> For the complete documentation index, see [llms.txt](https://docs.roboflow.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.roboflow.com/annotate/annotation-insights.md).

# Annotation Insights

{% hint style="info" %}
Annotation Insights are a **premium** feature.

For up-to-date information on our plans and their associated features, see our [pricing page](https://roboflow.com/pricing).
{% endhint %}

Annotation Insights show statistics on annotation jobs for projects in a workspace. You can view insights by date, labeler, and project.

For example, you can find:

1. How many images someone annotated in a given time frame;
2. How many rejection events occurred during the review stage, including images that were later approved;
3. The first-pass acceptance rate for reviewed images (the percentage approved without ever being rejected);
4. How many bounding boxes were drawn for a project;
5. How many images were model-assisted or marked as null;
6. Time spent labeling, and more.

### View Annotation Insights

To view Annotation Insights "Settings", then "Manage Users" in the Roboflow sidebar:

<figure><img src="/files/r3dYcDhxvd8SriGIdFpw" alt=""><figcaption></figcaption></figure>

Then, click "Annotation Insights":

<figure><img src="/files/fwk4RGakbBJ6bnKHgYuX" alt=""><figcaption></figcaption></figure>

You will then be taken to the Annotation Insights dashboard:

<figure><img src="/files/RAFqEPgl0NMGiTkJSSPx" alt=""><figcaption></figcaption></figure>

On the dashboard, you can see aggregate information about the number of annotations created, updated, and removed over a given time period. You can also see a breakdown by project.

### Labeler Statistics

The dashboard table breaks annotation activity down per labeler and project.

| Column                                                                              | Description                                                                 |
| ----------------------------------------------------------------------------------- | --------------------------------------------------------------------------- |
| "Images Labeled"                                                                    | Images the labeler annotated, including images marked as having no objects. |
| "Net Annotations"                                                                   | Annotations added minus annotations removed.                                |
| "Total Annotations Added", "Total Annotations Removed", "Total Annotations Updated" | Counts of the annotation changes the labeler made.                          |
| "Model Assisted"                                                                    | Images the labeler annotated using model-assisted labeling.                 |
| "Marked Null"                                                                       | Images the labeler marked as having no objects.                             |

When annotation review is enabled for the Workspace, the table also shows review statistics:

| Column          | Description                                                                                                                                                                              |
| --------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| "Approved"      | Images approved during review.                                                                                                                                                           |
| "Rejected"      | The total number of rejection events. Every rejection counts, including images that are later corrected and approved.                                                                    |
| "Approval Rate" | First-pass acceptance, the percentage of reviewed images approved without ever being rejected. An image that is rejected and later approved does not count toward first-pass acceptance. |

{% hint style="info" %}
"Rejected" counts rejection events, not the images currently in a rejected state. An image that is rejected, corrected, and re-approved still adds to the total, so the count reflects every time work is sent back for revision.
{% endhint %}

### Filtering and Export

You can filter results by:

* Date range
* Project
* Labeler (either the whole team, or select members)

You can also export results as a CSV.