Series: Getting Started in the Stock Market — Part 1 — February 2026

Understanding the Market

Players, manipulations, volatility, media noise, underlying trends, and political risk. The complete guide to understanding the invisible forces that move your investments.

Players Manipulations VIX & Volatility Signal vs Noise Regulators
Getting Started in the Stock Market1/6

Part 1: Understanding Market Forces

Welcome to the first course in the Getting Started in the Stock Market series. Before learning to pick stocks, size positions, or build a portfolio, you need to understand the ecosystem you're operating in. This Part 1 lifts the veil on the invisible mechanisms that move the markets — and how to avoid being their victim.

Who plays?

The players and their real weight

Who cheats?

Manipulations and how to spot them

What to listen to?

Signal vs noise, VIX, real trends

How to protect yourself?

Regulators, cash, sharia compliance

Estimated reading time: 35 minutes | Level: Expert | Also available in French

Market Players

Who Really Moves the Markets?

Why this matters

When you buy a stock, someone sells it to you. Knowing who is on the other side — an algorithm that will hold for 3 milliseconds, a pension fund that will hold for 10 years, or a market maker profiting from the spread — completely changes your approach to trading. You're not playing the same game against an HFT firm and against Vanguard.

The 6 categories of players

Retail (You)
Individual investors. 20-25% of US volume since 2020 (vs 10% before). Power amplified by Reddit, Robinhood, and social media.
20-25% volume Agile Emotional
Institutionals
Pension funds (CalPERS, ABP), mutual funds (Vanguard, Fidelity), hedge funds (Bridgewater, Citadel), family offices, sovereign wealth funds (Norges, GIC).
60-70% volume 13F filings Slow
Market Makers
Citadel Securities, Virtu Financial, Jane Street. They provide liquidity: always both buyers AND sellers. They profit from the bid-ask spread.
Liquidity PFOF Continuous quoting
HFT / Algos
50-70% of total volume. "Flash Boys" (Michael Lewis). They hold positions for milliseconds. Arbitrage, momentum ignition, latency arbitrage.
50-70% volume Microseconds Arbitrage
Dark Pools
30-40% of US equity volume. Off-exchange trading with no pre-trade transparency. Used by institutionals to avoid impacting the price.
30-40% volume Opaque Institutional
Central Banks
Fed, ECB, BoJ. They don't trade equities directly but control rates, liquidity, QE/QT. Their words move trillions.
Rates QE/QT Forward guidance

Comparative table of market players

Player % Volume Horizon Advantage Weakness
Retail 20-25% Days to months Agility, no mandate, no reporting Emotional, under-informed, under-capitalized
Mutual Funds 20-25% Months to years Research, diversification, size Restrictive mandates, tracking error, fees
Hedge Funds 15-20% Days to months Flexibility, leverage, short selling 2/20 fees, blow-up risk, counterparty
HFT / Algos 50-70% Milliseconds Speed, data, no emotion Infrastructure dependency, flash crash, regulation
Market Makers ~15%* Seconds to minutes Bid-ask spread, guaranteed volume Inventory exposure, gap risk
Sovereign Wealth Funds 5-10% Years to decades Patient, little pressure, very long horizon Slow, political, low transparency

* Percentages overlap because HFTs include some market making. The total exceeds 100% because each trade involves two parties.

The GameStop example (January 2021)

The GME case perfectly illustrates the collision between these players. The subreddit r/WallStreetBets (retail, 10M+ members) identified a potential short squeeze: Melvin Capital (hedge fund) was short more than 140% of the float. Market makers (Citadel Securities) provided liquidity via Robinhood (PFOF). When retail started buying massively:

Lesson: Understanding the players allows you to know when you're on the right side and when you're the pigeon at the poker table.

How to track institutionals

Go further: Part 2 — The Stock Picking Guide — 4 concrete methods to pick stocks among these players

Market Manipulations

The 7 Manipulations You Need to Know

Golden rule

If it sounds too good to be true, it is too good to be true. A "guaranteed" return of 10%/month, an "insider tip" on Telegram, a stock that will "100x this week" — these are scam signals, not opportunity signals. The stock market rewards patience and analysis, not greed.

1
Spoofing
Placing massive fake orders to manipulate the price

How it works: A trader places massive buy or sell orders (millions of dollars) in the order book with no intention of executing them. These orders create the illusion of significant demand or supply, influencing the price in the desired direction. Just before execution, the orders are cancelled.

Historic case — Navinder Sarao and the 2010 Flash Crash: On May 6, 2010, the Dow Jones dropped 1,000 points in 5 minutes (the famous "Flash Crash"), temporarily erasing $1 trillion in market capitalization. The investigation revealed that Navinder Sarao, a trader operating from a London suburb, had used a spoofing algorithm on E-Mini S&P 500 futures. He placed sell orders of $200M+ then cancelled them, creating artificial selling pressure. He was arrested in 2015 and sentenced to 1 year in prison.

How to spot it:

  • Massive orders appear then disappear from the order book within seconds
  • The price moves significantly on very little actually executed volume
  • Abnormally high cancellation/execution ratio (>90%)

How to protect yourself:

  • Use limit orders, never market orders during low liquidity periods
  • Be wary of sudden moves without fundamental news
  • Don't trade the first and last 15 minutes of the session (maximum volatility)

Penalties: Illegal in the US (Dodd-Frank Act 2010), in the EU (MAR — Market Abuse Regulation). Fines up to $25M, prison up to 25 years.

2
Wash Trading
Buying and selling to yourself to inflate volume

How it works: A player simultaneously buys and sells the same asset through different accounts they control. The goal: create the illusion of high volume and interest in the asset, attracting real buyers.

Very common in crypto: A Bitwise study (2019) estimated that 95% of reported Bitcoin volume on unregulated exchanges was wash trading. In 2022, the NBER report confirmed that many exchanges artificially inflate their volumes to attract listings and fees. NFTs: in 2022, Chainalysis revealed that certain wallets were wash trading NFTs to artificially inflate their prices before selling to real buyers.

How to spot it:

  • Abnormally high volume relative to market cap (if a micro-cap trades $50M/day, it's suspicious)
  • The price barely moves despite enormous volume
  • Trades executed at regular intervals, same amounts, same timestamps

How to protect yourself:

  • Verify volume on reliable sources (CoinMarketCap filters adjusted volumes, Yahoo Finance for stocks)
  • Compare the 30-day average volume — sudden spikes without news are suspicious
  • Prefer regulated exchanges (Coinbase, Kraken, Binance.US) and centralized markets (NYSE, Euronext)

Penalties: Illegal everywhere (Securities Exchange Act 1934 in the US). Fines up to $10M, prison up to 20 years. In crypto: often unpunished due to offshore jurisdictions.

3
Pump & Dump
Inflate the price through promotion, then sell

How it works: A group secretly accumulates positions in a low-cap asset. Then they launch an aggressive promotion campaign (Telegram, TikTok, YouTube, Twitter/X) touting "100x" potential. The price rises from the influx of new buyers (FOMO). The promoters sell at the top. The price collapses. Latecomers lose everything.

Historic cases:

  • Jordan Belfort ("Wolf of Wall Street"): in the 1990s, his firm Stratton Oakmont used cold calling to pump penny stocks. Sentenced to 4 years in prison, $110M in restitutions.
  • Squid Game Token (2021): a crypto token named after the Netflix series gained +75,000% in a few days. The creators drained the liquidity in one transaction ("rug pull"). Total loss for buyers: ~$3.4M.
  • Andrew Tate and meme coins (2024-2025): promotion of tokens on X/Twitter with millions of followers. Buying before the announcement, selling after the pump.

How to spot it:

  • Aggressive promotion on social media by non-financial influencers
  • Typical vocabulary: "moonshot", "gem", "1000x", "before it's too late"
  • Micro/nano-cap with no fundamentals (no revenue, no product, no identifiable team)
  • Volume suddenly exploding 10x to 100x with no fundamental news

How to protect yourself:

  • DYOR (Do Your Own Research): if you can't explain the business model in 2 sentences, walk away
  • Check SEC filings (10-K, 10-Q) before investing in a US small cap
  • Be suspicious of anyone "advising" an investment without a disclaimer
  • Rule: if the info comes from a "VIP" Telegram group, you've already missed the entry

Penalties: Federal crime in the US (Securities Fraud). Prison up to 20 years + restitution of all gains. In France, the AMF can impose fines up to 100M EUR or 10x the profits.

4
Short & Distort
Short, then publish a negative report

How it works: A fund or individual takes a short position (bets on the decline) of a stock, then publishes a detailed report accusing the company of fraud, dubious accounting, or overvaluation. If the report is convincing, the price drops and the short profits.

The grey area: It's legal if the reported facts are true and verifiable. It's illegal if the report is intentionally false or misleading. The line is thin and lawsuits are frequent.

Famous "activist short sellers":

  • Hindenburg Research: exposed Nikola Motors (truck fraud, -90%), Adani Group (-$100B market cap in 2023), Icahn Enterprises (-50%)
  • Citron Research (Andrew Left): pioneer of activist short selling. Shorted Valeant Pharmaceuticals (-90%), GameStop (spectacular blowback in 2021)
  • Muddy Waters (Carson Block): specialized in Chinese frauds. Exposed Luckin Coffee (accounting fraud, -90%, delisting)

How to spot it:

  • A short report is published and the price drops brutally within minutes
  • Always verify the allegations by reading the full report (often 50-100 pages)
  • Compare with the company's official response (usually published within 24-48h)

How to protect yourself:

  • Don't panic and don't sell in the first hours. Wait 48-72h for the dust to settle.
  • Short sellers are right about 60-70% of the time on proven frauds. But they're also wrong sometimes (GME 2021).
  • Follow reputable short sellers (Hindenburg, Muddy Waters) — they do real investigative work.
5
Front-Running
Trading ahead of a client whose order you know

How it works: A broker or institutional trader receives a massive order from a client (e.g., a pension fund wants to buy 5M shares of Apple). Before executing the client's order, they buy for their own account, knowing the client's order will push the price up. Then they sell at a profit. The client gets a worse price.

The PFOF problem: Payment For Order Flow (PFOF) — where brokers like Robinhood sell their clients' order flow to market makers (Citadel Securities) — is a form of "legalized" front-running. The market maker sees the order before it reaches the exchange and can adjust its prices accordingly. Banned in the EU under the MiFID II directive, but still legal in the US (though the SEC is studying a ban).

How to protect yourself:

  • Use limit orders rather than market orders
  • Prefer brokers that route directly to exchanges (IEX, IBKR with smart routing)
  • For large orders: split into multiple small orders (algorithmic execution: VWAP, TWAP)

Penalties: Federal crime in the US (SEC Rule 10b-5). Prison up to 20 years. Difficult to prove, but fines are heavy when documented (SAC Capital: $1.8B fine in 2013).

6
Insider Trading
Using non-public information to trade

How it works: An executive, employee, consultant, or anyone with access to material non-public information (MNPI) uses that information to trade or communicates it to a third party ("tipping").

Historic cases:

  • Martha Stewart (2001): sold her ImClone shares before the announcement of an FDA rejection, on a tip from her broker. Sentenced to 5 months in prison + 5 months house arrest. She avoided ~$45,000 in losses — prison for $45K.
  • Rajat Gupta (2012): former director of Goldman Sachs and McKinsey. Tipped Raj Rajaratnam (Galleon hedge fund) about Goldman's results before publication. Sentenced to 2 years in prison.
  • Raj Rajaratnam (2011): founder of Galleon Group. The largest insider trading case in history. Sentenced to 11 years in prison, $92.8M in restitutions and fines.
  • US Congress members: the STOCK Act (2012) prohibits insider trading by elected officials, but investigations are rare. Several senators were suspected of suspicious sales before the COVID crash (February 2020).

How to spot it (indirect signals):

  • Unusually large call option purchases just before a positive announcement (M&A, earnings beat)
  • Abnormal volume 1-3 days before a major announcement
  • Form 4 filings (insider transactions) show abnormal buying/selling by executives

Penalties: Up to 20 years in prison and $5M fine for an individual in the US. In France, the AMF can impose penalties up to 100M EUR. In practice, actual sentences range from 1 to 11 years in prison.

7
Cornering the Market
Accumulating enough of an asset to control its price

How it works: A player accumulates such a large position in an asset (or its derivatives) that they effectively control the available supply. Short sellers are then forced to buy back at any price ("short squeeze"), and the corner holder sets the price.

Historic cases:

  • Hunt Brothers — Silver (1979-1980): Nelson and William Hunt accumulated ~1/3 of the world's silver supply, pushing the price from $6 to $50/oz. COMEX changed the rules urgently ("Silver Thursday"), imposing liquidation only. The price collapsed. The Hunt Brothers went bankrupt. The episode led to Silver Thursday (March 27, 1980), one of the worst commodity crashes in history.
  • Porsche — Volkswagen (2008): Porsche secretly accumulated 74% of VW's capital through options. When it became public, shorts (>12% of the float) had to cover. VW briefly became the world's most valuable company ($1,000/share, $370B market cap). Porsche realized approximately 10B EUR in profit.
  • Reddit — GameStop (2021): a crowdsourced version of the corner. r/WallStreetBets collectively reduced the available float by buying and holding ("diamond hands"), forcing shorts to cover.

Penalties: Illegal under the Securities Exchange Act (market manipulation). But the line between an intentional corner and a "natural" short squeeze is difficult to prove. The Hunt Brothers were convicted of manipulation in 1988.

Manipulation Comparison

VIX & Volatility

The VIX: The Fear Index

Simple explanation

The VIX is the market's "fear thermometer." It measures how much investors expect the S&P 500 to move over the next 30 days. The higher the VIX, the more people are afraid. The lower it is, the more confident they are (sometimes overconfident). It's calculated from S&P 500 option prices — when options are expensive, it means people want protection, which means they're scared.

How the VIX is calculated

The VIX (CBOE Volatility Index) measures the 30-day implied volatility of the S&P 500. Specifically, it's a weighted average of the prices of all near and far options (puts and calls) on the SPX. The more expensive options are (because demand for protection increases), the higher the VIX climbs.

A VIX of 20 means the market expects a movement of +/-20%/year (roughly +/-5.8% over 30 days, or +/-1.3% per day). Mathematically: VIX / sqrt(252) = expected daily movement.

Key VIX levels

< 15

Calm / Complacency

Markets are excessively confident. The danger is that nobody is hedging. Historically, major corrections often start from a very low VIX. Example: VIX was at 10-12 in late January 2018 before "Volmageddon" (+300% in one day). Strategy: Buy protection (puts) when it's cheap. Stay invested but with tight stops.

15-20

Normal

Historical average. Markets are functioning normally. This is the "comfort zone" for the long-only investor. Strategy: Invest normally, DCA, no particular stress.

20-30

Nervousness

The market is worried. 5-10% corrections often occur in this zone. Options are more expensive. Strategy: Reduce position sizes, tighten stops, increase cash to 20-30%. Don't initiate new aggressive positions.

30-40

Fear

Crisis underway. Bear market, terrifying macro news, capitulation. Examples: COVID crash March 2020 (VIX 82), banking crisis 2023 (VIX 30). Strategy: Start looking for buying opportunities in quality names. "Be greedy when others are fearful." But don't catch the falling knife — wait for a sign of stabilization (VIX coming back below 30).

> 40

Panic

Total capitulation. Only happens a few times per decade. The best long-term buying opportunities are found here. VIX > 40 = buy blindly if you have a 3-5 year horizon. VIX 2008: 80+, VIX COVID: 82, VIX 2011 (EU debt crisis): 48. Those who bought the S&P 500 at every VIX > 40 gained an average of 25% in the following 12 months.

VIX Term Structure: Contango vs Backwardation

The VIX has a term structure — VIX futures contracts for different maturities have different prices:

Realized vs implied volatility

ConceptDefinitionMeasurementUsage
Implied Volatility (IV) What the market expects as future volatility Derived from option prices (VIX = IV of SPX) Option pricing, perceived risk measurement
Realized Volatility (HV) What actually happened in terms of movements Standard deviation of historical returns (20 days) Compare with IV to see if options are cheap or expensive
IV Rank Current IV position relative to the last 12 months 0-100% (0 = IV at lowest, 100 = at highest) IV Rank > 50% = options are "expensive" → sell options
IV Percentile % of days where IV was lower than today 0-100% More precise than IV Rank, preferred by options traders

VVIX: The volatility of the VIX

The VVIX measures the implied volatility of the VIX itself. It's the "fear of fear." A high VVIX (>120) means the market expects sharp VIX movements — therefore even sharper market movements. The VVIX is a leading indicator: it often rises before the VIX, providing an early warning signal.

The VIX / S&P 500 correlation

The VIX has an inverse correlation of approximately -0.80 with the S&P 500. When the market rises, the VIX falls (less demand for protection). When the market drops, the VIX spikes (rush to buy puts). But beware: this correlation is not perfect. The VIX can rise even when the market is rising slowly — if uncertainty is increasing (e.g., before an FOMC meeting or elections).

The classic mistake

Never trade the VIX directly via ETFs/ETPs like UVXY, SVXY, VXX. These products suffer massive "roll cost" due to permanent contango. UVXY has lost 99.9% of its value since inception. These are very short-term hedging tools (1-3 days), not investments. If you want protection, buy puts directly on SPY.

Go further: Part 5 — Advanced Strategies — Options, hedging and techniques to exploit volatility

Staying in Cash

"Cash Is a Position"

Warren Buffett

"Cash combined with courage in a crisis is priceless." At the end of 2024, Berkshire Hathaway held $334 billion in cash and T-bills — the largest war chest in history. Buffett doesn't hold this cash out of fear, but out of discipline: he waits for opportunities that justify deploying capital.

When to stay in cash

The opportunity cost of cash

Cash isn't free. Inflation erodes its value at roughly 2-3% per year in normal times. In 2022-2023 with inflation at 6-9%, every dollar in cash was losing real value. That's why cash should be earning a return:

VehicleYield ~2026LiquidityRiskFor whom
Livret A (France) 3.0% net Immediate Zero (government guaranteed) Everyone — capped at 22,950 EUR
LDDS (France) 3.0% net Immediate Zero Livret A complement — capped at 12,000 EUR
Money market funds 3.5-4.0% T+1 to T+3 Very low Beyond savings account caps
US T-Bills (SGOV ETF) 4.0-4.5% Immediate (ETF) EUR/USD currency risk Brokerage account with USD exposure
Euro funds (Life Insurance) 2.5-3.5% T+3 to T+30 Very low Tax advantage after 8 years

How much cash to keep?

Market PhaseVIXRecommended CashReason
Confirmed bull market < 18 10-15% Minimum safety to catch dips
Uncertain market 18-25 20-30% Reduce exposure, keep dry powder
Correction / Bear market 25-40 30-50% Protect capital, prepare for capitulation buys
Total panic > 40 Deploy the cash! This is when you should buy — gradually

Signals to re-enter the market

Don't confuse "being in cash" with "timing the market"

Being in cash is a temporary tactical decision (a few weeks to a few months). Timing the market — trying to sell at the top and buy back at the bottom — is a strategy that systematically fails. JPMorgan study: missing the 10 best days of the S&P 500 over 20 years reduces your return from +9.8%/year to +5.6%/year. Staying invested (with cash in reserve) beats market timing in 95% of cases.

Signal vs Noise

What Matters vs What Is Noise

The problem

You're bombarded with 500+ signals per day: tweets, alerts, breaking news, Telegram posts, YouTube videos, broker notifications. 95% of all that is noise. The real edge of a good investor isn't having more information — it's knowing which information to ignore.

What the market REALLY watches

SignalPrimary sourceFrequencyAvg SPX impactWhere to follow
Fed / FOMC federalreserve.gov 8x/year + minutes +/-1.5-2.0% CME FedWatch
CPI / Inflation BLS (bls.gov) Monthly (10th-14th) +/-1.0-1.5% FRED, TradingEconomics
NFP / Employment BLS (bls.gov) 1st Friday of month +/-0.8-1.2% FRED, Investing.com
Core PCE BEA (bea.gov) Monthly +/-0.7-1.0% FRED (the Fed's preferred inflation measure)
Earnings (Big Tech) SEC 10-Q filings Quarterly +/-2-5% (stock) Earnings Whispers, SEC EDGAR
Credit spreads FRED, ICE BofA Daily Leading recession signal FRED (BAMLH0A0HYM2)
Yield curve Treasury.gov Daily Inversion = recession in 12-18 months FRED (T10Y2Y)

What is NOISE (to ignore)

  • Crypto/finance influencers on TikTok/YouTube: most are paid to promote projects. Undisclosed conflicts of interest in 90% of cases.
  • "Tonight on CNBC": the guest analysts have a prediction hit rate statistically equivalent to chance. Entertainment is not information.
  • "VIP" Telegram groups: if someone truly had an edge, why would they share it with 5,000 strangers for $50/month?
  • Alarmist tweets: "CRASH IMMINENT!!!" has been published every week for 15 years. Even a broken clock is right twice a day.
  • "My barber told me that...": when the taxi driver tells you about his positions, it's a contrarian signal (Joseph Kennedy, 1929).
  • Year-end predictions: every December, banks publish their "S&P 500 targets for next year." The average error is 15%. Useless.

How to filter: the 3-question method

Before reacting to any information, ask yourself these 3 questions:

The post-hoc narrative trap

The market drops 2% on a Tuesday. That evening, the media explains: "Markets fall on geopolitical tensions." On Wednesday, the market rebounds 2%. The media: "Markets bounce on hopes for negotiations."

In reality, daily movements are often statistical noise. The media creates narratives after the movements to explain them (post-hoc rationalization). It's storytelling, not analysis. Real directional moves are measured over weeks and months, not days.

The "silent journal" strategy

Experiment to try

For 1 week, cut everything: no CNBC, no Finance Twitter, no Telegram, no finance YouTube channels. Check your positions only once per day (in the evening). Note your performance. Then compare with your average performance. If it's better (and it will be in 80% of cases), it means the noise was costing you money. Noise leads to overtrading, panic, and emotional decisions.

Reliable sources to bookmark

FRED (Federal Reserve Economic Data)
fred.stlouisfed.org — All US macro data. Free. Rates, inflation, employment, GDP, credit spreads. The #1 source for economic data.
SEC EDGAR
sec.gov/edgar — All filings from US-listed companies. 10-K (annual), 10-Q (quarterly), 8-K (events), 13F (institutional holdings), Form 4 (insider trades).
CME FedWatch Tool
cmegroup.com/fedwatch — Rate hike/cut probabilities for each FOMC meeting. Based on Fed Funds futures prices. Free.
CBOE (Options Data)
cboe.com — VIX, VVIX, put/call ratio, options volume. Reference volatility data.
Market Watch Scanner
articles.market-watch.xyz/scanner — Our daily algorithmic scanner. Regime detection, oversold, breakout, momentum. Updated every evening.

Go further: Part 2 — AI as a Research Tool — Using Claude, ChatGPT and Perplexity to filter noise and analyze stocks

Passing Fad or Megatrend?

Distinguishing a fad (3-6 months of hype) from an underlying trend (5-20 years of structural growth) is one of the most important skills in investing. Those who identified the internet in 1995, mobile in 2007, or the cloud in 2012 multiplied their capital by 10 to 100x. Those who invested in the metaverse in 2021 lost 80%.

The 6 current underlying trends (2025-2035)

Artificial Intelligence
Estimated TAM $1.8T by 2030. GAFAM AI CAPEX: $200B+ in 2025. Impacts: productivity, automation, healthcare, defense.
Aging Population
Japan, EU, China in demographic decline. Opportunities: healthcare, biotech, silver economy, robotics, home care.
Energy Transition
$4T in annual investments projected by 2030. Solar, wind, batteries, hydrogen, next-gen nuclear.
Cybersecurity
Cost of cyberattacks: $10.5T/year by 2025. Zero trust, SASE, XDR. Growing regardless of macro conditions.
Reshoring
Nearshoring, friendshoring. Post-COVID and post-geopolitical supply chains. Mexico, India, Eastern Europe.
Defense & Sovereignty
EU defense budgets: +25% in 2025-2026. Digital, space, and food sovereignty. Record orders for aerospace.

How to validate a trend

CriterionReal trendFad / Hype
TAM growth TAM multiplied by 5-10x in 10 years (verifiable) TAM projected on unrealistic assumptions
Corporate CAPEX GAFAM and industrials are investing massively Only pre-revenue startups are investing
Institutional adoption Pension funds, dedicated ETFs, specific indices Primarily retail and speculative adoption
Legislation Regulatory framework under construction (MiCA, AI Act, IRA) No legal framework, grey area
10-year horizon Will still be here in 10 years (AI, aging, energy) Will be a memory in 3 years (metaverse, NFT art)

Beware of overhyped megatrends

  • Metaverse (2021-2022): Meta spent $36B, lost $46B in market cap, and the concept remains marginally adopted. Companies rebranded "metaverse" to "spatial computing."
  • "Blockchain for everything" (2017-2022): supply chain blockchain, voting blockchain, identity blockchain — 95% of projects are dead. Blockchain remains relevant for finance (DeFi, stablecoins) but not for "everything."
  • Quantum Computing (2024-2026): real technology but commercially too early. Pure-play revenues (IONQ, RGTI) are negligible ($30-50M/year). Realistic horizon: 2030-2035.
  • Cannabis (2018-2020): legalization was supposed to create a $100B market. The black market is still dominant, regulations strangle margins, and Tilray/Canopy have lost 90%+.

The simple framework

If this trend will still be here in 10 years → invest (thematic ETFs, sector leaders).
If it will be a memory in 3 years → trade (short positions, tight stops, quick take-profits).
If you don't know → do nothing. Wait for validation signals to appear.

Our Daily Scanner automatically detects sectors in rotation and accelerating themes.

Market Seasonality

Markets follow seasonal patterns documented over more than a century. These patterns are not absolute laws, but statistical tendencies worth knowing — as long as you don't make them your sole strategy.

"Sell in May and Go Away"

Historically, markets perform better between November and April than between May and October. Over 100 years of S&P 500 data, the Nov-Apr period shows an average return of +7.1% vs +1.8% for May-Oct. But beware: ignoring 6 months of the market means missing opportunities and dividends. The "alpha" of this strategy is slim after transaction costs and taxes. Statistically true over a century, but barely actionable in practice.

The Santa Rally

The last week of December + the first 2 days of January historically shows an average return of +1.3% on the S&P 500. Commonly cited reasons: fund window dressing (buying winners to prettify annual reports), year-end tax optimism, reinvested bonuses, and low volumes that amplify bullish movements. When the Santa Rally doesn't materialize, it's historically a negative signal for Q1.

The January Effect

Historically the strongest month of the year. Small caps outperform particularly in January. The main reason: massive reinvestment after December tax-loss selling (tax-loss harvesting). Investors sell losers in December to crystallize tax losses, then buy back in January. This phenomenon is fading since it became well-known and algorithms exploit it.

Triple Witching

The 3rd Friday of March, June, September, and December corresponds to the simultaneous expiration of three types of contracts: index futures, index options, and stock options. Volume increases 2 to 3 times compared to a normal session, and volatility is heightened, especially in the last hour ("witching hour"). Practical tip: avoid opening new positions on these days unless you're an experienced trader. The movements are often erratic and don't reflect the underlying fundamental dynamics of the market.

Earnings Season

Earnings seasons follow a predictable calendar:

PeriodQuarter reportedKey weeksCharacteristics
January-February Q4 (Oct-Dec) Weeks 3-6 of the year Annual results, guidance for the following year
April-May Q1 (Jan-Mar) Weeks 16-20 First signals of the current year
July-August Q2 (Apr-Jun) Weeks 29-33 Mid-year review, guidance adjustments
October-November Q3 (Jul-Sep) Weeks 42-46 Pre-holiday season, Q4 forecasts

The first 2 weeks of each season are the most volatile. Post-earnings gaps are common (+/-5-15% on individual stocks). Tip: never take a new position the day before an earnings report, unless you have a very strong thesis and accept the gap risk.

Fed Calendar (FOMC)

The Fed holds 8 meetings per year (approximately every 6 weeks). The volatility pattern around FOMC meetings is well documented:

Key takeaway on seasonality

Don't try to trade seasonality in isolation. Use it as an additional filter, not as a primary strategy. For example: if your technical and fundamental analysis is bullish AND you're in a seasonally favorable period, that's a confluence of signals. But don't sell everything in May just because a saying tells you to. The best performance comes from the combination of multiple factors, not a single seasonal pattern.

Go further: Part 4 — The Art of the All-In — When and how to concentrate your capital on a mega-trend conviction

Global Market Specificities

Every Market Has Its Personality

Investing internationally isn't just about buying a "World" ETF. Every market has its own trading hours, regulatory specificities, dominant sectors, and unique risks. Understanding these differences is essential for intelligent diversification.

MarketIndicesKnown forStrengthsWeaknessesHours (Paris)
USA (NYSE/NASDAQ) S&P 500, Nasdaq-100, Dow Jones Tech, innovation, maximum liquidity Deepest and most liquid market in the world, high reporting standards Often stretched valuations, sensitive to the Fed 3:30 PM-10:00 PM
Europe (Euronext, XETRA) STOXX 600, CAC 40, DAX 40 Luxury, industrials, banks, energy Generous dividends, reasonable valuations Lower growth, bureaucracy 9:00 AM-5:30 PM
UK (LSE) FTSE 100 Mining, pharma, financials High dividends, global exposure Brexit effects, volatile pound sterling 9:00 AM-5:30 PM
Japan (TSE) Nikkei 225, TOPIX Auto, electronics, robotics Industrial innovation, cash-rich companies Deflationary culture, corporate governance improving 1:00 AM-7:00 AM
China (SSE, SZSE) CSI 300, Hang Seng Tech (BABA, JD, BIDU), EV, solar Immense domestic market, growth Regulatory risk (CCP), opacity, VIE structure 2:30 AM-9:00 AM
India (BSE, NSE) Nifty 50, Sensex IT services (TCS, Infosys), pharma Favorable demographics, 6-7% GDP growth Bureaucracy, volatile rupee, retail-dominated 4:45 AM-11:15 AM
South Korea (KRX) KOSPI Semiconductors (Samsung, SK Hynix), batteries Global sector leaders "Korea discount" (chaebols, NK geopolitics) 1:00 AM-7:30 AM
Brazil (B3) Ibovespa Commodities (Vale, Petrobras), banks Rich in natural resources Political volatility, Brazilian real, inflation 2:00 PM-9:00 PM
Middle East (Tadawul) Tasi, ADX Oil (Aramco), real estate Transformations (Vision 2030), zero taxation Oil concentration, geopolitics, liquidity 10:00 AM-3:00 PM

Chinese ADRs: The Special Case

Chinese companies listed in the United States via ADRs (American Depositary Receipts) use a legal structure called VIE (Variable Interest Entity). This is a subject that deeply divides investors and must be understood before investing a single dollar.

What is the VIE structure?

Chinese law prohibits foreigners from directly holding shares in certain Chinese companies (telecom, media, internet). To circumvent this restriction, companies create an offshore entity (in the Cayman Islands) that signs control contracts with the Chinese operating entity. As an ADR shareholder, you do not own shares in the Chinese company itself — you own shares in the offshore shell that has contracts with the company.

The #1 risk of Chinese ADRs

The Chinese Communist Party (CCP) can, at any time, declare the VIE structure illegal — and your stock would go to zero. This is not a theoretical risk: in 2021, the CCP brutally regulated the private education sector (New Oriental, TAL Education), wiping out 90%+ of these companies' value overnight.

The valuation discount

Due to these risks, Chinese companies trade at a massive discount compared to their American peers:

This discount reflects the structural VIE risk + CCP regulatory risk + delisting risk.

The delisting risk (HFCAA)

The Holding Foreign Companies Accountable Act (HFCAA) requires that the SEC be able to audit the accounts of companies listed in the US. China has historically refused this access. In 2022, an agreement was reached, but it can be revoked at any time. If audit access is denied, the SEC can delist Chinese ADRs.

Dual listing: the solution

Many Chinese companies have also listed in Hong Kong (Alibaba: 9988.HK, JD: 9618.HK, Baidu: 9888.HK). These listings offer a safer alternative with a more transparent jurisdiction, even if liquidity differs. In the event of a US delisting, ADR holders could convert to HK shares.

The two camps

"Uninvestable" Camp"Deep Value" Camp
The VIE risk is existential and unquantifiable The 50-70% discount more than compensates for the risk
You can't trust Chinese accounting figures The Big 4 audit these companies (Deloitte, PwC, EY, KPMG)
The CCP can confiscate value at any time The CCP has an interest in maintaining foreign investor confidence
Charlie Munger, Soros reduced/exited their Chinese positions Michael Burry, David Tepper bought BABA/JD massively

Both camps have valid arguments. The question isn't who is right, but what level of risk you are willing to accept.

Practical advice

If you decide to invest in Chinese ADRs: limit exposure to a maximum of 5% of your portfolio, prefer Hong Kong-listed shares when possible, and closely monitor US-China relations. Never invest an amount whose total loss would put you in difficulty.

Leading and Lagging Sectors by Cycle

The economy follows cycles (expansion → peak → contraction → trough → recovery) and each phase favors different sectors. Understanding this rotation is a major advantage for positioning your portfolio.

Sector rotation by economic phase

Economic phaseLeading sectorsLagging sectorsLeading indicator
Early expansion Financials, industrials, consumer discretionary Utilities, healthcare PMI > 50 rising
Late expansion Tech, energy, materials Financials PMI > 50 but flattening
Early contraction Healthcare, consumer staples, utilities Tech, consumer discretionary PMI < 50, inverted yield curve
Late contraction / Recovery Financials, small caps, industrials Energy, materials PMI < 50 but rising

Leading economic indicators

These indicators give signals BEFORE the market reacts. Mastering them puts you ahead of the cycle:

IndicatorWhat it measuresSignalHistorical reliability
ISM Manufacturing PMI US industrial activity < 50 = contraction, > 50 = expansion Very high — leads GDP by 2-3 months
Yield Curve (10Y-2Y) Spread between long and short rates Inverted = recession in 6-18 months Track record 7/7 since 1970
Initial Jobless Claims New unemployment filings Sustained rise = slowdown High — weekly, very responsive
Copper ("Dr. Copper") Global industrial demand Decline = economy slowing Good — China = 50% of global demand
Baltic Dry Index Dry bulk shipping freight cost Decline = industrial demand falling Good — non-manipulable (real freight contracts)
Credit Spreads (HY) Rate spread between risky and safe bonds Widening = financial stress Very high — precedes crises by 3-6 months
Housing Starts New housing construction starts Collapse = recession approaching High — housing is the first sector hit
Consumer Sentiment Consumer confidence (Michigan, Conference Board) Drop = spending cuts ahead Average — consumers are sometimes irrational

In practice

Don't try to predict exactly when the cycle turns. Instead, use these indicators as a dashboard: when 3 or 4 indicators point in the same direction, it's a strong signal. Our Daily Scanner automatically integrates market regime detection (RiskOn, Neutral, RiskOff) based on these indicators.

Commodity Volatility

Commodities are a world apart with their own logic. They react to weather, geopolitics, physical inventories, and agricultural cycles — factors that equity markets often ignore.

The major commodity families

CommodityAnnual volatilityKey factorsCalendar
Oil (WTI, Brent) 30-40% OPEC, EIA inventories (Wednesday), Middle East geopolitics, energy transition EIA inventories every Wednesday 10:30 AM ET
Gold 15-20% Counter-cyclical, correlated with real rates (nominal rate - inflation), safe haven Reactive to Fed announcements and geopolitics
Copper (Dr. Copper) 20-30% Economic indicator, China demand = 50% of global, energy transition China PMI (1st of month), LME inventories
Wheat / Corn / Soy 25-35% Strong seasonality (planting/harvest), weather risk, Ukraine/Russia = 30% of global wheat USDA reports (monthly), planting season (Apr-Jun), harvest (Sep-Nov)
Natural gas 50%+ Extreme volatility, EIA inventories (Thursday), heating season (Oct-Mar), weather EIA inventories every Thursday 10:30 AM ET

Contango vs Backwardation: why commodity ETFs underperform

A crucial concept that most investors overlook: commodity ETFs don't hold the physical commodity (except physical gold ETFs). They hold futures contracts that expire each month. At expiration, they must "roll" to the next contract.

SituationDefinitionImpact on ETFFrequency
Contango The next month's future is more expensive than the current month The ETF loses money on every roll (buys higher, sells lower) ~70-80% of the time for oil
Backwardation The next month's future is cheaper than the current month The ETF makes money on the roll (buys cheaper) ~20-30% of the time

Practical consequence: the USO ETF (oil) has lost more than 90% of its value since inception, while oil itself has returned to similar levels. The roll cost in contango eats the performance. For commodities, prefer producer stocks (e.g., ExxonMobil for oil, Barrick Gold for gold) rather than commodity ETFs directly — except for physical gold (GLD, IAU).

Simple rule for commodities

Gold: hold physically (ETFs backed by physical gold: GLD, IAU, or bullion). It's the only commodity that works well as an ETF because there's no roll cost.
Oil, gas, agricultural: prefer producer stocks or sector ETFs (XLE, XOP) rather than commodity ETFs directly.
Copper: excellent economic indicator, but for direct investment, go through miners (Freeport-McMoRan, BHP).

Political Risk

Political Risk: The Unexpected Event

The fundamental principle

"Markets climb a wall of worry." The risk is not the expected event — it's the unexpected one. When everyone is talking about a risk, it's already priced in. It's the black swan that nobody anticipates that causes the real crashes.

Trump & social media

Since 2017, Donald Trump's tweets (and now Truth Social posts) have had a measurable impact on markets. Documented examples:

Absolute rule

NEVER trade on a tweet or Truth Social post. Wait 24 to 48 hours to see if the market confirms the move. 60% of political announcements are modified, nuanced, or cancelled within 48 hours. If you sell in tweet-panic, you're selling at the worst possible time.

Geopolitics: the 4 key theaters

TheaterEconomic stakesImpacted sectorsHow to hedge
Ukraine / Russia Energy (gas), wheat, fertilizers, titanium Energy (XLE), defense, agriculture Long oil/gas, long European defense (Safran, Rheinmetall)
Taiwan / China Semiconductors (TSMC = 90% of advanced chips) Tech, semiconductors, Apple, NVIDIA Diversify away from TSMC, long Intel/Samsung, long defense
Middle East Oil (Strait of Hormuz = 20% of global oil) Energy, transportation, airlines Long oil (USO), long gold (GLD)
US / China (tariffs) Global trade, supply chains Tech, consumer discretionary, industrials Long nearshoring (Mexico ETF), long domestic US (IWM)

Electoral cycle and markets

The US presidential cycle is one of the most documented patterns in finance:

In France, the cycle is similar: European markets perform better in the 12-18 months preceding a French presidential election (anticipation of pro-business reforms). Calendar to watch: presidential 2027, legislative elections (always possible through dissolution).

Regulation: the hidden risk

International sanctions

Sanctions (OFAC in the US, EU blacklists) directly impact emerging markets and exposed companies. Example: anti-Russia sanctions (2022) forced the closure of the Moscow Exchange to foreign investors — billions of EUR in European portfolios were trapped. Always check the geopolitical exposure of your investments before buying, especially in emerging markets (China, Russia, Turkey, Brazil).

Regulators & Where to Find Information

Global Financial Regulators

Why care about this

Regulators are your allies. They require companies to publish verified financial information, punish manipulators, and protect retail investors. Knowing where to look for regulated information (filings, insider trades, short positions) gives you a legal informational advantage over 95% of investors who rely solely on Twitter.

RegulatorCountry / ZoneOfficial websiteWhat's useful there
SEC United States sec.gov/edgar 10-K, 10-Q, 8-K, 13F (holdings), Form 4 (insider), enforcement actions
FINRA United States (brokers) brokercheck.finra.org BrokerCheck: verify your broker's history, client complaints, sanctions
AMF France amf-france.org BDIF database (financial documents), blacklist of unauthorized sites, sanctions
FCA United Kingdom register.fca.org.uk Register: check if a broker/product is authorized in the UK
BaFin Germany bafin.de KID documents, prospectuses, product alerts
ESMA European Union esma.europa.eu MiFID II compliance, short selling bans, position limits, ETF register
CSRC China csrc.gov.cn Trading suspensions (frequent), IPO approvals, short selling regulation

How to use SEC EDGAR concretely

EDGAR is the investor's gold mine. Here are the most important filings:

AMF: what's useful for a French investor

FINRA BrokerCheck: verify your broker

Before opening an account with a US broker, type its name into BrokerCheck. You'll find: client complaints, disciplinary actions, arbitrations, and track records. If a broker has 50 complaints, run. It's free and can save you from entrusting your savings to a fraud.

Islamic Finance & Sharia Compliance

Investing in Sharia Compliance

Why this section

Sharia-compliant investing concerns 1.8 billion Muslims worldwide, including ~6 million in France. It's also an interesting investment lens for non-Muslims: sharia criteria favor low-debt companies and avoid the most speculative sectors — which has historically delivered good risk-adjusted performance.

Halal screening criteria

CriterionThresholdReason
No interest (riba) Core business is not conventional lending/banking Interest is considered usury in Islam
Excluded sectors No alcohol, tobacco, gambling, pornography, conventional weapons Activities considered harmful (haram)
Debt / assets ratio < 33% (total debt / market capitalization) Excessive debt is discouraged — debt generates interest
Impure revenue < 5% of total revenue A small % of non-compliant revenue is tolerated if "purified"
Cash / Assets < 33% (cash + interest-bearing securities / market cap) Avoid companies that are essentially "disguised banks"
Receivables / Assets < 49% (accounts receivable / market cap) Limit exposure to inter-company debts

Sharia-compliant indices

Available halal ETFs

ETFTickerExposureFees (TER)Shariah Board
Wahed FTSE USA Shariah ETF HLAL US equities (halal large cap) 0.50% Wahed Invest Shariah Board
SP Funds S&P 500 Sharia SPUS S&P 500 Shariah 0.49% S&P Shariah Advisory
SP Funds Dow Jones Global Sukuk SPSK Sukuk (Islamic bonds) 0.55% DJ Sukuk Index
Saturna Al-Kawthar Global Focused Equity APTS Global halal equity 0.79% Saturna Capital Shariah Board
iShares MSCI World Islamic UCITS ETF ISWD MSCI World Islamic (EU) 0.30% MSCI Islamic Advisory

Halal screening platforms

Performance: sharia vs conventional

Contrary to common belief, sharia investing has historically outperformed or matched conventional investing:

Revenue purification

Even "halal" companies can have a small percentage of non-compliant revenues (bank interest on cash, advertising revenue from gambling sites, etc.). Purification involves calculating this percentage and donating the equivalent of your dividends as sadaqah (charitable donation).

Example: If a company has 2% impure revenues, and you receive $100 in dividends, donate $2 as sadaqah. The Zoya and Musaffa apps automatically calculate the amount to purify.

For non-Muslims

Sharia criteria are an interesting quality filter even if you're not Muslim. Low-debt companies (debt < 33%), no speculative sectors, no pure finance = a bias toward solid companies. It's similar to ESG criteria but with a different approach and historically stricter standards on debt.

Getting Started: From Knowledge to Action

Putting It Into Practice

You now have the keys to understand who does what in the markets, spot the traps, and read the signals. But theory without practice is worthless. This section is your concrete roadmap: opening the right account, practicing risk-free, and optimizing your taxes from your very first euro invested.

Opening an Account: PEA, CTO, or Life Insurance?

In France, you have three "wrappers" for investing in the stock market. Choosing the right wrapper is more important than choosing your stocks — it determines how much tax you'll pay on your gains over the next 20, 30, or 40 years.

Comparison of the 3 Wrappers

Wrapper Taxation Investment Universe Cap Best for?
PEA 0% income tax after 5 years
(17.2% social contributions only)
EU stocks + PEA-eligible ETFs €150,000 in deposits Everyone — absolute top priority
CTO 30% flat tax (PFU)
(12.8% income tax + 17.2% social)
Everything: US stocks, options, crypto, global ETFs Unlimited Access to US markets and complex products
Life Insurance Tax advantages after 8 years
(€4,600 allowance / €9,200 for couples)
Funds/ETFs via unit-linked + euro funds Unlimited Estate planning, precautionary savings

Best PEA Brokers in France

The choice of broker depends on your profile. Here are the main players dominating the French market:

Broker PEA CTO Fee / order Ideal for
Boursorama €1.99 (Découverte offer) PEA + everyday banking
Fortuneo €0 (1 order/month < €500) Budget-conscious investors
Bourse Direct €0.99 Lowest fees on the market
Trade Republic €1 Mobile app, automatic savings plans
Interactive Brokers $1 minimum Active traders, options, global access

The tip worth thousands of euros

Open your PEA NOW, even with just €10. The 5-year tax clock starts on the opening date, not on your first investment. If you open today and don't invest for another 2 years, you'll only have 3 years left to wait for the income tax exemption. Every day you delay is a day lost. It takes 15 minutes online.

Practice with Paper Trading

An airline pilot doesn't take their first flight with 200 passengers on board. They spend hundreds of hours on a simulator. Paper trading is your flight simulator. You trade with fake money under real market conditions — same prices, same order books, same volatility. The only thing missing: the emotion of losing real money. And that's precisely why it's essential.

Paper trading allows you to:

Recommended Platforms

TradingView

FREE

Paper Trading built right into the charts. The most intuitive interface on the market. Perfect for getting started: click "Paper Trading" at the bottom of the chart and you're off.

Interactive Brokers

PAPER ACCOUNT

Paper account with the same tools as the real account — Trader Workstation, access to all global markets, options, futures. More technical, but it's the exact environment you'll use in real trading.

The 30-Trade Rule

Set yourself a clear goal: 30 documented paper trades in a journal before risking a single cent of real money. For each trade, note: the entry reason, the stop loss, the target, the result, and most importantly how you felt. After 30 trades, you'll have a real win rate (not an imaginary one), an average R/R ratio, and you'll know if your method works. Most beginners who skip this step lose their capital within 6 months.

Go further: Part 2 — The Stock Picking Guide — Ready to pick your first stocks? 4 methods explained step by step

Transparent ETFs: Learn by Watching the Pros

Before actively trading, there's a shortcut few beginners know about: observing how professional fund managers run their funds. Some ETFs publish their positions and movements daily. It's like having access to a Michelin-star chef's order notebook — for free.

ARK Invest (ARKK, ARKW, ARKG)

Cathie Wood publishes every trade by email — free subscription at ark-invest.com. Even though her performance is debatable (the fund lost 75% between 2021 and 2022), it's a free real-time stock picking course. You see exactly which stocks she buys, sells, and in what quantities. Analyze her decisions, compare with yours, and draw your own conclusions.

DAILY TRADES INNOVATION / TECH

iShares by BlackRock (IWDA, CSPX, IUIT)

Complete positions updated daily on ishares.com. BlackRock manages $10 trillion — when they publish the exact composition of their ETFs, it's a goldmine for understanding how an index is built, how weightings evolve, and which sectors truly dominate the global market.

FULL POSITIONS GLOBAL INDICES

Amundi ETF (CW8, PAEEM, CL2)

Compositions available on amundietf.fr, updated daily. These are the most popular PEA-eligible ETFs in France. CW8 (MSCI World) is often the first ETF in a PEA — following its composition teaches you concretely what "global diversification" means: 1,500+ companies across 23 developed countries.

PEA-ELIGIBLE TOP FRANCE

Tax Optimization: What Your Banker Won't Tell You

Taxation is the invisible enemy of performance. Two investors with the same portfolio can have radically different outcomes depending on the wrapper chosen and the optimizations applied. Here are 7 concrete levers to keep more of what you earn.

1

Open your PEA as early as possible

The 5-year clock starts at opening. Even with €10. Even if you don't know what to buy yet. Every day you wait is a day lost fiscally. If you're 25 and open now, by 30 your PEA will be "mature" and all your future gains will be exempt from income tax.

2

Fill the PEA before the CTO

Maximum €150,000 in deposits on PEA. As long as the PEA isn't full, every euro invested in a CTO pays 30% tax instead of 17.2%. On a €50,000 gain, that's a €6,400 difference. Fill the PEA first, CTO second.

3

Offset gains and losses on CTO

If you have both capital gains AND unrealized losses on your CTO, sell the losing positions in December to "crystallize" the loss. It deducts from your gains. Carry-forward possible for 10 years.

Example: +€5,000 in gains and -€3,000 in losses → you only pay tax on €2,000 (€600 flat tax instead of €1,500). Savings: €900.

4

NEVER withdraw from PEA before 5 years

Withdrawal before 5 years = PEA closure + 30% flat tax on all gains. You lose the wrapper and the tax advantage in a single move. After 5 years, partial withdrawals are allowed without closure — you only pay 17.2% social contributions on withdrawn gains.

5

Always declare your losses

Your broker issues an IFU (tax statement) every year. Capital losses can be carried forward for 10 years. If you lose €5,000 in 2026 and gain €8,000 in 2027, you'll only be taxed on €3,000 in 2027. Never leave a capital loss undeclared — it's money the taxman owes you.

6

The compounding effect of dividends in PEA

Dividends received in a PEA are reinvested without any taxation. On a CTO, each dividend is taxed at 30% before reinvestment. Over 20 years, this compounding difference is colossal.

Illustration: €10,000 invested at 8%/year with 2% dividend. After 20 years, the PEA is worth ~€46,600. The CTO, after annual dividend taxation, ~€42,100. Difference: €4,500 — just from dividends.

7

Watch out for US withholding tax

Dividends from US stocks in a PEA are subject to a 15% withholding tax (FR-US tax treaty) that is NOT recoverable. This withholding is invisible — it's deducted before the dividend reaches your account.

Solution: favor accumulating ETFs (that reinvest dividends rather than distributing them) for your US exposure. An accumulating S&P 500 ETF (e.g., CSPX, PE500) reinvests dividends internally, minimizing the tax leakage.

Important reminder

Tax rules change. The rules described here are those in effect in 2026. Always consult impots.gouv.fr or a tax advisor for your personal situation. This article is informational, not personalized tax advice.

Quiz: Test Your Knowledge

12 Questions to Validate This Part

Click on each question to reveal the answer. Goal: at least 10/12 before moving on to Part 2.

1. What type of player represents 50-70% of total volume on US equity markets?
HFTs (High-Frequency Traders) and algorithms. They execute millions of orders per day, hold positions for milliseconds to seconds, and account for the majority of volume. Retail only represents 20-25%, and traditional institutionals 20-25% as well. The total exceeds 100% because each transaction involves two parties.
2. What is a pump & dump? How do you spot one?
A pump & dump is a manipulation where a group secretly accumulates an asset, launches an aggressive promotion campaign (social media, Telegram, YouTube), drives up the price through the influx of new buyers (FOMO), then sells at the top. Signs: micro-cap with no fundamentals, aggressive promotion by non-financial influencers, typical vocabulary like "moonshot", "gem", "1000x", volume exploding without news, and above all — if the info comes from a "VIP" Telegram group, you're already late.
3. The VIX is at 38. What do you do?
You start looking for buying opportunities, but with discipline. VIX at 38 = high fear. Historically, investors who bought the S&P 500 when the VIX was > 35 gained an average of +25% in the following 12 months. But: don't catch the falling knife — wait for a sign of stabilization (VIX starting to come back down, hammer candle, capitulation volume). Enter gradually (1/3, then 1/3, then 1/3). And only invest capital you can lock up for 1-3 years.
4. What is the difference between VIX contango and backwardation?
Contango (normal, 80% of the time): far-dated VIX futures are more expensive than VIX spot. The market expects more uncertainty in the future. This is the default state.
Backwardation (alert, 20% of the time): VIX spot is higher than futures. The market is in acute stress right now. It's a powerful signal of extreme fear. When backwardation resolves, it's often a good buying point.
5. A TikTok influencer recommends a crypto token "before it's too late." Signal or noise?
Pure noise — and probably a pump & dump. A TikTok influencer has no obligation to disclose their conflicts of interest. In 90% of cases, they're compensated (in tokens or cash) to promote the project. Their followers are the "exit liquidity" — the last buyers before the dump. Rule: never invest on the recommendation of a non-professional, especially in crypto.
6. How do you distinguish an underlying trend from a passing fad?
5 criteria: (1) The TAM (total addressable market) is growing verifiably over 10+ years, not just projected. (2) GAFAM and industrials are investing massively (CAPEX). (3) Institutionals are creating dedicated ETFs and indices. (4) A regulatory framework is being built (favorable legislation). (5) The ultimate test: will this trend still be here in 10 years? AI, aging, energy transition = yes. Metaverse, NFT art = probably not.
7. Trump posts on Truth Social that he'll impose 50% tariffs on China. What do you do?
NOTHING for 24-48 hours. That's the absolute rule. 60% of political announcements are modified, nuanced, or cancelled within 48 hours. The market will probably drop 1-2% on the news, then partially bounce when nuances emerge. If you sell in panic, you're selling at the worst possible time. Wait, evaluate, and only make decisions based on confirmed facts — not social media posts.
8. Which regulator do you consult to verify insider trades of a US-listed company?
The SEC, via EDGAR — specifically Form 4 filings. Every stock purchase or sale by an executive (officer, director, 10%+ shareholder) of a US-listed company must be reported within 2 business days on EDGAR. It's the most reliable signal: when a CEO massively buys their own stock with personal money, they strongly believe in the company's future. Site: SEC EDGAR Form 4
9. What are the main criteria for a stock to be considered halal (sharia-compliant)?
5 main criteria: (1) Core business must not be based on interest (riba) — no conventional banks. (2) Excluded sectors: alcohol, tobacco, gambling, pornography, weapons. (3) Debt / market cap ratio < 33%. (4) Non-compliant revenues < 5% of total revenue. (5) Cash (cash + interest-bearing securities) / market cap < 33%. Apps like Zoya and Musaffa do this screening automatically.
10. When is it smart to hold 30-50% of your portfolio in cash?
During a correction or bear market (VIX between 25 and 40). Being in cash is a temporary tactical decision, not a permanent strategy. The 5 signals: (1) VIX > 30 without a clear catalyst. (2) No valid technical setup on your screener. (3) Personal drawdown > 15%. (4) Major macro uncertainty (hawkish FOMC, elections, war). (5) After a big winning streak (avoid overtrading). Warning: don't confuse "being in cash" with "timing the market." Cash should earn a return (savings accounts, money market funds) and the duration should be limited (weeks to months, not years).
11. What is the main risk of Chinese ADRs (Alibaba, JD.com, Baidu) listed in the United States?
The main risk is the VIE (Variable Interest Entity) structure. When buying a Chinese ADR, you don't directly own shares in the Chinese company. You own shares in an offshore shell (Cayman Islands) linked to the Chinese entity through contracts. The Chinese Communist Party (CCP) can at any time declare this structure illegal, which would send the stock value to zero. This isn't theoretical: in 2021, the CCP destroyed 90%+ of the private education sector's value (New Oriental, TAL). Add delisting risk (HFCAA) and accounting opacity. Advice: limit exposure to 5% max of portfolio and prefer Hong Kong listings.
12. What does an inverted yield curve indicate, and what is its historical track record?
An inverted yield curve means short-term rates (2-year) are higher than long-term rates (10-year). Normally, lending long-term pays more than short-term (temporal risk premium). When this relationship inverts, it means the market anticipates a recession within 6 to 18 months. Its track record is exceptional: 7 recessions predicted out of 7 since 1970, making it the most reliable leading indicator in modern financial history. The 10Y-2Y spread is tracked on FRED (code T10Y2Y). Caution: timing remains imprecise — the recession can take 6 to 18 months to materialize after the inversion.

Sources & Recommended Reading

Market microstructure: Michael Lewis, "Flash Boys" (2014) — the investigation that revealed the world of HFT to the general public.
Manipulations: Zvi Bodie, Alex Kane, Alan Marcus, "Investments" (12th ed.) — the reference textbook on financial markets.
Volatility: Sheldon Natenberg, "Option Volatility and Pricing" — the bible of volatility and option pricing.
Noise vs Signal: Nassim Nicholas Taleb, "Fooled by Randomness" — why we constantly confuse noise and signal.
Trends: Peter Thiel, "Zero to One" — how to identify companies that create new trends.
Geopolitics: Ray Dalio, "The Changing World Order" — understanding geopolitical cycles and their market impact.
Islamic finance: Mufti Taqi Usmani, "An Introduction to Islamic Finance" — the foundational text of modern Islamic finance.

Complete Series: Getting Started in the Stock Market

Part 1 — Understanding the Market : Players, manipulations & signals (you are here)
Part 2 — The Stock Picking Guide : 4 simple methods to choose your stocks
Part 3 — Building Your Portfolio : Number of positions, diversification, risk management
Part 4 — The Art of All-In : When and how to concentrate capital on a conviction
Part 5 — Advanced Strategies : Options, hedging, and pro techniques
Part 6 — Recovering from a Heavy Loss : Psychology, recovery plan and adaptive sizing

Disclaimer: This guide is provided for educational purposes only. It does not constitute personalized investment advice. Past performance is not indicative of future results. Investing in the stock market involves risks of capital loss. The examples of manipulations and case studies are pedagogical illustrations and do not constitute buy or sell recommendations. The section on sharia compliance is provided for informational purposes and does not replace the advice of a qualified scholar (mufti) on matters of Islamic jurisprudence. Market Watch is not a registered investment advisor. Consult a licensed financial advisor before making any investment decision.

Back to Market Watch  ·  Getting Started in the Stock Market Series  ·  February 2026

Getting Started in the Stock Market1/6
Who Really Moves the…The 7 Manipulations…"Cash Is a Position"What Matters vs What…Passing Fad or Megat…Every Market Has Its…Political Risk: The…Global Financial Reg…Investing in Sharia…Putting It Into Prac…Quiz