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SIGNAL ACADEMY
RSIMACDBollingerVolumeMA CrossSentimentFundamentals

Sentiment Analysis

Markets are driven by fear and greed — sentiment analysis measures the crowd's emotions to find contrarian opportunities
APEX Weight8%
Sources6 data streams
TypeContrarian
Key RuleExtreme = opposite signal
Interactive Fear & Greed Simulator
Extreme FearExtreme Greed
62
Greed
Euphoria building. Markets pricing in good news.
APEX: Tighten stop losses
What Is Sentiment Analysis?
Sentiment analysis measures the collective emotions of market participants — are investors fearful or greedy? Optimistic or pessimistic? These emotions drive short-term price action far more than fundamentals in many cases.
The most important rule: extreme sentiment is a contrarian signal. When everyone is bullish, there are no buyers left. When everyone is bearish, there are no sellers left. APEX uses sentiment as a contrarian indicator.
The Sentiment Paradox
When sentiment is extremely bullish → everyone who wants to buy has already bought → price has nowhere to go but down.

When sentiment is extremely bearish → everyone who wants to sell has already sold → price has nowhere to go but up.
6 Sentiment Layers APEX Tracks
📰
News Sentiment
AI analysis of financial news headlines and articles. Negative news cycles create fear-driven selloffs that often overshoot fundamentals — creating opportunities.
📱
Social Sentiment
Reddit (r/stocks, r/wallstreetbets), Twitter/X, and StockTwits mention analysis. Retail sentiment extremes are contrarian indicators.
🏦
Analyst Sentiment
Analyst upgrades, downgrades, and price target changes. When 80%+ of analysts rate a stock Buy, it is often already priced in — a contrary warning sign.
📊
Short Interest
The percentage of shares sold short. High short interest = bearish consensus. When shorts are wrong, a short squeeze creates explosive upside.
Options Sentiment
Put/call ratio measures options market fear vs greed. Extreme put buying = panic = often a bottom. Extreme call buying = euphoria = often a top.
🌍
Macro Sentiment
VIX (fear index), CNN Fear & Greed Index, and market breadth. When the VIX spikes above 30, institutional fear creates mispriced assets.
Fear & Greed Zones — What Each Level Means
0-25
Extreme Fear
Market participants are panic-selling. Historically the best time to buy.
Contrarian BUY zone
26-45
Fear
Caution in markets. Risk-off sentiment dominates.
Consider accumulating
46-55
Neutral
Balanced market sentiment. No contrarian signal.
No extreme signal
56-75
Greed
Euphoria building. Markets pricing in good news.
Tighten stop losses
76-100
Extreme Greed
Peak euphoria. Historically the best time to trim.
Contrarian SELL zone
Real Market Examples
NVDA
EXTREME BULLISH
May 2023
NVDAEXTREME BULLISH
After the AI earnings beat, sentiment reached extreme bullish levels — 95% of analysts rated Buy, social mentions hit all-time highs. APEX flagged this as a sentiment warning while maintaining a BUY due to strong fundamentals and supply chain health.
How APEX Uses Sentiment
⚖️
8% Weight — Contrarian Signal
Sentiment is 8% of the APEX score. It is deliberately lower weight because sentiment is unpredictable in the short term. But extreme readings are highly reliable signals.
🔄
Extreme = Opposite Direction
APEX scores extreme bullish sentiment as bearish (25-40/100) and extreme bearish sentiment as bullish (60-75/100). This is the contrarian approach used by institutional investors.
📊
Short Interest as Squeeze Detector
When short interest exceeds 20% of float AND MACD turns bullish, APEX flags a Short Squeeze Potential alert — one of the highest-conviction trade setups in the model.
🗞️
Narrative Intelligence Layer
The Narrative tab in APEX is powered by sentiment analysis. APEX detects when the media narrative is diverging from fundamental reality — a key institutional edge.
APEX Signal Weight Distribution
MACD+RSI
20%
RSI
18%
MACD
15%
MA Cross
12%
Bollinger
10%
Volume
10%
Sentiment
8%
Fundamentals
7%
⚠️ Common Sentiment Mistakes
Following the crowd at extremes
✓ Fix: When 90% of retail investors are bullish on a stock, the easy money has already been made. APEX uses extreme bullish sentiment as a warning signal, not a buy signal.
Ignoring short interest
✓ Fix: High short interest is not automatically bearish. When fundamentals improve in a heavily-shorted stock, the forced short covering creates explosive rallies. Always check short interest.
Treating analyst ratings as gospel
✓ Fix: When 85% of analysts rate a stock Buy, ask yourself: who is left to upgrade it? Analyst upgrades are most valuable when they are minority opinions moving toward consensus.
Confusing sentiment with fundamentals
✓ Fix: Sentiment drives short-term price action. Fundamentals drive long-term price action. A stock can be fundamentally excellent but sentiment-challenged for months. Don't confuse the two.
See Sentiment analysis on a real stock
APEX combines Sentiment with 7 other signals for the full institutional picture
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