Email Attribute
      </th>

      <th>
        Used in Matching
      </th>

      <th>
        Included in Cluster Uniformity Score by Default
      </th>

      <th>
        Default Record Consolidation Rule
      </th>
    </tr>
  </thead>

  <tbody>
    <tr>
      <td>
        Email
      </td>

      <td>
        **yes**
      </td>

      <td>
        yes, for Personal email only
      </td>

      <td>
        Most common Email

        Final value condition: Smallest value
      </td>
    </tr>
  </tbody>
</Table>

## License Attributes

You can add up to 20 provider licenses. Each license includes the following attributes:

| License Attribute | Used in Matching | Included in Cluster Uniformity Score by Default |
| :---------------- | :--------------- | ----------------------------------------------- |
| Number            | **yes**          | no                                              |
| State             | **yes**          | no                                              |
| Country           | **yes**          | no                                              |
| Status            | **yes**          | no                                              |

**Default consolidation rule for all licenses:** List of distinct values

# Custom Attributes

You can add any number of custom attributes to the unified schema.  These attributes are not used by Tamr's trained matching logic to identify duplicate records.

**Default consolidation rule for custom attributes:**

Most common value for that attribute.

Final value condition: Smallest value