Analytics guide

Every number eStudyGate shows you, what it means, and how to use it to gain marks

eStudyGate is built on one idea: measure first, then study only what the measurement says. This page explains each chart, tile and colour in your dashboard, using examples, so you can turn the question bank into the shortest route to your target score.

Start here

The big picture: a loop, not a list

Every feature feeds one loop. Mocks and practice create data; the heatmap and insights read it; mistakes, drills and the plans act on it. Students who run this loop every week improve fastest, because each hour goes to the topic that is costing them the most marks.

  1. 1

    Diagnose

    Free Level 0 mock

  2. 2

    Read the map

    Heatmap + insights

  3. 3

    Drill

    Weakest topics first

  4. 4

    Fix mistakes

    Until each turns green

  5. 5

    Re-measure

    Next mock on the ladder

  6. ↺ Repeat every week. Each lap turns a little more of the map green.

Every answer counts

Practice, drills, the daily challenge and mocks all feed the same analytics. Nothing you answer is wasted.

Numbers need evidence

A tile or chart stays “—” or “Provisional” until there is enough data to trust it. A couple of lucky guesses can't fool it.

One source of truth

Your goal, exam date, weakest area and predicted score are the same number on every page: overview, planner, coaching plan and insights.

Your target drives colours

Green/red is judged against your target score (default 60% until you set one). Raise the target and the bar rises with it.

Practice & tests

Practice questions: short, targeted sessions

Practice is where you fix things. Unlike a mock, you see the answer and the explanation straight after each question, so it is built for learning, not for measuring under pressure.

Where: Sidebar → Practice & tests → Practice questions

🎲 Mixed drill

Questions drawn across every section of your exam, balanced so no single topic dominates. Use it to warm up or to keep strong areas fresh.

📚 Section drill

One whole section (for example Quantitative), 10 to 50 questions. Use it when a section sits below target on your radar.

🎯 Topic drill

A fixed 10 questions on one syllabus topic. This is the sharpest tool: tap a red tile on the heatmap and you land here.

⏱️ Timed or calm

Timed mode adds the exam’s per-question clock so you train pace; calm mode lets you think it through. Learn calm, then confirm timed.

🤔 “How sure are you?”

After picking an option you can tag it Just guessing, Fairly sure or Confident. It is optional, but it lets the app find confident mistakes (your most dangerous ones).

📊 Before → after

A drill shows your accuracy on that area before you started and after you finish, so you can see if the session actually moved the needle.

Worked example · Ali, GAT General

Ali's heatmap shows Percentages & ratios in red at 34%. He taps the tile, does a 10-question topic drill in calm mode and reads every explanation, including why each wrong option is wrong.

Next day he repeats it in timed mode. The drill summary says 34% → 60%, and the tile turns amber. Two more short drills later it is green.

Free accounts get 50 practice questions per exam (shared by all categories of that exam). Full Access unlocks the whole bank and the step-by-step explanations for every option.

Practice & tests

Full-length mocks: the honest measurement

A mock is the real exam: same number of questions, same section split, same time limit and the same negative-marking rules. There are 11 papers on a ladder that gets harder as you climb: one free diagnosis paper and 10 more with Full Access.

Where: Sidebar → Practice & tests → Full-length mocks

The mock ladder — difficulty mix of each paper

Real recipe
  • L0 · Diagnosis
    30%50%20%
  • L1 · Basic I
    60%35%
  • L1 · Basic II
    50%40%10%
  • L1 · Basic III
    40%50%10%
  • L2 · Advanced I
    30%50%20%
  • L2 · Advanced II
    25%50%25%
  • L2 · Advanced III
    20%50%30%
  • L3 · Expert I
    10%50%40%
  • L3 · Expert II
    10%40%50%
  • L3 · Expert III
    40%55%
  • L4 · Final
    30%65%
Easy (level 1) Medium (level 2) Hard (level 3)

Level 0: Diagnosis

A balanced paper covering every topic. Your first honest read, free for everyone.

Level 1: Basic

Gentler mix to build rhythm and confidence.

Level 2: Advanced

True exam difficulty. Your score here is the best predictor of the real day.

Levels 3–4: Expert & Final

Harder than the real exam. Clear these and exam day feels calm.

Each paper is assembled fresh for every attempt from the bank using its difficulty recipe (the bars on the left), so a re-sit is a new paper, not a repeat (a few exams, such as PMP, use fixed set papers instead).

⏰ The clock is the server’s

Closing the tab does not pause the paper. If time runs out it closes without a score, exactly like the real hall. Sit a mock only when you have the full time free.

📏 Half a paper minimum

A paper must be at least 50% attempted to count in your analytics. Rushed half-papers are kept in your history but never distort your numbers.

🔍 Review after submitting

Every question, your answer, the key and the per-option explanations. Spend as long reviewing a mock as you spent sitting it.

How to get the most from it

  1. 1Sit Level 0 first, before you study anything. A cold score is the baseline every graph measures growth from.
  2. 2Space mocks out: one or two a week, with drills on your weak tiles in between. Back-to-back mocks measure you without giving you time to improve.
  3. 3Review every mock fully, then go straight to Your mistakes to fix what it found.
  4. 4Climb in order. Jumping to Expert before you clear Advanced mostly measures panic.

Practice & tests

Daily challenge: five minutes that build the habit

Every day there is a fresh set of 5 questions from your exam's own syllabus. Everyone sitting that exam gets the same set that day, so you can compare notes with friends.

Where: Sidebar → Practice & tests → Daily challenge

🔥 Streak

Each day you complete the challenge extends your streak. Miss a day and it restarts; the streak is counted from your real answers, not a button.

➕ 15 bonus points

Each day you take the challenge adds 15 Knowledge Points to your leaderboard total, on top of the points for correct answers.

📈 It feeds your analytics

Daily answers count towards your heatmap and insights like any other practice.

Use it as a trigger

  1. 1Do the challenge at the same time every day (after college, before dinner). It is the smallest possible study session, so it is hard to skip.
  2. 2If you get one wrong, open that topic’s tile on the heatmap and do a 10-question drill while you are already in study mode.

Analytics & review

Subject weakness heatmap: your whole syllabus on one screen

The heatmap breaks your exam into every syllabus topic and colours each one by how well you really know it, using all your practice and mock answers. It answers the question every student asks: what should I study next?

Where: Sidebar → Analytics & review → Subject weakness heatmap

Subject weakness heatmap

Example

Analogies

Strong

84% mastery · 21/25 correct · 38s avg

Sentence completion

Polish

61% mastery · 14/22 correct · 52s avg

Percentages & ratios

Priority fix

34% mastery · 7/19 correct · 1m 41s avg

⏳ Time sink

Data sufficiency

Provisional

75% mastery · 3/4 correct · 1m 05s avg

Critical reasoning

Polish

55% mastery · 9/15 correct · 1m 12s avg

🐢 Over target pace

Geometry

Untested

Not attempted yet

Each tile is one syllabus topic. Colour = how well you know it; the bar = mastery; the small line = your raw score and average time. Tap any tile in the app to drill exactly that topic.

🔴 Critical · Priority fix

Below 50% mastery. These leak the most marks. Fix them first.

🟠 Needs polish

50% to 70% mastery. You half-know it; a few drills usually tip it green.

🟢 Strong · Exam ready

70% mastery or more. Keep it fresh with mixed drills.

🔵 Provisional / ⚪ Untested

Fewer than 6 answers: too little to trust yet (with four options, 2 out of 2 can be pure luck). Grey = not tried.

Reading one tile

  • Mastery % is not a plain score. It estimates how likely you are to get the next question on this topic right. Recent answers count more than old ones, and lucky guesses are discounted.
  • Correct / attempted is your raw record, shown so you can check the estimate.
  • Average time is how long you take per question here, compared with the time the real exam gives you per question.
  • ⏳ Time sink appears when a topic is both slow (well over a minute and a half) and not yet mastered. It eats your clock and your marks.

The summary row & filters

  • Aggregate: average mastery across all topics with enough evidence.
  • Critical / Needs polish / Exam ready: how many topics sit in each colour. Your mission is to move the Critical count to zero.
  • Filter to show only Critical topics, and the Section menu to look at one paper section at a time.
  • Each section heading shows “x / y mastered”: a quick progress bar for that section.

How to get the most from it

  1. 1Filter to Critical. Pick the red tile in the section with the most marks on the paper.
  2. 2Tap it → 10-question topic drill → read every explanation.
  3. 3Turn Provisional tiles into real readings: a provisional 75% is a guess; answer a few more to confirm it.
  4. 4Once a week, glance at green tiles too. Mastery fades if you never see a topic again.

Cognitive science & engine

Bayesian Knowledge Tracing (BKT), Knowledge Decay & Re-Diagnosis

Standard quiz apps show simple percentage scores that fool you. eStudyGate uses Bayesian Knowledge Tracing (BKT) to model what you truly understand vs what you guessed — and gives you a structured Re-Diagnosis protocol to beat the 90-day forgetting curve.

1. Lucky Guess Discounting

On a 4-option question, you have a 25% chance of guessing right by accident. BKT does not treat a lucky guess as genuine mastery — it requires repeated consistency.

2. Careless Slip Protection

If you know a topic well but misread a word or rush under time pressure, BKT recognizes it as a slip rather than assuming you suddenly lost the knowledge.

3. Memory Decay & Recency

Human recall fades naturally over 30 to 90 days. BKT weighs recent performance heavily, surfacing topics that have decayed so you never get surprised on exam day.

Why raw accuracy fails students

Imagine answering 7 out of 10 questions right 3 months ago. A normal test app keeps showing you 70% (Pass) forever.

In reality, after 90 days without retrieval, your working recall of those formulas or grammar rules may have dropped below 40%. Relying on old accuracy gives students false confidence until real exam day arrives.

eStudyGate tracks your knowledge as an active, living probability that requires ongoing retrieval to stay green.

The 4-Step Re-Diagnosis Protocol

Whether returning after a study break, starting a new revision cycle, or renewing your pass, follow this exact routine:

  • Step 1: Sit Level 0 Diagnosis cold — Do not review notes first. A cold test provides an unvarnished baseline of what stuck and what decayed.
  • Step 2: Inspect your updated Mastery Map — Topics that decayed will drop from green to yellow or red.
  • Step 3: Launch 1-click targeted drills — Drill 10 questions on each decayed topic; read every option explanation.
  • Step 4: Take Level 1 or 2 Ascent mocks — Confirm the knowledge has been re-consolidated into long-term memory.

How returning students should apply Re-Diagnosis

  1. 1Sit the Level 0 · Diagnosis mock paper immediately upon resuming your prep — it costs zero quota marks.
  2. 2Open Mastery Map and filter to Critical. These are your memory decay leaks.
  3. 3Tap drill next to each decayed topic for a rapid 10-question retrieval session.
  4. 4Step onto the Ascent Ladder (Levels 1 to 4) where dynamic assembly guarantees fresh questions to test your revived skills.
For examiners & psychometricians: Read our full mathematical specification including Corbett & Anderson parameter calibrations, Bayesian update proofs, and the asymptotic mastery ceiling formula on our Assessment Methodology & Scoring Framework page →

Analytics & review

Performance insights: where you stand and which way you are heading

If the heatmap is a microscope (topics), insights is a telescope (sections and trends). It shows your knowledge index, how you rank against other students, and whether you are actually improving from mock to mock.

Where: Sidebar → Analytics & review → Performance insights

Performance insights — the four headline tiles

Example

Knowledge index

64%

Moved +16 points: 48 on Diagnosis to 64 on Advanced I

Predicted percentile

72nd

Among eStudyGate students on the same paper

Strongest section

Verbal

78% (above target)

Focus area

Quantitative

46% · 14 points below your target

Knowledge index

What you know across the whole paper, weighted by how many questions each section carries. Once you have two mocks it also shows how many points you moved and between which papers.

Predicted percentile

The share of eStudyGate students who scored below you on the same paper. It only appears once at least 5 students have sat that paper; until then it says so rather than guessing.

Strongest section

Your best section and whether it clears your target. Protect it; don’t over-practise it.

Focus area

Your weakest section and how many points it sits below your target. This is the section the coaching plan schedules first.

Radar map (competency map)

Example
Verbal78%Quantitative46%Analytical63%Subject71%
You Target (60%)
The filled shape is you; the dashed ring is your target score. Wherever your shape falls inside the ring, that section is costing you marks. Here Quantitative is the dent to fix first.

Growth timeline — Accuracy tab

Example
0%25%50%75%100%target 60%2 Sep9 Sep20 Sep28 Sep6 Oct
Overall Quantitative
One dot per finished mock, spaced by real date. The thick line is your overall score, thinner lines are sections, the dashed line is your target. Switch the tab to Standing (percentile) or Pace (seconds per question).

🕸️ Radar map

One spoke per section. The further out, the better. Compare your shape with the dashed target ring. A section unlocks after 8 answers; before that it says how many more you need.

📋 Domain breakdown

Next to the radar: each section’s accuracy, its share of the paper, and “+x above / −x below target”. Big share + below target = the biggest opportunity.

📉 Growth timeline

One point per finished mock. Tabs: Accuracy (overall and per section vs target), Standing (your percentile over time) and Pace (average seconds per question; lower is faster).

Worked example · Sana, ECAT

Sana's accuracy line is flat at 55% for three mocks, but her Pace tab shows seconds per question falling from 78s to 49s. She is getting faster without getting more right, which usually means rushing.

She switches her drills to calm mode for a week. Next mock: pace 58s, accuracy 63%. The timeline makes the trade-off visible.

Papers you opened but didn't finish are left out of these numbers (they measure nothing) but still appear in your history.

Analytics & review

Your mistakes: your personal error notebook, built for you

Every question you have ever got wrong (in practice, drills, the daily challenge or a submitted mock) is collected in one place with the correct answer and why it is correct. Working through this list is worth more than another fresh paper.

Where: Sidebar → Analytics & review → Your mistakes

One card in Your mistakes

Example
Still wrongYou were “Confident”Quantitative · Percentages · from Advanced I

The full question you got wrong appears here, with its figure if it has one.

✗ Option A (your answer)

✓ Option B (correct)

Why A is wrong: names the exact slip behind that option (for example, taking a percentage of the wrong base). Why B is right: the shortest correct method, step by step.

Confident-but-wrong answers are listed first: they are the misconceptions most likely to cost marks again on exam day.

🔴 Active

Your most recent answer to this question is still wrong.

🟢 Fixed / resolved

You answered it again later and got it right. It moves to the resolved list automatically.

⚠️ Confident first

Mistakes you marked “Confident” rise to the top: they are hidden misconceptions, not slips.

🔎 Filter by topic

Work through one topic’s mistakes at a time, right after drilling it.

On the free plan you see the correct answer; Full Access adds the step-by-step rationale and why each wrong option is wrong.

How to get the most from it

  1. 1After every mock, open Your mistakes before doing anything else.
  2. 2For each card, cover the explanation and re-solve it yourself first. Then read why your option was wrong: name the slip in one word (misread, formula, trap, rushed).
  3. 3Re-answer it later in practice. When you get it right, it moves to Fixed on its own. Aim for an empty Active list before each new mock.

Analytics & review

Saved questions: your own revision deck

Tap the bookmark on any question after you have answered it (in practice or in a mock review) to keep it, with its full explanation, in Saved questions.

Where: Sidebar → Analytics & review → Saved questions

Mistakes vs saved

Mistakes are collected for you automatically. Saved questions are the ones you choose: a clever trick, a formula you keep forgetting, a model question for a topic.

What to save

Questions you got right by luck, questions with a neat shortcut, and one “model” question per topic that shows the standard method.

How to use it

In the last 7–10 days before the exam, your saved deck becomes your quick-revision notes: 20 minutes a day, no new material.

Planning & guide

Study planner: countdown, mock schedule and daily goal

The study planner turns your exam date into a calendar. It counts down the days, spreads your remaining mocks across them, and tracks whether you hit your daily goal, all from your real activity.

Where: Sidebar → Planning & guide → Study planner

📆 Exam date & countdown

Set your own test date, or for GAT the next official sitting is used automatically and labelled as such. Every day is counted in Pakistan time.

🗓️ Mock roadmap

Suggested mock days between now and the exam, so you finish the ladder in time. Each day shows Mock submitted, Goal met, Partial or Suggested.

🎯 Daily goal

Set how many questions or minutes you want per day; the planner measures every day against it. It is your own pace, not a limit.

🔥 Streak & adherence

How many days in a row you have studied, your all-time best, and focused time over the last 7 days.

Streak milestones

Bronze

Getting Started

Day 1 onward

Silver

Habit Builder

7+ days in a row

Gold

Dedicated Scholar

14+ days in a row

Diamond

Exam Warrior

21+ days in a row

How to get the most from it

  1. 1Set your real exam date on day one. Without it the planner can’t schedule your mocks.
  2. 2Pick a daily goal you can hit on a bad day (for example 20 questions). Consistency beats heroic weekends.
  3. 3Treat the suggested mock days as appointments. Moving one is fine; skipping the ladder is not.

Planning & guide

Coaching plan: a personal plan that updates as you answer

The coaching plan is your personal coach. It starts from your diagnostic and a short intake (exam date, target score, hours you can study), then tells you what to drill, in what order and how much each day. It is part of Full Access.

Where: Sidebar → Planning & guide → Coaching plan

  1. 1

    Diagnose

    Sit the free diagnostic so the plan knows where you start.

  2. 2

    Tell it about you

    Exam date, target score and daily time. Update them any time with “Update my details”.

  3. 3

    Follow the command centre

    “Do this now”, this week’s plan, and what your data is telling us.

What goes into your readiness score

60%12%12%8%8%
Mastery · 60%
Accuracy, weighted by difficulty and recency
Pacing · 12%
Time per question vs the ideal band
Composure · 12%
Holding up under the clock, not second-guessing
Consistency · 8%
Steady day-to-day, showing up
Trajectory · 8%
Improving vs sliding, recently

Readiness & predicted range

Readiness blends the five signals above into one number. The predicted score is a range, not a single number, and it narrows as you answer more.

What your data is telling us

Up to four plain-language insights, for example “32% of your mistakes were rushed”, or which section is your weakest and how far from your goal.

Weakest first

The plan always puts your weakest area first, because it gives you the most marks per hour of study.

Worked example · Usman, NUST NET

Usman has 41 days left and a 70% target. The plan says: “Mathematics is your weakest area: 48% against your 70% goal.” So today's first task is a Calculus drill, not another full paper.

Three weeks later his readiness profile shows Mastery up, but Composure down: he changes correct answers under time pressure. The plan's insight tells him to stop second-guessing and move on.

Community

Leaderboard: rewards effort and accuracy, not just raw talent

The leaderboard ranks students by Knowledge Points (KP), earned by doing the work that actually raises scores. It is visible only to signed-in students, and every number on it is real.

Where: Sidebar → Leaderboard (choose your exam or category as a tab)

How you earn Knowledge Points

  • Each correct answer+1 / +2 / +3
  • by difficulty (easy / medium / hard), up to 200 KP a day
  • Each different mock you finish+50
  • Each day you take the daily challenge+15

Rising

Under 200 KP

Elite

200+ KP

Master

500+ KP

Grandmaster

1,000+ KP

Leaderboard

Example
#StudentTierPointsAccuracyMocksStreak
1Ayesha K.Grandmaster1,24081%9🔥 23
2Hamza R.Master65574%6🔥 12
3YouElite31866%3🔥 8
4Zainab A.Rising14270%1🔥 3
Names and numbers above are made up. Ranked by Knowledge Points, then mocks finished, then accuracy.

Why it’s built this way

  1. 1Hard questions are worth more, so the board rewards stretching yourself, not farming easy ones.
  2. 2The daily cap stops a single all-nighter beating steady daily work.
  3. 3Re-sitting the same mock doesn’t add points again; climbing to a new paper does.
  4. 4Ties are broken by mocks finished, then accuracy.

Your account

Switching between exams and categories

Many students prepare for more than one test, for example GAT plus NUST NET, or a different GAT category. eStudyGate keeps each exam’s analytics separate, so your numbers always match the paper you are preparing for.

🔁 Switch category

For exams that come in categories (GAT A–D, NET streams), use the Switch button at the top of the sidebar. Your work on shared questions carries across the family.

➕ Add another exam

Dashboard → Exams lists every exam on eStudyGate with the ones you already have marked. Add a new one there; it gets its own heatmap, mocks and plan.

🧮 What carries over

Leaderboard points, accuracy and the free practice allowance are counted per exam family. Mocks, heatmap and insights follow the exam you are working in.

Worked example · Fatima, GAT-A → GAT-C

Fatima started on GAT-A, then her university asked for GAT-C. She taps Switch and picks C. Her Verbal and Analytical history is still there (the same questions serve both), but the heatmap now shows C's syllabus and section weights, and her mocks follow C's paper pattern.

Full Access lasts 3 months or 10 finished mocks, whichever comes first, for the exam you subscribe to.

Put it together

A weekly routine that uses the whole data bank

Here is a simple weekly rhythm built on the loop above. Adjust the amounts to your exam date; keep the order.

DayDo thisLook at
Every dayDaily challenge (5 questions) + your daily goalStudy planner streak
Mon – TueTopic drills on the 2–3 reddest tiles in your biggest sectionHeatmap (filter: Critical)
WedClear Your mistakes; re-answer the confident onesMistakes → Active count
ThuSection drill (timed) on your Focus areaInsights → radar + domain breakdown
FriMixed drill to keep green topics fresh; save model questionsSaved questions
SatOne full-length mock, next on the ladder, in one sittingMock review
SunReview the mock fully, then plan the weekGrowth timeline + coaching plan

8+ weeks out

Go wide: get every tile out of grey/provisional. Basic papers on the ladder.

3–8 weeks out

Go deep: red to amber to green. Advanced papers. Timed drills.

Last 2 weeks

Expert and Final papers, saved-question revision, empty mistakes list. No new topics in the last 3 days.

Put it together

Common questions

Quick answers to what students ask most about their numbers.

Why does a tile or chart say “—” or “Provisional”?

There isn't enough evidence yet. Topics need 6 answers to be graded, and a section needs 8 answers to appear on the radar. Answer a few more and it fills in.

My mock score went down. Am I getting worse?

Probably not. Each paper on the ladder is harder than the one before. Compare your percentile (Standing tab) and section accuracy, not just the raw score.

Why is mastery different from my plain accuracy?

Mastery weights recent answers more and discounts likely guesses, so it reflects what you know now. Accuracy is your all-time record. Both are shown on each tile.

Why is there no percentile yet?

A ranking needs at least 5 students on the same paper. Until then eStudyGate shows nothing rather than a made-up number.

A mock I abandoned isn’t in my graphs.

Papers less than 50% attempted, or that ran out of time unsubmitted, are kept in your history but don’t move any analytics.

Does practice count, or only mocks?

Both. Practice, drills and the daily challenge feed the heatmap and points; mocks add the percentile and the growth timeline.

Your map starts with one free paper

Sit the Level 0 diagnosis and every chart on this page fills in with your own data.