KPI Tree

Slack Metric

Collaboration

User Activity Score is a composite metric that blends multiple engagement signals - messages sent, reactions given, threads participated in, files shared, and app interactions - into a single score per user. It provides a balanced view of Slack engagement that goes beyond raw message count.

SlackCollaboration

User Activity Score

User Activity Score is a composite metric that blends multiple engagement signals - messages sent, reactions given, threads participated in, files shared, and app interactions - into a single score per user. It provides a balanced view of Slack engagement that goes beyond raw message count.

Why user activity score matters for Slack users

Message count alone is a misleading measure of Slack engagement. A user who reads carefully, reacts thoughtfully, and replies in threads is more engaged than one who posts frequently but adds little value. A composite score captures the full range of engagement behaviours.

For Slack administrators, user activity scores segmented by department or role reveal adoption gaps and engagement variations. Low-scoring segments may need targeted onboarding, training, or cultural encouragement to participate more actively.

Understand and act on user activity score with KPI Tree

Combine multiple engagement signals from Slack in your warehouse and compute a weighted activity score in KPI Tree. Link it to platform adoption rate and workspace health score.

Assign RACI ownership to IT or internal communications and use the metric to measure the impact of adoption initiatives and communication campaigns.

Get started with your Slack data

Query using MCP
MCP

Pull metrics from Slack directly through the Model Context Protocol.

Data Warehouse
SnowflakeBigQueryDatabricksRedshift

Connect your existing warehouse where Slack data already lands.

Professional Services
FivetranSnowflakedbt

Our professional services team can build you turn-key AI foundations in a matter of weeks. Data warehouse on Snowflake/BigQuery, ELT with Fivetran, all modelled in dbt with a semantic layer.

Related Slack metrics

Platform Adoption Rate

Collaboration

Metric Definition

Platform Adoption Rate = Active Users / Total Provisioned Users × 100

Platform Adoption Rate measures the percentage of organisation members who are actively using Slack - sending messages, reacting, or engaging with content - within a defined period. It distinguishes between accounts that exist and accounts that are genuinely adopted into daily workflows.

View metric

Notification Engagement Rate

Collaboration

Metric Definition

Notification Engagement Rate = Notifications Acted On / Total Notifications × 100

Notification Engagement Rate measures the proportion of Slack notifications that result in user action - opening the app, reading a message, or responding. It reveals whether notifications are driving productive engagement or being ignored due to overload.

View metric

Top Contributor Analysis

Collaboration

Metric Definition

Top Contributor Analysis identifies the most active Slack users by message volume, thread participation, reactions given, and cross-channel engagement. It surfaces knowledge brokers who connect different parts of the organisation and potential bottlenecks where too much communication flows through a single individual.

View metric

Workspace Health Score

Collaboration

Metric Definition

Workspace Health Score is a composite metric that evaluates the overall health of a Slack workspace by weighting factors such as platform adoption rate, active channel ratio, engagement depth, DM-to-channel ratio, and notification engagement. It provides a single number for tracking workspace quality over time.

View metric

Explore user activity score across integrations

Empower your team to understand and act on Slack data

Map what drives your metrics, measure progress at any grain, prove what works statistically, and deliver personalised action plans to every team member.

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