US100 - Reversal after liquidity sweep to target new highs?The chart presented shows a 1-hour analysis of the US100 (Nasdaq 100), illustrating a clean and structured price action narrative. Initially, we observe that the market swept liquidity at the lows, indicated by a sharp wick that pierced beneath the previous support levels. This type of liquidity sweep is common when smart money looks to grab stop-loss orders before reversing the trend.
Liquidity sweep to the downside
Following this liquidity sweep, price action aggressively moved upwards, breaking a lower high structure that had previously marked the bearish control of the market. This break of structure is a key bullish signal, suggesting a shift in momentum from bearish to bullish, and often signifies the beginning of a new upward leg.
1H FVG
An important element on this chart is the 1-hour Fair Value Gap (FVG), initially acting as a bearish imbalance. However, due to the strong bullish momentum, price not only reclaimed this level but did so decisively. As a result, this bearish FVG is now considered a bullish FVG, indicating that it may serve as a support zone on any short-term pullback.
Liquidity taken from the upside
After reclaiming the FVG and breaking structure, price surged further, taking out upside liquidity just above recent highs. This action typically leads to a short-term pullback, as profit-taking and new supply enter the market. The chart suggests that any retracement may find support at the 1H FVG, providing a potential entry point for bullish continuation.
Conclusion
In conclusion, the US100 demonstrated a textbook liquidity grab at the lows, followed by a break in bearish structure, a shift in momentum, and an inversion of a key FVG zone from bearish to bullish. The short-term upside liquidity has been cleared, and the next logical target is the high marked on the chart. Should the price respect the newly formed bullish FVG on any pullback, we can expect continuation toward that upper high, completing the bullish run.
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US100 trade ideas
US100 – Extended Rally, Eyes on Pullback to Key SupportUS100 continues to show impressive strength, with no real signs of slowing down yet. The recent push above the previous all-time high came with strong bullish candles and high volume, confirming the breakout as legitimate rather than a false pump. This surge followed a clean retest of the fair value gap below, which acted as a springboard for the next leg higher.
Imbalance Retest and ATH Break
Before the breakout, price perfectly respected the FVG just above the 20,800 zone. That retest was crucial, showing institutional interest in defending higher prices. From there, the index cleared the old ATH with authority, and we are now trading comfortably above it, establishing new highs in the process.
Support Zone Outlook
While momentum remains bullish, the market doesn’t move in a straight line forever. A short-term cool-off is possible. I’m eyeing the marked-out support zone just above 21,400, which previously acted as resistance and now flips to demand. If we do pull back, this is the most logical area for buyers to step back in.
Potential Price Path
The dotted projection outlines two possible paths: one, a minor pullback followed by immediate continuation, and two, a deeper retest into the green support zone before resuming the uptrend. Both scenarios remain bullish as long as price stays above that support. A retest into this level would be healthy and provide a clean long entry for continuation.
Key Levels to Watch
The area around 21,400 to 21,700 is critical. If we revisit this zone, I’ll be watching for bullish price action to confirm continuation. On the upside, we’re now in price discovery mode, so upside targets are more open-ended, but 23,000+ becomes a magnet if momentum stays intact.
Conclusion
US100 is in strong bullish territory, with institutional signs backing the move. A pullback would be welcome and likely provide a high-probability long setup. Until the structure breaks, I remain bullish on this index, watching for a healthy dip into the support zone for potential continuation higher.
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Overfitting Will Break Your Strategy — Here’s Why█ Why Your Backtest Lies: A Quant’s Warning to Retail Traders
As a quant coder, I’ve seen it time and again: strategies that look flawless in backtests but fall apart in live markets.
Why? One word: overfitting.
Compare the signals in the images below. They’re from the same system, but one is overfitted, showing how misleading results can look when tuned too perfectly to the past.
⚪ Overfitting is what happens when you push a strategy to perform too well on historical data. You tweak it, optimize it, and tune every rule until it fits the past perfectly, including every random wiggle and fluke.
To retail traders, the result looks like genius. But to a quant, it’s a red flag .
█ Trading strategy developers have long known that “curve-fitting” a strategy to historical data (overfitting) creates an illusion of success that rarely holds up in live markets. Over-optimizing parameters to perfectly fit past price patterns may produce stellar backtest results, but it typically does not translate into real profits going forward.
In fact, extensive research and industry experience show that strategies tuned to past noise almost inevitably disappoint out-of-sample.
The bottom line: No one succeeds in markets by relying on a strategy that merely memorized the past — such “perfect” backtests are fool’s gold, not a future edge.
█ The Illusion of a Perfect Backtest
Overfitted strategies produce high Sharpe ratios, beautiful equity curves, and stellar win rates — in backtests. But they almost never hold up in the real world.
Because what you’ve really done is this:
You built a system that memorized the past, instead of learning anything meaningful about how markets work.
Live market data is messy, evolving, and unpredictable. An overfit system, tuned to every quirk of history, simply can’t adapt.
█ A Warning About Optimization Tools
There are many tools out there today — no-code platforms, signal builders, optimization dashboards — designed to help retail traders fine-tune and "optimize" their strategies.
⚪ But here’s the truth:
I can't stress this enough — do not rely on these tools to build or validate your strategy.
They make it easy to overfit.
They encourage curve-fitting.
They give false hope and lead to false expectations about how markets actually work.
⚪ The evidence is overwhelming:
Decades of academic research and real-world results confirm that over-optimized strategies fail in live trading. What looks good in backtests is often just noise, not edge.
This isn’t something I’ve made up or a personal theory.
It’s a well-documented, widely accepted fact in quantitative finance, supported by decades of peer-reviewed research and real-world results. The evidence is overwhelming. It’s not a controversial claim — it’s one of the most agreed-upon truths in the field.
█ Why Overfitting Fails
Let me explain it like I do to newer coders:
Random patterns don’t repeat: The patterns your strategy "learned" were noise. They won't show up again.
Overfitting kills the signal: Markets have a low signal-to-noise ratio. Fitting the noise means you've buried the signal.
Markets change: That strategy optimized for low-volatility or bull markets? It breaks in new regimes.
You tested too many ideas: Try enough combinations, and something will look good by accident. That doesn’t make it predictive.
█ The Research Backs It Up
Quantopian’s 888-strategy study:
Sharpe ratios from backtests had almost zero predictive power for live returns.
The more a quant optimized a strategy, the worse it performed live.
Bailey & López de Prado’s work:
After testing enough variations, you’re guaranteed to find something that performs well by chance, even if it has no edge.
█ My Advice to Retail Traders
If your strategy only looks great after a dozen tweaks… It’s probably overfit.
If you don’t validate on out-of-sample data… you’re fooling yourself.
If your equity curve is “too good” to be true… it probably is.
Real strategies don’t look perfect — they look robust. They perform decently across timeframes, markets, and conditions. They don’t rely on lucky parameter combos or obscure filters.
█ What to Do Instead
Use out-of-sample and walk-forward testing
Stick to simpler logic with fewer parameters
Ground your system in market rationale, not just stats
Risk management over performance maximization
Expect drawdowns and variability
Treat backtest performance as a rough guide, not a promise
Overfitting is one of the biggest traps in strategy development.
If you want your trading strategy to survive live markets, stop optimizing for the past. Start building for uncertainty. Because the market doesn’t care how well your model memorized history. It cares how well it adapts to reality.
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Disclaimer
The content provided in my scripts, indicators, ideas, algorithms, and systems is for educational and informational purposes only. It does not constitute financial advice, investment recommendations, or a solicitation to buy or sell any financial instruments. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from the use of or reliance on such information.
All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, backtest, or individual's trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.
US100 rises sharply, with further upside target of 23,000At this stage, US100 continues to ride a dominant ascending channel structure, maintaining a consistent bullish structure supported by strong fundamentals as well as technical positioning.
The current price action reflects a high-confidence trend environment, underpinned by steady economic resilience in the U.S. tech sector and growing investor optimism surrounding AI-driven growth and corporate earnings. This alignment between structure and sentiment reinforces the strength of the current trend.
What’s especially encouraging is how the price has remained in the upper half of the ascending channel. Every corrective move has been shallow and absorbed quickly as well. This kind of behavior is exactly what you want to see in a strong trend.
From a structural perspective, the recent break of the prior swing high confirmed a bullish break of structure (BOS), reinforcing the broader uptrend. That’s a meaningful move, not just technically, but also psychologically, as it validates that bullish momentum remains intact and market participants are still positioning for higher levels.
No signs of weakness are showing up yet. If anything, the structure is intact and there’s no evidence of a shift in momentum. This makes it a good opportunity for traders who are "late to the party" to consider entering, as the trend still looks strong and continuation is likely.
As for upside targets, the 23,000 level is a natural extension. It aligns with the middle of the channel and fits within the current rate of expansion. If we don’t see any warning signs (like impulsive bearish candles), this target remains both technically justified and psychologically relevant.
Just sharing my thoughts on support and resistance, this isn’t financial advice. Always confirm your setups and manage your risk properly.
Disclosure: I am part of Trade Nation's Influencer program and receive a monthly fee for using their TradingView charts in my analysis.
NASDAQ Possible short-term pull-back.Last time we analyzed Nasdaq (NDX) was a week ago (June 23, see chart below), giving a comfortable buy signal as the price was rebounding at the bottom of the 6-week Channel Up:
The price hit our 22300 Target and has now touched the top of the Channel Up. Based on the 4H RSI, it resembles the May 15 price action, which soon after pulled back to the 0.382 Fibonacci retracement level.
It is possible to see such relief profit taking on the short-term and a test of 22200 (Fib 0.382).
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US100 BEARISH BIAS RIGHT NOW| SHORT
US100 SIGNAL
Trade Direction: short
Entry Level: 22,518.7
Target Level: 21,870.2
Stop Loss: 22,949.8
RISK PROFILE
Risk level: medium
Suggested risk: 1%
Timeframe: 9h
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NASDAQ price dropAfter the Nasdaq price reaches around 23642.2, a historic drop will occur and the target is to drop to 16308.
Whatever happens at the highest price, the final destination is towards 16308.
I have identified the price levels in the middle of this expected drop that can cause the price to correct.
IG:NASDAQ
NASDAQNASDAQ If the price cannot break through the 22728 level, it is expected that the price will drop. Consider selling the red zone.
🔥Trading futures, forex, CFDs and stocks carries a risk of loss.
Please consider carefully whether such trading is suitable for you.
>>GooD Luck 😊
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USNAS100 Key Level: 22,740 – Will the Trend Continue or Reverse?USNAS100 Update – Bullish Momentum Holds Above 22,740
USNAS100 has continued to push higher, following through as expected from yesterday’s analysis.
The index maintains bullish momentum as long as it trades above the key pivot at 22,740.
However, a 1H close below 22,730 could trigger a bearish correction toward 22,615.
A sustained break below that level may shift the trend to bearish.
Key Levels:
• Resistance: 22,870 / 23,000
• Support: 22,615 / 22,410
Nasdaq Hits New ATH at $22,570 – Eyes Now on $23,200 and $24,000By analyzing the #Nasdaq chart on the weekly timeframe, we can see that the index followed our previous analysis perfectly, hitting the $22,400 target and printing a new all-time high at $22,570!
Momentum remains strong and bullish, and we expect price to continue climbing toward the next targets. Based on the original projection, upcoming targets are $23,200 and $24,000.
Stay tuned for the next update!
Please support me with your likes and comments to motivate me to share more analysis with you and share your opinion about the possible trend of this chart with me !
Best Regards , Arman Shaban
NAS100 Will Go Up From Support! Buy!
Please, check our technical outlook for NAS100.
Time Frame: 9h
Current Trend: Bullish
Sentiment: Oversold (based on 7-period RSI)
Forecast: Bullish
The market is approaching a key horizontal level 21,651.9.
Considering the today's price action, probabilities will be high to see a movement to 22,171.9.
P.S
We determine oversold/overbought condition with RSI indicator.
When it drops below 30 - the market is considered to be oversold.
When it bounces above 70 - the market is considered to be overbought.
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USNAS100 Bullish Momentum Holds Above Key PivotUSNAS100 – Overview
The price successfully retested the 22,610 level and resumed its bullish trend, reaching 22,750 as anticipated in our previous idea.
Currently, the index needs to maintain stability above the 22,610 pivot line to sustain the upward momentum toward the next resistance at 22,790. A sustained move above this level may open the path toward 23,000.
However, a 1H candle close below 22,610 could trigger a corrective move down to 22,480. A break below this support would expose the next key level at 22,280.
Pivot: 22,610
Resistance: 22,790 – 23,000
Support: 22,480 – 22,280
NASDAQ: Almost overbought but with no stop on this uptrend.Nasdaq is about to turn overbought on its 1D technical outlook (RSI = 68.420, MACD = 402.410, ADX = 22.800) but the current bullish wave shows no signs of stopping yet. The Channel Up since the April bottom indicates that a +9.50% rise is very likely before the next technical pullback, especially as long as the 1D MA50 is holding. Stay long, TP = 23,400.
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Tomorrow marks start of downtrend?NASDAQ just swept all-time highs into a key diagonal trendline drawn from previous major swing highs. We’re now in the premium zone of a macro fib retracement, and Asian session is showing signs of accumulation around 22,460.
Expecting London session to run Asian highs, tapping 22,500, which lines up perfectly with:
✅ Major rising trendline resistance
✅ 0.0 fib (ATH)
✅ Asian liquidity sweep
✅ High probability "Manipulation" phase of AMD (Accumulation–Manipulation–Distribution)
Looking to short at 22,500 with a tight SL at 22,520–22,530, targeting a full swing retrace into 20,500.
Confluences:
Bearish AMD setup across sessions
Major trendline rejection zone
Premium fib zone (swing retracement logic)
Liquidity sitting below multiple structural lows
Risk-to-reward of 1:100 potential if held to target
Waiting for confirmation via lower timeframe BOS after the sweep. If 22,500 holds as resistance post-sweep, this could be the beginning of a broader correction.
Let’s see how it plays out. 🔥