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LMS Course Dashboard

An LMS dashboard for enrollment, completion, assignments, and churn risk.

50 minNext.js / Tailwind / RechartsEducation PM

Recipe Workspace

Preview the layout, understand the KPIs, copy the starter

Review the dashboard at a practical desktop ratio first, then use the KPI rationale, code starter, and AI IDE prompt below.

Live Recipe Preview

LMS Course Dashboard

An LMS dashboard for enrollment, completion, assignments, and churn risk.

Free launch recipeOpen live view

Live Recipe

LMS Course Dashboard

An LMS dashboard for enrollment, completion, assignments, and churn risk.

Overview · Free launch recipe
Minimal appcompacttopbarclean cardsprogress rosterranked list

Learners

18,420+8.2%

Completion

34.8%+2.1%p

Assignments

$84.2K+12.4%

Churn risk

ReadyTracked

Learners trend

Recharts

Progress Roster

Recharts
1

Learners

Sample data

18,420
2

Completion

Sample data

34.8%
3

Assignments

Sample data

$84.2K

Watch List

LearnersWatch
CompletionWatch
AssignmentsWatch

Detail Table

Learners

Sample data

18,420

상태

Completion

Sample data

34.8%

상태

Assignments

Sample data

$84.2K

상태

Top

Four KPI cards

Middle

Primary trend and segment view

Bottom

Priority table and alerts

KPI Ingredients

Learners

Learners belongs in the primary row when an owner can act on it this week.

Alternative KPI: Learners segment

Completion

Completion belongs in the primary row when an owner can act on it this week.

Alternative KPI: Completion segment

Assignments

Assignments belongs in the primary row when an owner can act on it this week.

Alternative KPI: Assignments segment

Churn risk

Churn risk belongs in the primary row when an owner can act on it this week.

Alternative KPI: Churn risk segment

Code Starter

Copy component starter

const metrics = [
  { label: "Learners", value: "18,420", change: "+8.2%" },
  { label: "Completion", value: "34.8%", change: "+2.1%p" },
  { label: "Assignments", value: "$84.2K", change: "+12.4%" }
];

export function LmsCourseDashboardPreviewCards() {
  return <section className="grid gap-3 md:grid-cols-3">{metrics.map((metric) => <article key={metric.label} className="rounded-xl border border-zinc-200 bg-white p-4"><p className="text-xs font-bold text-zinc-500">{metric.label}</p><strong className="mt-1 block text-2xl font-black">{metric.value}</strong><span className="text-xs font-black text-emerald-600">{metric.change}</span></article>)}</section>;
}

AI IDE Prompt

Paste into your AI IDE

Create a LMS Course Dashboard. Put KPI cards for Learners, Completion, Assignments, Churn risk, trend and segment charts, a priority table, and empty/loading/error states.

Decision System

Why this dashboard should exist before it is designed

AdSense-quality pages need original explanation, not only screenshots. This section documents the decision, data model, failure patterns, and implementation alternatives.

Operating decision

LMS Course Dashboard answers this operating question: Where does learning drop-off happen?. The primary row is not a vanity summary; it decides what an owner should do this week.

The recipe is designed for Education PM, Early product builders who need to choose data definitions, chart priority, and bottom-row actions quickly.

Data sources and event definitions

  • Lessons, progress, assignments

Before implementation, define event names, owner, refresh cadence, and missing-data behavior for each source.

Required KPIs and removal rules

Learners

Learners belongs in the primary row when an owner can act on it this week.

Alternative or removal signal: Learners segment

Completion

Completion belongs in the primary row when an owner can act on it this week.

Alternative or removal signal: Completion segment

Assignments

Assignments belongs in the primary row when an owner can act on it this week.

Alternative or removal signal: Assignments segment

Churn risk

Churn risk belongs in the primary row when an owner can act on it this week.

Alternative or removal signal: Churn risk segment

Common failure patterns

Treat isolated movement in Learners as a signal to inspect data definitions or operating bottlenecks.

Treat isolated movement in Completion as a signal to inspect data definitions or operating bottlenecks.

Treat isolated movement in Assignments as a signal to inspect data definitions or operating bottlenecks.

Treat isolated movement in Churn risk as a signal to inspect data definitions or operating bottlenecks.

Alternative layout

For an MVP, keep Four KPI cards. As data matures, expand Primary trend and segment view into segment comparison or cohort analysis.

Implementation Blueprint

KPI audit protocol before implementation

Use this table before designing the UI. Without a formula, review cadence, and action trigger, a dashboard can look polished but still fail to support an operating meeting.

Learners

Learners = source event aggregate / comparison baseline. Start segmentation by Learners segment.

Daily morning

If Learners moves more than 10% week over week, inspect the causal segment and action table together.

Completion

Completion = source event aggregate / comparison baseline. Start segmentation by Completion segment.

Weekly review

If Completion moves more than 10% week over week, inspect the causal segment and action table together.

Assignments

Assignments = source event aggregate / comparison baseline. Start segmentation by Assignments segment.

After campaign end

If Assignments moves more than 10% week over week, inspect the causal segment and action table together.

Churn risk

Churn risk = source event aggregate / comparison baseline. Start segmentation by Churn risk segment.

Monthly report

If Churn risk moves more than 10% week over week, inspect the causal segment and action table together.

Event and table starter

When starting from an AI IDE, lock event and table names first. It makes generated components and queries much more consistent.

lms_course.viewed

Source event for Learners. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.

lms_course.converted

Source event for Completion. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.

lms_course.risk_flagged

Source event for Assignments. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.

lms_course.resolved

Source event for Churn risk. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.

Weekly review sequence

  1. 1Separate whether the Learners movement is a real operating issue or short-term noise.
  2. 2Read it with Completion to narrow the cause to acquisition, conversion, quality, or throughput.
  3. 3Use the bottom table to choose one owner, one segment, and one action for this week.
  4. 4At the next review, adjust the layout based on recovery after the action, not on the same chart alone.

Frequently asked questions

Which KPIs should LMS Course Dashboard prioritize?

LMS Course Dashboard should prioritize Learners, Completion, Assignments, Churn risk. Keep Learners in the primary row only when an owner can act on it this week.

What data sources are required?

Lessons, progress, assignments are the baseline sources. Define event names, refresh cadence, owner, and missing-data behavior before implementation.

Can this layout be used for an MVP?

For an MVP, start with Four KPI cards and Primary trend and segment view. Add bottom tables and alerts when operating actions become clear.

Which metrics should be removed?

Remove metrics that cannot trigger an action within one weekly review cycle, have unstable definitions, or behave like vanity metrics without adjacent context.

How should the AI IDE prompt be used?

Use the prompt as a starting point, then add real field names, table names, state UI requirements, and accessibility requirements for your project.

Market Pattern

Marketplace-proven dashboard pattern, rewritten for Dashcipe

This section documents the public preview pattern behind the layout and how Dashcipe changes it into original KPI guidance.

tailwind-minimal / light
clean cardsprogress rosterranked listnotes panel

Observed pattern

Tailwind/Next.js templates emphasize whitespace, editable cards, progress widgets, and roster-style panels.

Dashcipe adaptation

This recipe combines progress, ranking, and notes panels so KPI cause and next action stay visible.

Originality guard

No third-party block code is imported; the components remain Dashcipe-native.

Free Resources

What you can use for free

Use the KPI logic, layout, code starter, prompt, Figma SVG, schema, and tokens directly.

requestRequest/VotepromptAI PromptKPI logicAI promptRequest queue

Use this recipe when

  • The vertical metrics are already roughly known
  • You need to prioritize charts and tables quickly

Skip this recipe when

  • No events or data definitions exist yet
  • You only need a marketing landing page

Expert Notes

How a real operator should read these KPIs

These notes turn each metric into an operating decision, data source, and removal rule.

Education PM

Why it matters
Learners is not a vanity number; it decides the next operating action.
Failure signal
Treat isolated movement in Learners as a signal to inspect data definitions or operating bottlenecks.
Data source
Lessons, progress, assignments
When to remove
Remove it from the primary row if no owner can act within one weekly review cycle.

Education PM

Why it matters
Completion is not a vanity number; it decides the next operating action.
Failure signal
Treat isolated movement in Completion as a signal to inspect data definitions or operating bottlenecks.
Data source
Lessons, progress, assignments
When to remove
Remove it from the primary row if no owner can act within one weekly review cycle.

Education PM

Why it matters
Assignments is not a vanity number; it decides the next operating action.
Failure signal
Treat isolated movement in Assignments as a signal to inspect data definitions or operating bottlenecks.
Data source
Lessons, progress, assignments
When to remove
Remove it from the primary row if no owner can act within one weekly review cycle.

Education PM

Why it matters
Churn risk is not a vanity number; it decides the next operating action.
Failure signal
Treat isolated movement in Churn risk as a signal to inspect data definitions or operating bottlenecks.
Data source
Lessons, progress, assignments
When to remove
Remove it from the primary row if no owner can act within one weekly review cycle.

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