Which content works?
Compare views with saves, shares, comments, watch time or paid sign-ups. The best measure depends on what each post is meant to do. [2]
CREATOR TOOLS & RESOURCES
LokdX's creator tools include an analytics dashboard for reviewing content response, audience activity and subscriber retention. These signals help you see what people do, when they are around and whether paid members stay over time.
Look at the response to each post, your audience's active hours and the share of paid subscribers who remain over time. These measures answer different questions from a follower count. The example below uses made-up figures to show how the view could work. For platform features and practical creator advice, browse the LokdX tools and LokdX Academy.
A CLEARER VIEW OF YOUR WORK
A useful dashboard helps you compare content, plan around the times your audience is active and see whether paid members keep subscribing. Use the period buttons to change the example content figures. Every number shown here is illustrative, not live account data.
Ranked by saves in the selected period
| Post | Views | Saves | Share of top |
|---|---|---|---|
| Behind the scenes: studio day | 14,830 | 1,204 | |
| Member Q&A: your questions | 11,420 | 742 | |
| First look at the new set | 9,870 | 691 |
Saves are one sign that a post was worth returning to. Compare them with views and other actions that suit your platform.
Example activity by day and local time
Example peak: Wednesday, 7 pm. Use this as a starting point, then check the results against your own posts.
Share of one example sign-up group still subscribed, by month since joining
Demo figure for one sign-up cohort. Compare groups that joined in different months to spot changes.
Demo only: these sample figures are not connected to a LokdX account or any live creator data. Real measures and definitions vary by platform.
THREE QUESTIONS TO ASK
Follower numbers show audience size at one moment. These three measures help explain what people do, when they are around and whether paid members keep finding value.
Compare views with saves, shares, comments, watch time or paid sign-ups. The best measure depends on what each post is meant to do. [2]
Use activity by day and time to choose a moment to test. A platform report can guide your timing, but your own audience is the best guide to what works for you. [1]
Track paid subscribers by the month they joined. Comparing groups can show changes that one overall total may hide. [4]
A PRACTICAL WAY TO USE THE DATA
A dashboard is most useful when it helps you ask a clear question. Note what you changed, give it time and compare like with like.
Group content by format or topic, then compare the same measures over the same length of time. YouTube's reports, for example, let creators review video retention and compare similar videos. [2]
Try posting when your own audience is active and compare the result with a similar post. YouTube's audience report is one example of a platform-specific activity guide; use the data available on your own account. [1]
Group paid members by sign-up month and follow each group as time passes. Retention research explains how to track whether members from a group stay active across periods; creator-platform studies also distinguish loyalty to a creator from staying on a platform. [4] [3]
Views and clicks show reach. Repeat visits and sign-ups can add context about whether people return. Reuters Institute reporting describes publishers looking beyond click volume to audience relationships and return visits. [5]
WHAT THE EVIDENCE SAYS
Different platforms measure different things. A video's audience retention tracks viewing during that video; paid subscriber retention tracks who remains subscribed across billing periods. Neither can be replaced by a follower count.
Platform reports show different parts
YouTube's audience reports cover viewer activity, while its audience-retention report looks at attention during an individual video. These are useful signals, but they do not measure paid subscriber retention. [1] [2]
Read YouTube's audience report guideCompare subscriber groups over time
Retention research tracks the share of members who remain active from one period to the next. Grouping subscribers by sign-up period can make changes easier to see; use your platform's own definitions when comparing groups. [4]
Read the retention researchCreator loyalty and platform churn differ
A peer-reviewed study of Patreon activity through 2020 found that patrons who supported fewer creators were more loyal to those creators, but more likely to leave the platform. It is a finding about that study, not a universal retention benchmark. [3]
Read the peer-reviewed studyAudience measures need context
Reporting from a September 2026 media conference describes publishers looking beyond click volume to build audience relationships, using measures such as visit frequency and newsletter sign-ups. It concerns publishers, not creator accounts, but it is a useful reminder to choose measures that fit your goal. [5]
Read the Reuters Institute coverageLokdX creator tools
Explore the tools LokdX describes for creators, including analytics, scheduling, subscriptions, pay-per-view content and content protection. The tools page is the best place to check current feature details.
Explore LokdX toolsLokdX Academy creator guides
Get platform-specific advice on welcoming new subscribers, setting prices, finding fans and using creator features. Start with the guide to the first 48 hours after a new fan subscribes.
Read the LokdX subscriber guideMeasure each platform on its own terms. This page is general guidance, not a promise of growth or a substitute for the definitions in your platform's analytics.
QUESTIONS ANSWERED
What to compare, what the example means and how to avoid reading too much into one number.
Start with the content results that matter to your goals, the times your audience is active and how paid subscribers stay over time. Add other measures only when they help answer a real question.
No. The charts and figures on this page are examples only. They are not connected to a LokdX account or a live analytics service.
No. Video audience retention measures how much of a video viewers watch. Subscriber retention measures whether subscribers remain subscribed over time. For subscription groups, a cohort chart can show how many from each sign-up month are still active later. See YouTube's video retention definition and the retention research.
It can offer a starting point, not a fixed answer. Audience location, platform, content and habits differ. Use your account's activity report and compare your own posts over time. For YouTube, the audience report covers viewer activity over the past 28 days; it is specific to that platform. See YouTube's audience report guide.
It depends on the goal. A post meant to start a discussion may be judged by replies; a guide may earn saves; a release may bring paid sign-ups. Compare each post against the action you hoped people would take.
Browse the LokdX tools guide, explore subscription management and pay-per-view content, or read practical advice in the LokdX Academy.
PUT THE GUIDE TO WORK
Compare the tools and guides available for your creator business.
FURTHER READING
External sources explain specific platform reports and research; LokdX links point to current product information and creator guidance. None of these sources verify the made-up example figures on this page, and no single platform's results are universal benchmarks.