Advanced analytics
Goal: Exam-prep learning graph
progressRoute context: No route context passed yet.

Advanced Analytics

Use advanced analytics as part of the connected study OS.

12
Connected items
5
Ready actions
2
Needs review

Page context

Module state, route, primary action, and data handoff for this workflow.

Module
progress
Route
/advanced-analytics
Primary
Open workflow
Intent rail

Every module follows the same mental model: understand, generate, practice, schedule, then prove.

Insight cockpitMeasure

Action analytics layer

Advanced Analytics is treated as a insight cockpit inside the action analytics layer. It accepts events, attempts, sessions, or logs, creates actionable report, and stays connected to Schedule, AI Study Planner, Mistake Notebook, Admin Monitoring.

Input
events, attempts, sessions, or logs
Output
actionable report
Creates
readiness forecast
Trace
source, confidence, review
Route job

Convert activity and system data into next actions.

Record model

Advanced Analytics report

Admin handoff

Monitoring, QA, and analytics providers track route health and learning outcomes.

Workflow states

1
Collect data
2
Find pattern
3
Rank risk
4
Recommend action
5
Share report

Controls and data signals

Created records and graph edges

4 connected branches
Learner
Advanced Analytics report

Created from /advanced-analytics with source ids, confidence, and review status.

Output
actionable report

Feeds Schedule and AI Study Planner without losing provenance.

Weakness
Repair signal

Wrong answers, low confidence, missed work, and stale concepts become next actions.

Admin
Operational trace

Monitoring, QA, and analytics providers track route health and learning outcomes.

Action analytics surfacedeep custom/advanced-analytics

Advanced Analytics production UI

Analytics, reports, statistics, weakness map, and forecasts convert learning data into next actions.

Analytics lens

editable shell

Insight preview

Live mock preview for this exact route, ready for real API wiring.

route specific

Weak topic

active

Weak topic connects directly to notes, practice, schedule, canvas, and proof.

Forecast

linked

Forecast connects directly to notes, practice, schedule, canvas, and proof.

Next action

ready

Next action connects directly to notes, practice, schedule, canvas, and proof.

Advanced Analytics records

signal
/advanced-analytics signal
live
recommendation
/advanced-analytics recommendation
review
report
/advanced-analytics report
queued
Production contract
localStorage state
test-mode API event
admin audit row
canvas graph edge
hand-authored/advanced-analytics

Advanced learning forecast

Forecast readiness, forgetting risk, burnout risk, velocity, and weak-topic impact with action recommendations.

synced

Signals

retention, accuracy, time

computed

Forecast

readiness and risk

ranked

Actions

repair, rest, retest

Action-first analytics

Readiness, retention forecast, weak-area map, study heatmap, report builder, and mentor sharing end in next actions.

Fundamental Rights: Review 8 cards and take a remedial quiz.
Memoization: Read note, profile sample component, then retest.
UPSC Prelims 2026: 74% readiness
Frontend Interview Loop: 61% readiness
Production handofflearningReportlocalStorage + test-mode API

Advanced Analytics operations

User actions create auditable records, connect to admin review, and route generated work into canvas, schedule, AI, and portfolio branches.

Analytics ops

Connected branches

Tester actions

Related workflows

A compact set of nearby pages. Use command search or the sidebar for the full route list.

17 total

Action-first analytics

Readiness, retention, heatmaps, assignment performance, and topic velocity end with concrete next actions.

Fundamental Rights

Missed 4 of 7 questions across two attempts. Review 8 cards and take a remedial quiz.

high
Memoization

Low confidence in flashcard reviews. Read note, profile sample component, then retest.

medium

Exam and concept forecast

Concept mastery, exam date, syllabus coverage, and forgetting risk combine into adaptive recommendations.

Fundamental Rights

46% mastery; 34 linked questions.

weak
Memoization

63% mastery; 18 linked questions.

in-progress
Fiscal federalism

58% mastery; 12 linked questions.

due
UPSC Prelims 2026

64% syllabus; 74% readiness.

2026-06-14
Frontend Interview Loop

48% syllabus; 61% readiness.

2026-06-04