IndustryIntermediateFree during launch

Academy Student Dashboard

An academy dashboard for attendance, invoices, counseling, and class health.

55 minNext.js / Tailwind / RechartsEducation operator

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

Academy Student Dashboard

An academy dashboard for attendance, invoices, counseling, and class health.

Free launch recipeOpen live view

Live Recipe

Academy Student Dashboard

An academy dashboard for attendance, invoices, counseling, and class health.

Overview · Free launch recipe

Minimal appcompacttopbarclean cardsprogress rosterranked list

Attendance

18,420+8.2%

Unpaid invoices

34.8%+2.1%p

Counseling

$84.2K+12.4%

Retention

ReadyTracked

Attendance trend

Nivo

Progress Roster

Chart.js

Attendance

Sample data

18,420

Unpaid invoices

Sample data

34.8%

Counseling

Sample data

$84.2K

Watch List

AttendanceWatch

Unpaid invoicesWatch

CounselingWatch

Detail Table

Attendance

Sample data

18,420

상태

Unpaid invoices

Sample data

34.8%

상태

Counseling

Sample data

$84.2K

상태

Top

Four KPI cards

Middle

Primary trend and segment view

Bottom

Priority table and alerts

KPI Ingredients

Attendance

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

Alternative KPI: Attendance segment

Unpaid invoices

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

Alternative KPI: Unpaid invoices segment

Counseling

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

Alternative KPI: Counseling segment

Retention

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

Alternative KPI: Retention segment

Code Starter

Copy component starter

const metrics = [
  { label: "Attendance", value: "18,420", change: "+8.2%" },
  { label: "Unpaid invoices", value: "34.8%", change: "+2.1%p" },
  { label: "Counseling", value: "$84.2K", change: "+12.4%" }
];

export function AcademyStudentDashboardPreviewCards() {
  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 Academy Student Dashboard. Put KPI cards for Attendance, Unpaid invoices, Counseling, Retention, 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

Academy Student Dashboard answers this operating question: Where do student churn signals appear first?. The primary row is not a vanity summary; it decides what an owner should do this week.

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

Data sources and event definitions

Attendance, invoices, counseling schedule, class roster

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

Required KPIs and removal rules

Attendance

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

Alternative or removal signal: Attendance segment

Unpaid invoices

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

Alternative or removal signal: Unpaid invoices segment

Counseling

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

Alternative or removal signal: Counseling segment

Retention

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

Alternative or removal signal: Retention segment

Common failure patterns

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

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

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

Treat isolated movement in Retention 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.

KPIFormulaReview cadenceAction trigger

Attendance

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

Daily morning

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

Unpaid invoices

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

Weekly review

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

Counseling

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

After campaign end

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

Retention

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

Monthly report

If Retention 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.

academy_student.viewed

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

academy_student.converted

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

academy_student.risk_flagged

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

academy_student.resolved

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

Weekly review sequence

1Separate whether the Attendance movement is a real operating issue or short-term noise.
2Read it with Unpaid invoices to narrow the cause to acquisition, conversion, quality, or throughput.
3Use the bottom table to choose one owner, one segment, and one action for this week.
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 Academy Student Dashboard prioritize?

Academy Student Dashboard should prioritize Attendance, Unpaid invoices, Counseling, Retention. Keep Attendance in the primary row only when an owner can act on it this week.

What data sources are required?

Attendance, invoices, counseling schedule, class roster 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/Vote promptAI 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 operator

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

Education operator

Why it matters: Unpaid invoices is not a vanity number; it decides the next operating action.
Failure signal: Treat isolated movement in Unpaid invoices as a signal to inspect data definitions or operating bottlenecks.
Data source: Attendance, invoices, counseling schedule, class roster
When to remove: Remove it from the primary row if no owner can act within one weekly review cycle.

Education operator

Why it matters: Counseling is not a vanity number; it decides the next operating action.
Failure signal: Treat isolated movement in Counseling as a signal to inspect data definitions or operating bottlenecks.
Data source: Attendance, invoices, counseling schedule, class roster
When to remove: Remove it from the primary row if no owner can act within one weekly review cycle.

Education operator

Why it matters: Retention is not a vanity number; it decides the next operating action.
Failure signal: Treat isolated movement in Retention as a signal to inspect data definitions or operating bottlenecks.
Data source: Attendance, invoices, counseling schedule, class roster
When to remove: Remove it from the primary row if no owner can act within one weekly review cycle.

Recipe Flow

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