Quant X Tribe (Next Level)
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A living lab where investors journey through QUANT via IBOT → Ideation, Backtest, Optimize, Trade. We stand for: Risk before reward | Data before opinions | Tribe before self Disclaimer: Educational only, not financial advice.
Show more📈 Analytical overview of Telegram channel Quant X Tribe (Next Level)
Channel Quant X Tribe (Next Level) (@quantxnextlevel) in the English language segment is an active participant. Currently, the community unites 14 586 subscribers, ranking 8 081 in the Economy & Finance category and 199 in the Singapore region.
📊 Audience metrics and dynamics
Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 14 586 subscribers.
According to the latest data from 25 October, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by -136 over the last 30 days and by -3 over the last 24 hours, overall reach remains high.
- Verification status: Not verified
- Engagement rate (ER): The average audience engagement rate is 14.78%. Within the first 24 hours after publication, content typically collects 6.45% reactions from the total number of subscribers.
- Post reach: On average, each post receives 2 157 views. Within the first day, a publication typically gains 941 views.
- Reactions and interaction: The audience actively supports content: the average number of reactions per post is 9.
- Thematic interests: Content is focused on key topics such as alpha, volatility, breakdown, tribe, portfolio.
📝 Description and content policy
The author describes the resource as a platform for expressing subjective opinions:
“A living lab where investors journey through QUANT via IBOT → Ideation, Backtest, Optimize, Trade.
We stand for:
Risk before reward | Data before opinions | Tribe before self
Disclaimer: Educational only, not financial advice.”
Thanks to the high frequency of updates (latest data received on 26 October, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Economy & Finance category.
14 589
Subscribers
-324 hours
-607 days
-13630 days
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Channel Posts
[Red Monday? This rule averaged +0.60% per trade by Tuesday's close 📅🔄]
📊 182 trades backtested since 1993
⏱️ Every trade held for just ONE day
⚖️ Only 60% winners… but the average win (1.68%) beat the average loss (1.01%)
🛡️ In the market about 2% of the time, worst drop -11.8%
One weekday, one simple trigger… and the backtest says Mondays aren't as scary as they look 👀
🎥 Watch the Reel and comment STRATEGY on Instagram (not here) to get the full rules in your DMs 👉 https://www.instagram.com/reel/De8uw8VSoWk/
🔥 Want more strategies like this? Hit 🔥 below!
Backtested results. Not financial advice.
| 2 |  Hey Tribe, Eri here 🫶
Tomorrow we're going somewhere we've never gone before 👀
Forex and CFD trading.
And our speaker has a story. He lost US$50,000 in his first month of trading, then turned it around. Today he averages 2% monthly returns with just 30 minutes of trading a day.
10 years of trading experience, and 1,000+ students trained.
He'll be covering:
💱 What Forex and CFD actually is, and yes, we're doing it
📊 Beyond stocks and property: understanding Forex and CFD trading
🌍 What moves the markets, and how global events affect your money
📌 From US$50K Lost to 2% Monthly Returns: Forex Trading
📅 Tomorrow, Tuesday 27 October 2026
🕒 7:30PM SGT
💻 Zoom
🔗 Register here: https://zoom.us/meeting/register/k35Dp1GKRpu51RQ0d1LSXA
His name stays a secret for now. You'll meet him tomorrow night 🤐
See you then, Tribe 🫶 | 679 |
| 3 | [The calendar trade: in the market just 4 days a month, and it still made money 📅💰]
📊 403 trades backtested since 1993
✅ About 12 trades a year, 56% closed as winners
⏱️ Average hold: just 4 days
🛡️ Worst drop: -19%, while SPY itself fell -55%
Same few days, every single month… is the calendar edge real? 👀
🎥 Watch the Reel and comment STRATEGY on Instagram (not here) to get the full rules in your DMs 👉 https://www.instagram.com/reel/De6JrUtSPZJ/
🔥 Want more strategies like this? Hit 🔥 below!
Backtested results. Not financial advice. | 1 003 |
| 4 | [This rule only fires about 3 times a year… when Wall Street's fear gauge explodes 😱]
📊 98 trades backtested since 1993
✅ 78.6% of trades closed as winners
⏱️ Average hold: just 3.4 days
🛡️ In the market only about 4% of the time, worst drop -13.2%
Most people freeze when fear spikes… this rule does the opposite. And the next episode asks: does the day of the week matter? 👀
🎥 Watch the Reel and comment STRATEGY on Instagram (not here) to get the full rules in your DMs 👉 https://www.instagram.com/reel/De3lpOuyorU/
🔥 Want more strategies like this? Hit 🔥 below!
Backtested results. Not financial advice. | 1 154 |
| 5 | [Buy low, sell high... but when is low LOW ENOUGH? 📉➡️📈]
📉 Fast RSI falls 3 days in a row and closes below 30
📈 Only while SPY is still above its 200-day average
🎯 91 trades over 32 years, about 81% winners
⏱️ Median hold: about 6 days
Everyone says "buy the dip"... this one tells you exactly when 👀
🎥 Watch the Reel and comment DIP on Instagram (not here) to get the AI Prompt that builds the bot in your DMs 👉 https://www.instagram.com/reel/De1kufQir18/
🔥 Want more strategies like this? Hit 🔥 below!
🦆 Prof Quack, our resident quant duck, digs up the research so you don't have to.
Backtested results. Not financial advice. | 1 203 |
| 6 | [That "genius" stock-picking edge? It might just be two hidden factors in disguise 🎭]
📊 US stocks sorted into 25 portfolios by size and value, 1963 to 1991
🐷 Cheap "value" stocks earned an extra 0.40% a month on average
🎯 With market, size and value combined, 21 of 25 portfolios had R² above 0.9
😮 With the market alone? Just 2 of 25
A mouse, a piggy bank, and the 1993 study that changed how quants spot real alpha 👀
🎥 Watch the Reel and comment PAPER on Instagram (not here) to get the full paper in your DMs 👉 https://www.instagram.com/reel/De1AK1bS-iA/
🔥 Want more research breakdowns like this? Hit 🔥 below!
Educational content. Not financial advice. | 1 240 |
| 7 | [$2 trillion has to trade on the same days every month. Quants mark it on their calendar 📅🐋]
🏦 Pension funds must hold 60% stocks and 40% bonds, no matter what
📅 So every month end, they're forced to buy or sell, on schedule
🔍 Researchers told 16 of them: "We can see your trade coming."
🤷 Their answer: "We know. We're not changing."
Most traders chase the news. This trade is on the calendar 😏
🎥 Watch the Reel and comment WHALE on Instagram (not here) to get the Whale Bot Prompt in your DMs 👉 https://www.instagram.com/reel/DezArHmAHb6/
🔥 Want more trades the big funds can't hide? Hit 🔥 below!
🦆 Prof Quack, our resident quant duck, digs up the research so you don't have to.
Backtested results. Not financial advice. | 1 290 |
| 8 | [A 1970s indicator that still spots dips: 202 backtested trades, 79% winners 📜📈]
📊 202 trades on SPY since 1993
✅ Roughly 4 out of every 5 closed as winners
⏱️ Average hold: just 3.7 days, in the market only about 9% of the time
🛡️ Worst drop: -8%, while SPY itself fell -55%
An indicator older than most traders… and the backtest says it still works 👀
🎥 Watch the Reel and comment STRATEGY on Instagram (not here) to get the full rules in your DMs 👉 https://www.instagram.com/reel/DeycC6PSV4-/
🔥 Want more strategies like this? Hit 🔥 below!
Backtested results. Not financial advice. | 1 227 |
| 9 | [+671% in a crash year... with just 3 simple strategies 🤯📉➡️📈]
🏆 A four-time trading world champion, +671% in 2008
🥣 Just 3 strategies: trend following, breakout, mean reversion
⏱️ Same gold bot: 1-minute bars lost money, 1-hour bars lost less
✅ On 4-hour bars, it made money
Most people keep tweaking the strategy... the backtest says change the timeframe instead 👀
🎥 Watch the Reel and comment ROBUST on Instagram (not here) to get the free Just-Right Strategy Card in your DMs 👉 https://www.instagram.com/reel/Dewa59jCihk/
🔥 Want more breakdowns like this? Hit 🔥 below!
🦆 Explained by Prof Quack, our duck who turns quant lessons into bite-size reels.
Backtested results. Not financial advice. | 1 324 |
| 10 | [3 red days in a row on SPY… the backtest says that's when to BUY 🟥🟥🟥➡️🟩]
📊 298 trades since 1993
✅ About 74% of them closed as winners
⏱️ Average hold: just 1.6 days
🛡️ Worst drop: -11%, while SPY itself fell -55%
Most people panic after three down days… this rule does the opposite 👀
🎥 Watch the Reel and comment STRATEGY on Instagram (not here) to get the full rules in your DMs 👉 https://www.instagram.com/reel/Dev3e2wy5px/
🔥 Want more strategies like this? Hit 🔥 below!
Backtested results. Not financial advice. | 1 322 |
| 11 | Here is the slide deck! | 1 222 |
| 12 | Here is the recording for last night's session:
https://youtu.be/YKBZcyPlCM0 | 1 185 |
| 13 | Hey Tribe, Eri here 🫶
Last night Charmain Tan from QD Academy showed us how she actually uses AI for quant trading. Here's the technical shape of it 👇
🧩 Three levels of AI: Chat, Skill, Agent. Chat is asking. Skill is the capability you give the AI. An Agent completes a task. Agentic AI completes the whole process toward an objective, like a target P&L.
⚙️ IBOT is a chain of specialists, not one prompt: ideation → quality gate → data engineering → backtest → optimisation → trading. Each specialist has a personality and hands off to the next, and the quality gate only returns conditional, pass or fail.
🧪 Six-stage research framework: know your data → variance exploration → temporal structure → cross-sectional patterns → falsifiable hypothesis → pre-backtest validation.
📐 A hypothesis must specify five things: signal, universe, condition, prediction, horizon. Most hypotheses die at pre-backtest validation, before a backtest is ever run.
🔬 Backtest spec: in-sample to build, out-of-sample to validate, commissions and slippage accounted for, look-ahead bias-free. Vectorise first; use bar-by-bar loops only where the logic is genuinely stateful.
📈 Optimisation: systematic grid search, visual heatmaps and overfitting guardrails. Robust shows a plateau of good performance across neighbouring parameters; fragile shows a single spike.
🧾 Integrity report: every issue detected and fixed during the scan, documented before the strategy moves forward.
📊 Performance: CAGR, max drawdown, Sharpe ratio, equity curve, win rate and trade count.
That's the session in one screen 🫶 | 1 288 |
| 14 | That's a wrap for tonight's session! Thank you everyone for attending 🫶
Recording and the resources for tonight's session will be uploaded soon~
Good Night Tribe🌙 | 1 345 |
| 15 |  If you've yet to integrate AI in your trading, this session just might be the one for you 😉 | 1 519 |
| 16 |  If you've yet to use AI in your trading, this session is for you🫣 | 2 |
| 17 | We've started tonight's session! | 1 548 |
| 18 | We begin in 2 more minutes~ | 1 543 |
| 19 | We're starting in 10 minutes Tribe! See you all soon~~
Let's all grow together as a Tribe ❤️ | 1 507 |
| 20 |  Hey Tribe, Eri here 🫶
One hour to go, and I can finally say who's joining us 👀
Tonight's main speaker is Charmain Tan from QD Academy.
She's revealing the 3 secrets quants use AI for:
🧠 Smarter analysis
🎯 Better signals
⚡ Faster execution
And you'll see it built live: a pre-market brief, then your own trading rules skill from a template.
🕒 7:30PM SGT
💻 Zoom
🔗 https://zoom.us/meeting/register/RL03n31RTeKUlIH4t1-Qmw
If you haven't registered yet, do it now and get in.
See you in an hour, Tribe 🫶 | 1 585 |
