User engagement
User engagement is a measure of the extent, frequency, or intensity of users' interactions with a product, service, system, or content.
The Art of AI Product Development
A user engagement metric is a numerical measure of how users interact with a product or its content.
- How it is used
- Guides prioritization, recommendation optimization, and search evaluation by linking interaction patterns to product and business outcomes.
- How deep it goes
- Defines the metric and applies it through CTR, conversions, browsing behavior, feedback, testing, and session analysis.
- Examples
- Uses music discovery, recommended shopping products, search-result clicks, document dwell time, bounce rate, and query sessions.
- What you can do after
- Evaluate recommendations and search experiences with CTR, conversions, dwell time, bounce rate, interaction counts, and A/B tests.
Read how The Art of AI Product Development explains user engagement →
Automating API Delivery
An engagement metric measures the extent to which potential API consumers interact with API documentation and developer portal tools.
- How it is used
- Measures developer interaction with API documentation and developer-portal tools as an API product action metric.
- How deep it goes
- Defines engagement as a metric category and situates it among six API product categories, without listing engagement measures or implementation steps.
- Examples
- Points to Google Analytics, Mixpanel, Amplitude, and Readme as developer-portal analytics examples, though they are discussed for discovery metrics.
- What you can do after
- Evaluate developer-portal experience through continuous feedback from web analytics tools.
Natural Language Processing in Action, Second Edition
An engagement metric measures the frequency, duration, or intensity of user interaction with a product or service.
- How it is used
- Measures chatbot usage as part of evaluating user experience and overall performance.
- How deep it goes
- Defines frequency, duration, intensity, and activity measures, but does not develop formulas or statistical evaluation methods.
- Examples
- Uses chatbot sessions, questions, lesson visits, lesson completions, user groups, and quizzes as concrete measurement artifacts.
- What you can do after
- Evaluate chatbot usage patterns while distinguishing continued interaction from successful task completion.
Read how Natural Language Processing in Action, Second Edition explains user engagement →
Effective Data Analysis
Website engagement is the extent and quality of users’ interactions with a website, such as viewing pages, spending time in sessions, or clicking interface elements.
- How it is used
- Frames website interaction as a SMART metric for organizational goals and stakeholder accountability.
- How deep it goes
- Develops definitions, measurement choices, baselines, trends, relationships, counter metrics, and goals without prescribing one universal definition.
- Examples
- Uses page views, session duration, clicks, weekly active users, bounce rate, purchases, sales, and dashboard visualizations as examples.
- What you can do after
- Apply it via Python, visualizations, and interactive dashboards while evaluating trends, relationships, and unintended effects.
Writing for Developers: Blogs that get read
Engagement is the degree of audience interaction with published content, such as reading, responding to, or sharing it.
- How it is used
- Measures how audiences respond to published content and how promotion expands reach.
- How deep it goes
- Defines engagement types and measurement cautions, but stops short of prescribing a quantitative scoring formula.
- Examples
- Uses likes, shares, replies, comments, reshares, cross-posts, and alternate social posts as concrete measurement examples.
- What you can do after
- Diagnose which promotion angles attract interaction and distinguish broad platform activity from clicks into the article.
Read how Writing for Developers: Blogs that get read explains user engagement →
Related concepts
- metrickind of · A metric is a quantitative measure used to characterize or assess a property, condition, behavior, performance, or outcome.
- north star metriccontrasts with · A north star metric is a primary measure of the value a product or organization aims to deliver and a guide for progress toward its overarching objective.
- behavioral datakind of · Behavioral data is information recording the observable actions, interactions, responses, or usage patterns of people interacting with a product, service, or system.
These guides are generated from the text of Manning books by Manning's knowledge graph and link to the sections they draw on. The full books are available on liveBook and at manning.com.