Opens the full-size image.

Crypto Quant Trader

#1 in crypto market timing
The only crypto quant systems class

Trade crypto calmly, because every spot and perps position has a plan: when to enter, when to exit, and how much is at risk. The quant and AI, technical, macro and risk system Ihwan Efendi trades with, taught live in a 5-day class.

Next class: November 20 – 24
Format: Online live class, 5 days

About Ihwan

Ihwan doesn't sell dreams, but a system that has proven it works.

Ihwan got into crypto in 2019 and lost most of the portfolio in the first two years, then came back and went on to earn many times what had been lost.

That experience shaped the trading system Ihwan uses today. Since 2024 Ihwan has been building quant and AI systems, and after more than two years of work Ihwan now teaches them in a live class.

Before you join

Answers to what people ask most, with the evidence. Choose one; you can move to another question without closing it.

What changes once I join?
Which problems can Ihwan help me solve?
How accurate is Ihwan Efendi's analysis?
Is this class right for me?
What will I learn in 5 days?
What does the class look like inside?
How do the schedule and registration work?
What if I'm still unsure?

Live class

Join

Take all four methods at once with Take All, or register for one method's next class.

Save $1,925

Take All 4 Methods

You join each method at its next class after you register.

$275 Total of the single prices:~~$2,200~~

Crypto Quant TraderNov 20 – 24$440
Crypto Trenches InsiderNov 26 – 30$440
US Stock Quant TraderDec 2 – 6$440
App FounderDec 8 – 12$880

Take all four: Take All 4 Methods

Crypto Quant Trader

November 20 – 24 · online live class

$440

Your own spot and perps trading plan
The quant, technical and macro system Ihwan trades with
A 5-day live class with Ihwan
Live questions and answers in every session

Still unsure? Read the answers

Go to another question

What changes once I join?
Which problems can Ihwan help me solve?
How accurate is Ihwan Efendi's analysis?
Is this class right for me?
What will I learn in 5 days?
What does the class look like inside?
How do the schedule and registration work?
What if I'm still unsure?

What changes once I join?

From panic to a plan. In members’ own words, then what you take home from the class.

Selected examples from public posts. Percentages show BTC's price move after each analysis. They are not trading results. Posts in Indonesian are quoted in translation.

ROE on leveraged positions, from the entry price to the best price after entry (peak), before fees and funding. It is not the result at close and not a portfolio return. Past results do not guarantee future results.

Member names are masked.

From panic to calm

They used to cut losses every time the market dropped. Now there is a clear plan: when to hold, when to cut.
Evidence
- Member · Chat · Jan 23, 2026
A portfolio up 200%

A member writes that their portfolio is up 200% since joining, with a PNL chart from before and after.
Evidence
- Member · WhatsApp · +200%
One forecast, +101.5% ROE

BTC was expected to touch $90,200 between Sunday and Tuesday. By Tuesday night, this member’s 40x BTC short showed +101.5% ROE.
Evidence
- Member · WhatsApp · Jan 17 · +101.5% ROE
Knowing when to accumulate and when to sell

A plan, not loose signals. Like this swing plan: accumulate, sell near mid-October. Before that deadline, BTC rose 15.54%.
Evidence
- Analysis · Sep 27, 2025 · Threads
- Result · +15.54%
Building your own calls

Pair, direction, leverage and entry, long and short, put together like the calls Ihwan has shared with members.
- BNB/USDTLong · 75x
  
  +493% ROE
  
  Entry
  623.705/05 06:25
  
  Peak
  664.706/05 19:35
- ZEC/USDTLong · 40x
  
  +1,015% ROE
  
  Entry
  312.309/04 18:28
  
  Peak
  391.510/04 01:28
- ORDI/USDTLong · 25x
  
  +189% ROE
  
  Entry
  7.35417/04 14:54
  
  Peak
  7.9117/04 15:42
- NEAR/USDTLong · 75x
  
  +217% ROE
  
  Entry
  1.24310/03 01:11
  
  Peak
  1.27910/03 02:25
- DYDX/USDTLong · 30x
  
  +364% ROE
  
  Entry
  0.12817/04 14:15
  
  Peak
  0.14318/04 03:39
- BTC/USDTLong · 100x
  
  +160% ROE
  
  Entry
  68,40210/03 01:11
  
  Peak
  69,49810/03 02:30
- ORDI/USDTLong · 25x
  
  +162% ROE
  
  Entry
  7.76217/04 14:00
  
  Peak
  8.26617/04 14:11
- BTC/USDTLong · 100x
  
  +299% ROE
  
  Entry
  68,87614/02 10:00
  
  Peak
  70,93915/02 15:07
- BTC/USDTLong · 100x
  
  +136% ROE
  
  Entry
  69,55211/03 20:10
  
  Peak
  70,50011/03 20:31
- BTC/USDTLong · 100x
  
  +157% ROE
  
  Entry
  69,78111/03 22:32
  
  Peak
  70,88012/03 00:03
- BTC/USDTShort · 100x
  
  +156% ROE
  
  Entry
  72,91705/03 11:44
  
  Peak
  71,78105/03 14:50
- BTC/USDTShort · 100x
  
  +159% ROE
  
  Entry
  71,39314/03 03:20
  
  Peak
  70,25614/03 13:40
- BTC/USDTLong · 125x
  
  +614% ROE
  
  Entry
  78,94904/05 19:44
  
  Peak
  82,82906/05 18:22
- ADA/USDTShort · 75x
  
  +121% ROE
  
  Entry
  0.26615/03 16:09
  
  Peak
  0.26215/03 20:39
- THETA/USDTLong · 30x
  
  +99% ROE
  
  Entry
  0.22521/04 07:56
  
  Peak
  0.23221/04 09:47
- NEAR/USDTLong · 75x
  
  +79% ROE
  
  Entry
  1.33604/03 22:17
  
  Peak
  1.3504/03 22:26
- TAO/USDTLong · 25x
  
  +141% ROE
  
  Entry
  322.709/04 18:27
  
  Peak
  340.910/04 02:06
- ORDI/USDTLong · 25x
  
  +103% ROE
  
  Entry
  6.13418/04 08:04
  
  Peak
  6.38618/04 08:30
- BLUR/USDTShort · 25x
  
  +121% ROE
  
  Entry
  0.03120/04 11:01
  
  Peak
  0.0320/04 15:05
- BTC/USDTShort · 100x
  
  +126% ROE
  
  Entry
  73,77516/03 12:00
  
  Peak
  72,84216/03 15:44
- ENJ/USDTShort · 25x
  
  +115% ROE
  
  Entry
  0.0620/04 11:00
  
  Peak
  0.05720/04 13:10
- ZEC/USDTLong · 40x
  
  +76% ROE
  
  Entry
  334.818/04 08:47
  
  Peak
  341.218/04 11:14
- BTC/USDTShort · 100x
  
  +101% ROE
  
  Entry
  65,98725/02 08:33
  
  Peak
  65,32025/02 10:49
- AAVE/USDTShort · 50x
  
  +76% ROE
  
  Entry
  113.314/03 03:21
  
  Peak
  111.614/03 05:26
- XLM/USDTLong · 75x
  
  +102% ROE
  
  Entry
  0.17326/03 18:02
  
  Peak
  0.17526/03 20:45
- RENDER/USDTLong · 40x
  
  +117% ROE
  
  Entry
  2.04409/04 20:16
  
  Peak
  2.10410/04 05:17
- INJ/USDTLong · 30x
  
  +121% ROE
  
  Entry
  3.75627/04 02:37
  
  Peak
  3.90827/04 11:59
- BLUR/USDTLong · 25x
  
  +276% ROE
  
  Entry
  0.03123/04 17:01
  
  Peak
  0.03524/04 23:36
- ENJ/USDTLong · 25x
  
  +115% ROE
  
  Entry
  0.0618/04 08:20
  
  Peak
  0.06318/04 10:48
Dates and times as printed on each card: day/month, then 24-hour time.
Reading where BTC is heading

Macro outlooks with staged targets, like this PDF: $110K → $114K → $120K+. BTC then rose 12.96%.
Evidence
- Analysis · Jul 9, 2025 · PDF
- Result · +12.96%

Next question Which problems can Ihwan help me solve?

Go to another question

What changes once I join?
Which problems can Ihwan help me solve?
How accurate is Ihwan Efendi's analysis?
Is this class right for me?
What will I learn in 5 days?
What does the class look like inside?
How do the schedule and registration work?
What if I'm still unsure?

Which problems can Ihwan help me solve?

Ihwan has been where you are. These are the four complaints heard most often, and how the system answers each.

Selected examples from public posts. Percentages show BTC's price move after each analysis. They are not trading results. Posts in Indonesian are quoted in translation.

ProblemApproach

Losing on every coin

You've tried many coins and strategies and still lose.

“Am I just not cut out for trading?”
Approach

Clear rules for entry, exit, and risk

The framework combines Ihwan's analysis, quant models, and AI.
Evidence
- BTC/USDT Long 100x · ROE +271%
- SUI/USDT Short 13x · ROE +120%
Up at 3 a.m. to check the charts

You sleep badly, afraid of missing the move.

“Trading stress is hurting my relationship.”
Approach

Rest while the system watches the market

How Ihwan uses quant and AI systems to track the market 24/7 and raise an alert when momentum shows up.
Evidence
- Analysis · Jan 14, 2026 · X
- Result · +3.10%
- “BTC could hit $97,800 within 24 hours.” It got there within hours, up 3.10%.
A track record no one can check

Plenty of signal groups claim win rates of 80–90% and never show a loss.

“Who can you trust in this industry?”
Approach

Dated analysis at the original source

Every analysis Ihwan posts carries its date on X, Threads, Instagram, or in a PDF, so you can check it against the price that followed.
Evidence
- Analysis · Jan 15, 2026 · X
- Result · −10.30%
- Analysis · Oct 13, 2025 · X
- Result · −9.47%
- “BTC could see a fairly deep correction from the $97,800–$103,000 area.” BTC fell 10.30% from there.
- “Don't trust the pump, there's a level below that has to be hit.” BTC then fell 9.47%.
8 hours of research, still losing

Hours go into research, and the results aren't worth it.

“I'm embarrassed when friends ask how my trading is going.”
Approach

Research that pays off

Ihwan's daily research and weekly brief routine, so your time goes into decisions, not searching.
Evidence
- DOGE/USDT Long 75x · ROE +442%
- TIA/USDT Long 25x · ROE +221%

Next question How accurate is Ihwan Efendi's analysis?

Go to another question

What changes once I join?
Which problems can Ihwan help me solve?
How accurate is Ihwan Efendi's analysis?
Is this class right for me?
What will I learn in 5 days?
What does the class look like inside?
How do the schedule and registration work?
What if I'm still unsure?

How accurate is Ihwan Efendi's analysis?

The conclusion first, then the evidence for it. Tap an image to enlarge it, then check it against the original source.

Selected examples from public posts. Percentages show BTC's price move after each analysis. They are not trading results. Posts in Indonesian are quoted in translation.

Called BTC’s top before an 18.42% drop

“BTC local top around $124.5K–⁠$128K.” BTC touched that zone, then fell 18.42%.
Evidence
- Analysis · Oct 5, 2025 · X
- Result · −18.42%
Timing that is hard to believe

Twice, just one word: “awas” (watch out). Twice, BTC fell afterward, 3.52% and then 5.34%, within one week.
Evidence
- Analysis · Jan 21, 2026 · X
- Result · −3.52%
- Analysis · Jan 24, 2026 · X
- Result · −5.34%
The order of moves, read well in advance

“Expecting $119–125K → $100–112K → $125K+.” Price followed that order: up, down, then back to $124K+.
Evidence
- Analysis · Jul 13, 2025 · X
- Result · Roadmap
Called the best trader on Crypto Twitter by an X user

An X user asked who the best trader on Crypto Twitter is. Another user answered with @ihwanfe’s profile, amazed at how accurate Ihwan’s analysis is.
Evidence
- User · X · Jan 15
Detailed calls, level by level

A follower urged Ihwan to go public: the predictions come with levels and timing, and they often play out.
Evidence
- Follower · Chat · Jun 11, 2025

Next question Is this class right for me?

Go to another question

What changes once I join?
Which problems can Ihwan help me solve?
How accurate is Ihwan Efendi's analysis?
Is this class right for me?
What will I learn in 5 days?
What does the class look like inside?
How do the schedule and registration work?
What if I'm still unsure?

Is this class right for me?

For you if you have traded crypto and want to stop guessing.

Perps traders who want rules

You already open longs and shorts, and want to stop getting liquidated.

Rules for entry, stop and targets
Leverage and position size from risk
Funding and open interest as data

Spot holders who want a plan

You buy crypto spot and want to know when to accumulate and when to sell.

A macro outlook with staged targets
Accumulation and selling zones
Models that read the market regime

What you need

An exchange account, which can come later

Any crypto exchange account you already use. None yet? You can open one after the class starts.
No minimum capital, no leverage required

Position size is worked out from your own capital and risk limit. Everything can be done in spot; with perps, the leverage keeps a safe distance from liquidation.
Five live sessions in a row

One session a day for five days. Set aside time to attend and to apply each pillar between sessions.

Not for signal seekers

This is a class in a system, not a signal service or fund management. Crypto is highly volatile, leveraged perps positions can be liquidated, and you can lose part or all of your capital.

Next question What will I learn in 5 days?

Go to another question

What changes once I join?
Which problems can Ihwan help me solve?
How accurate is Ihwan Efendi's analysis?
Is this class right for me?
What will I learn in 5 days?
What does the class look like inside?
How do the schedule and registration work?
What if I'm still unsure?

What will I learn in 5 days?

By the end of day five, you have your own spot and perps trading plan: one pillar a day, then all of them combined.

Four pillars

One system for every spot and perps position, from reading the market to closing the trade.

01

Quant and AI models

Models that score each asset's trend, momentum, funding and open interest, then sum them up as one signal.
02

Technicals

Market structure, key levels and volume confirmation to set the entry, stop and targets.
03

Macro

Rates, the dollar, ETF flows and stablecoin liquidity: the big direction before choosing a position.
04

Risk and leverage

Positions sized from a risk limit, leverage that keeps its distance from liquidation, and funding costs counted.

5 live sessions, one a day

Day 1 · Nov 20

Spot and perps from the ground up
- Spot versus perpetual futures
- Funding rate, open interest and liquidation
- Global market sessions in your time zone
Day 2 · Nov 21

Quant and AI models
- Trend, momentum and market regime scores
- Funding and open interest as data
- How Ihwan uses AI in his analysis
Day 3 · Nov 22

Technicals: entry and exit
- Market structure and key levels
- Ranges, breakouts and invalidation
- Entry, stop and targets before getting in
Day 4 · Nov 23

Macro and the BTC outlook
- Rates, the DXY and bond yields
- Spot ETF flows and stablecoin supply
- Building an outlook with staged targets
Day 5 · Nov 24

Risk, leverage and the trading plan
- Position size from risk per trade
- Leverage, liquidation distance and funding costs
- Trading plan and review journal

Next question What does the class look like inside?

Go to another question

What changes once I join?
Which problems can Ihwan help me solve?
How accurate is Ihwan Efendi's analysis?
Is this class right for me?
What will I learn in 5 days?
What does the class look like inside?
How do the schedule and registration work?
What if I'm still unsure?

What does the class look like inside?

The dashboards, charts and worksheets you use over the five days.

Sample screens of the class material. The names and numbers in them are examples.

Sample quant signal dashboard: a table of crypto assets such as BTC, ETH and SOL with columns for trend score, momentum, funding, open interest change, regime and a combined signal. — Quant signal dashboard

Each asset's trend, momentum, funding and open interest scores, summed up as one signal and a market regime.

Sample 4-hour BTC chart: an entry zone, a stop line, three targets and a liquidation line for 5x leverage, with volume and a trade plan card. — The plan on the chart

Entry zone, stop, three targets and the liquidation line marked before the position is opened.

Sample weekly macro board: tiles for the DXY, the US 10-year yield, rate expectations, BTC ETF net flows, stablecoin supply change and BTC dominance, each with a small chart. — Macro board

The DXY, bond yields, ETF flows and stablecoin supply on one screen, each with its reading.

Sample perps position sizing sheet: inputs for capital, risk per trade, entry, stop and leverage, outputs for position size, margin and liquidation distance, and a table of open positions with funding. — Perps position sizing

Position size, margin and distance to liquidation worked out from your risk limit.

Sample backtest report: the strategy's equity curve against buy and hold, a drawdown chart, and tiles for number of trades, win rate, profit factor, maximum drawdown and Sharpe. — Backtest

The model's rules tested on past data before use: equity curve, drawdown and the statistics.

Sample live session screen: a BTC chart with hand-drawn annotations on the shared screen, a row of participants and a chat with questions. — Live session

Ihwan takes charts and trade plans apart live, and you can ask questions in every session.

Next question How do the schedule and registration work?

Go to another question

What changes once I join?
Which problems can Ihwan help me solve?
How accurate is Ihwan Efendi's analysis?
Is this class right for me?
What will I learn in 5 days?
What does the class look like inside?
How do the schedule and registration work?
What if I'm still unsure?

How do the schedule and registration work?

When the class runs, how to pay, and how to take all four methods at once.

What is the class like?

An online live class over 5 consecutive days, one session a day; the next one runs November 20 – 24. Ihwan teaches live, and you can ask questions in every session.
How is payment made?

Through the buttons under Join: sign in to Internalo or create an account, then pay in rupiah through DOKU (the dollar prices are a guide). Access opens automatically once payment is received: the class link is in your account, and your lifetime Discord discussion room opens once you connect your Discord account there.
Until when is registration open?

Until the day before the class starts. A registration after that goes to the next class automatically.
What is Take All?

For $275, you join all four methods: Crypto Quant Trader, Crypto Trenches Insider, US Stock Quant Trader, and App Founder. You join each one at its next class after you register.

Next question What if I'm still unsure?

Go to another question

What changes once I join?
Which problems can Ihwan help me solve?
How accurate is Ihwan Efendi's analysis?
Is this class right for me?
What will I learn in 5 days?
What does the class look like inside?
How do the schedule and registration work?
What if I'm still unsure?

What if I'm still unsure?

It makes sense to hesitate before you pay. These are the worries Ihwan hears most.

Selected examples from public posts. Percentages show BTC's price move after each analysis. They are not trading results. Posts in Indonesian are quoted in translation.

Member names are masked.

“Is profit guaranteed?”

No. Crypto trading is high risk, and you can lose some or all of your capital. Past results do not guarantee future results.
Read the risks and limits of liability
“Aren’t you only showing the calls that worked?”

Every analysis is published first, with its date, on X, Threads, Instagram, or in a PDF. Check it yourself against the price that followed, like this Instagram story.
Evidence
- Analysis · Aug 26, 2025 · Instagram
- Result · +6.68%
“I’ve been let down by other signal groups”

So has this member. Skeptical at first after a bad experience, they tried it and now call it really different.
Evidence
- Member · Chat