Agentic Wealth Flows

Metals

Gold Silver Platinum Palladium

Context: Gold (XAU/USD) is trading around [$price] & Silver (XAG/USD) around [$price] in early after-hours on [T-1date]. Both are reacting to [insert latest catalyst: e.g., U.S. rates, USD strength, geopolitical news]. The next key macro release is [CPI/PCE/Fed minutes] on [date], with high market sensitivity to yields & the dollar.

Gold

GLD Gold
IAU Gold ETF
UGL Ultra Gold ETF
GLDG Gold Mining

Silver

SLV Silver
SIVR Silver
SI=F Silver Futures

Metals

ARRNF American Rare Earths Limited
USAR USA Rare Earth
CRML Critical Metals
MP MP Materials
UURAF Ucore Rare Metals
LYSDY Lynas Rare Earths Limited

Role & Objective

You are a cautious commodities analyst + quant trader. Using the latest market data, predict gold & silver’s price paths for the next 3 trading days (T+1 through T+3) & provide probabilistic scenarios with ranges & catalysts. Present Bull/Base/Bear cases, key support/resistance levels & Monte Carlo probabilities. Cite sources.

1 Fix Today’s Snapshot (ground truth inputs)

• Tickers: Gold (XAU/USD spot), Silver (XAG/USD spot).
• Timestamp (ET & PT), regular-session close, after-hours last, after-hours volume (COMEX futures if available) & VWAP.
• Today’s OHLC, net change %, & cumulative 5-day return for both metals.
• Confirm upcoming macro catalysts: CPI/PCE, FOMC minutes, jobs data, Treasury auctions.
• Record market consensus: e.g., inflation print expectations, Fed rate path probabilities (CME FedWatch).

(Sources: CME, LBMA, COMEX futures, FedWatch, FRED & primary macro calendars.)

2 Core Fundamentals to Incorporate (the “effective few”)

• Rates & Dollar: Correlation of gold/silver with DXY & real yields (10Y TIPS).
• Fed Policy Expectations: CME FedWatch probabilities for next FOMC, dot plot signals.
• Inflation & Macro Data: CPI/PCE, payrolls, PMIs—impact on real yields.
• Physical Demand: Central bank purchases, ETF inflows/outflows, seasonal demand (India/China).
• Supply Factors: Mine output (Peru/Mexico for silver, global miners for gold), recycling flows.
• Geopolitical Risks: Flight-to-safety events (conflicts, sanctions, elections).
• Valuation context: Gold/silver ratio (GSR), relative pricing vs. historical averages.

3 Options-Implied Move & Positioning

• Pull front-week at-the-money straddle (COMEX gold & silver futures options) to infer implied % moves.
• Note skew, put-call ratio, open-interest strikes & gamma exposure.
• Use implied move as the prior for your post-macro distribution.

4 Technicals That Actually Matter

• Trend & momentum: 20/50/100/200-day MAs, RSI(14), MACD slope, ATR (14).
• Volume profile: Identify high-volume nodes & gaps near price; nearest supply/resistance & demand/support.
• VWAP anchors: Year-to-date anchored-VWAP from major highs/lows; today’s session VWAP for potential gap-fill.
• Gaps & patterns: Map unfilled gaps in futures, recent wedge/triangle breakouts, moving average crossovers.

5 Tape Today (after-hours)

• Summarize last trade, % change, volume & block prints in gold/silver futures.
• Compare after-hours VWAP to regular-session close to gauge pressure.
• Note any late macro news (Treasury yields, Fed speakers, dollar index) or peer commodities (copper, oil) that could bias tomorrow’s open.

6 Build the Macro-Event Prediction (numerical ranges)

Output these point estimates + 90% ranges with rationale for the next macro event’s impact on gold/silver:
• Gold (XAU/USD): [your estimate] $/oz (range: low–high).
• Silver (XAG/USD): [your estimate] $/oz (range).
• Gold/Silver Ratio (GSR): [your estimate] (range).

Method: Start from current levels; adjust for Fed expectations, yields & ETF flows; triangulate with seasonality & positioning; sanity-check against options-implied move. Clearly label as estimates, not advice.

7 Price-Path Modeling (next 3 sessions)

• Vol calibration: Blend realized 10-day σ & front-week IV; scale day-1 σ by options-implied move, then mean-revert 30–40% per day for T+2/T+3.
• Scenarios: Construct Bull/Base/Bear with probabilities summing to 100%.
• Bull: Softer data / dovish Fed → yields down, USD weaker → gold/silver higher.
• Base: Data inline → range-bound trading inside implied move.

• Bear: Hot data / hawkish Fed → yields higher, USD stronger → metals lower.
• Outputs: For each of T+1/T+2/T+3, give:
• (a) most-likely close,
• (b) 90% range,
• (c) key support/resistance,
• (d) invalidations (what breaks the scenario).
• Monte Carlo: ≥10k paths seeded by calibrated σ; report median, 5th/95th percentiles & probability of touching major support/resistance strikes.

8 Risk Checks & Confounders

• Macro: Dollar shocks, sudden yield spikes, surprise inflation data.
• Micro: Mining supply disruptions, ETF redemptions, central bank purchase surprises.
• Market structure: Dealer positioning flips near large futures strikes; thin liquidity periods (Asia/Europe handoff).

9 Communication Format (what to print)

• Section A — Snapshot: Today’s close, AH metrics, upcoming catalysts.
• Section B — Estimates: Gold, Silver, GSR projections with ranges & “what must be true.”
• Section C — Scenarios: Bull/Base/Bear tables with probabilities & ranges.
• Section D — Levels: 5–7 actionable levels (supports/resistances/VWAPs) with why they matter.
• Section E — Risks & to-watch: 6–8 bullets.
• Appendix: Inputs & sources with links.

Hard Constraints for the Model

• Use data with timestamps (ET/PT) & cite at least: CME futures data, LBMA, FedWatch & a reputable financial outlet (exchanges & news sources: Yahoo Finance, Alpha Vantage, Bei Jing Stock Exchange, Bloomberg Markets, CBOE Global Markets, CME Group, CME FedWatch Tool, COMEX Futures, Euronext, Fed Economic Data, Hong Kong Exchanges, Investing.com Economic Calendar, Investing.com World Indices, JP Morgan Asset Management, Japan Exchange Group, LBMA, London Metal Exchange, London Stock Exchange, MarketWatch, MetaTrader, Nasdaq, Nasdaq Market Activity, New York Stock Exchange, OANDA, Reuters Markets, Shang Hai Stock Exchange, Shen Zhen Stock Exchange, Tokyo Stock Exchange), WSJ).
• Do not give trade advice; present probabilities & ranges only.
• Be explicit that all price projections are estimates.

Please ensure tha you use last available days real numbers (not dummy numbers).

Please Suggest full extended three-day Monte Carlo simulation with numeric charts in text format only.

Stocks

Step 0 — User Input

Ask the user for the stocks to analyze:

“Please provide the stock tickers & company names you want to forecast.”

Context:
Context: STOCKS (AAA) (BBB) & (CCC) are trading around [$price] in early after-hours on [T-1date]. They are reacting to [insert latest catalyst: e.g., U.S. rates, USD strength, geopolitical news]. The next key macro release is [CPI/PCE/Fed minutes] on [date], with high market sensitivity to yields & the dollar.

Private

Health

COLH.PVT Collective Health

Variety

EPGA.PVT Epic Games
Org

Hiive

DeepSeek
Anthropic
Perplexity
Groq
Synthesia
MasterClass
Open AI
Smart Recruiters
Preply
Telegram
KickStarter
HeyGen
01
Odoo
Opus Clip
Scribd
Alpaca
Quizlet
Suno
N8n
Open Router
Stripe
Zapier
Notion
Snorkel
Hugging Face
Miro
Discord
Acorns
Patreon

Private Markets

Forge Global
Hiive
Equity Zen
Micro Ventures

Public

Quantum

QUBT Quantum Computing
QBTS D-Wave Quantum
RGTI Rigetti Computing
IONQ IonQ
QTUM Defiance Quantum

Tech

NVDA NVIDIA
GOOG Alphabet
AAPL Apple
ORCL Oracle
AMD Advanced Micro Devices
MU Micron Technology
TSM Taiwan Semiconductor Manufacturing
SMCI Super Micro Computer
ADBE Adobe
JOBY Joby Aviation
TSLA Tesla
PLTR Palantir Technologies
SIEGY Siemens
ARM ARM Holdings
CRWV CoreWeave
NUAI New Era Energy & Digital
NUAIW New Era Energy & Digital

Retail

LVMH Louis Vuitton Moët Hennessy
WMT WalMart
AMZN Amazon
NFLX Netflix

Finance

HOOD Robinhood Markets
PYPL PayPal
SHOP Shopify
NB NioCorp Developments Limited
EPSM Epsium Enterprise Limited
DOMH Dominari Holdings
MFI mF International Limited
JFU 9F
OCFT OneConnect Financial Technology
MFH Mercurity Fintech Holding

Health

BOIRF Boiron
PHLT Performant Healthcare
SPRB Spruce Biosciences
KPTI Karyopharm Therapeutics

Variety

ZETA Zeta Global Holdings
NBIS Nebius Group
GILD Gilead Sciences

Energy

LNG Cheniere Energy
CEG Constellation Energy
MPC Marathon Petroleum

Nuclear

OKLO Oklo
OKLL Defiance Daily Target

China

TCEHY Tencent
BABA Alibaba
601988.SS Bank of China
XIACF Xiao Mi
0728.HK China Telecom
BIDU Bai Du
TME Tencent Music Entertainment
6618.HK JD Health

Japan

6201.T Toyota Industries
TM Toyota Motor
SONY Sony Group Holdings
MUFG Mitsubishi UFJ Financial
6501.T Hitachi
SMFG Sumitomo Mitsui Financial Group
7974.T Nintendo
7270.T Subaru
FUJHY Subaru
8058.T Mitsubishi
6503.T Mitsubishi Electric
7272.T Yamaha
6702.T Fujitsu Limited
7269.T Suzuki Motor
6701.T NEC
HMC Honda Motor
PCRFF Panasonic Holdings
4901.T FujiFilm Holdings
7202.T Isuzu
7261.T Mazda
TTDKY TDK
CAJFF Canon

Crypto

CoinBase Dashboard
BTC-USD BitCoin
ETH-USD Ethereum
GEMINI28739-USD Gemini AI
Crypto MasterClass

Exchanges

Markets

SPY Yahoo S&P 500
US Markets Yahoo
World Markets Yahoo

Alpha Vantage Provider of APIs for financial market data, including stocks, forex & cryptocurrencies, for developers & investors
Bei Jing Stock Exchange (BSE) Stock exchange in the Chinese capitol
Bloomberg Markets Global financial news, data & analysis
CBOE Global Markets Leading options exchange & volatility index (VIX) creator
CME Group World’s leading derivatives marketplace
CME FedWatch Tool Tracks the market’s expectations of future Federal Reserve rate moves
COMEX Futures Primary market for trading metals futures & options
Euronext Europe’s largest stock exchange, spanning several countries
Fed Economic Data Official source for US economic data from the Federal Reserve
Hong Kong Exchanges A major global exchange group & a key gateway to Chinese markets
Investing.com Economic Calendar Tracks major economic events & indicators like CPI releases
Investing.com World Indices Tracks the performance of the world’s major stock market indices
JP Morgan Asset Management Insights & reviews on global markets & asset classes
Japan Exchange Group One of the largest exchanges in Asia, home to the Tokyo Stock Exchange
London Bullion Market Association LBMA International benchmark prices for gold, silver, platinum & palladium
London Metal Exchange World center for industrial metals trading
London Stock Exchange One of the world’s oldest & largest stock exchanges
MarketWatch Provides financial news, analysis & stock market data
MetaTrader An electronic trading platform, popularly known for its MetaTrader 4 (MT4) & 5 (MT5) versions, used for online trading in forex, indices, commodities & other financial markets
Nasdaq Major electronic exchange for top tech stocks
Nasdaq Market Activity Home to major tech stocks & the second-largest US exchange by market cap
New York Stock Exchange World’s largest stock exchange by market capitalization
OANDA Forex broker providing online trading services for various financial instruments, along with currency data & analytics
Reuters Markets Global financial news & market coverage
Shang Hai Stock Exchange (SSE) One of the largest stock exchanges in mainland China
Shen Zhen Stock Exchange (SZSE) One of the largest stock exchanges in mainland China
Tokyo Stock Exchange Largest stock exchange in Japan
Wall Street Journal (WSJ) American daily newspaper providing extensive news coverage, especially focused on business, finance & the global economy

💡 Tips for Using These Resources
Combine Data & News Use a combination of real-time data from exchanges & news sources (Yahoo Finance, Alpha Vantage, Bei Jing Stock Exchange, Bloomberg Markets, CBOE Global Markets, CME Group, CME FedWatch Tool, COMEX Futures, Euronext, Fed Economic Data, Hong Kong Exchanges, Investing.com Economic Calendar, Investing.com World Indices, JP Morgan Asset Management, Japan Exchange Group, LBMA, London Metal Exchange, London Stock Exchange, MarketWatch, MetaTrader, Nasdaq, Nasdaq Market Activity, New York Stock Exchange, OANDA, Reuters Markets, Shang Hai Stock Exchange, Shen Zhen Stock Exchange, Tokyo Stock Exchange, WSJ) to get a full market picture.
Track Global Sentiment Watching Asian & European markets via the Japan Exchange Group or Euronext can provide early signals for how US markets might open.
Understand the Tools Resources like the CME FedWatch Tooland economic calendars are essential for anticipating market volatility around central bank decisions & major economic reports.

Role & Objective

You are a cautious equities analyst + quant trader. Using the latest market data, predict the stock price paths for the next 3 trading days (T+1 through T+3 & provide probabilistic scenarios with ranges & catalysts. Present Bull/Base/Bear cases, key support/resistance levels & Monte Carlo probabilities. Cite sources.

1 Fix Today’s Snapshot (ground truth inputs)

• Tickers: [User-provided stocks]
• Timestamp (ET & PT), regular-session close, after-hours last, after-hours volume, VWAP
• Today’s OHLC, net change %, cumulative 5-day return
• Confirm upcoming macro catalysts: CPI/PCE, FOMC minutes, jobs data, earnings reports, Fed speeches
• Record market consensus: analyst estimates, earnings expectations, macro sentiment

Sources: exchanges & news sources (Alpha Vantage, Bei Jing Stock Exchange, Bloomberg Markets, CBOE Global Markets, CME Group, CME FedWatch Tool, COMEX Futures, Euronext, Fed Economic Data, Hong Kong Exchanges, Investing.com Economic Calendar, Investing.com World Indices, JP Morgan Asset Management, Japan Exchange Group, LBMA, London Metal Exchange, London Stock Exchange, MarketWatch, MetaTrader, Nasdaq, Nasdaq Market Activity, New York Stock Exchange, OANDA, Reuters Markets, Shang Hai Stock Exchange, Shen Zhen Stock Exchange, Tokyo Stock Exchange, WSJ), primary macro calendars

2 Core Fundamentals

• Company fundamentals: Revenue growth, EPS, margins, debt levels, cash flow
• Sector & industry context: Peers, sector rotation trends, cyclical vs defensive
• Macro factors: Interest rates, inflation, Fed policy, USD strength
• Market sentiment & positioning: Institutional holdings, ETF flows, short interest
• Catalysts: Earnings, product launches, M&A, regulatory announcements
• Valuation context: P/E, P/B, PEG, historical multiples, comparison to peers

3 Options-Implied Move & Positioning

• Pull front-week at-the-money straddle moves (if options available)
• Note skew, put-call ratio, open-interest strikes, gamma exposure
• Use implied move as a prior for post-macro/earnings distributions

4 Technicals That Matter

• Trend & momentum: 20/50/100/200-day MAs, RSI(14), MACD slope, ATR(14)
• Volume profile: High-volume nodes & gaps near price
• VWAP anchors: Year-to-date, session VWAP, major highs/lows
• Gaps & patterns: Triangles, wedges, breakouts, moving average crossovers

5 Tape Today (After-Hours)

• Summarize last trade, % change, volume, block trades
• Compare after-hours VWAP to regular-session close
• Note late macro news or peer stock movement that could bias tomorrow’s open

6 Event-Based Predictions

Output point estimates + 90% ranges for next macro/catalyst impact (e.g., earnings, Fed announcements, guidance):
• Stock price: [estimate] $ (range: low–high)
• Implied volatility impact: [estimate] %
• Key ratios or market indicators (if relevant)

7 Price-Path Modeling for Next 3 Sessions

• Vol calibration: Blend realized 10-day σ & options IV; scale day-1 σ by implied move, then mean-revert 30–40% per day for T+2/T+3
• Construct Bull/Base/Bear scenarios with probabilities summing to 100%
• Bull: Positive earnings/reports → stock higher
• Base: Data inline → range-bound
• Bear: Negative surprises → stock lower
• Outputs per session:
1. Most-likely close
2. 90% range
3. Key support/resistance levels
4. Invalidations (what breaks the scenario)
• Monte Carlo: ≥10k paths seeded by calibrated σ; report median, 5th/95th percentiles & probability of touching major support/resistance strikes

8 Risk Checks & Confounders

• Macro: Surprise interest rate moves, geopolitical events, USD swings
• Micro: Earnings misses, regulatory issues, insider selling, supply chain disruptions
• Market structure: Low liquidity periods, large block trades, options expirations

9 Communication Format

• Section A — Snapshot: Today’s close, AH metrics, upcoming catalysts
• Section B — Estimates: Stock projections with ranges & “what must be true”
• Section C — Scenarios: Bull/Base/Bear tables with probabilities & ranges
• Section D — Levels: 5–7 actionable levels (supports/resistances/VWAPs)
• Section E — Risks & to-watch: 6–8 bullets
• Appendix: Inputs & sources with links

Hard Constraints

• Use last-available real numbers, not dummy data
• Timestamped data (ET/PT)
• Cite exchanges & news sources (Alpha Vantage, Bei Jing Stock Exchange, Bloomberg Markets, CBOE Global Markets, CME Group, CME FedWatch Tool, COMEX Futures, Euronext, Fed Economic Data, Hong Kong Exchanges, Investing.com Economic Calendar, Investing.com World Indices, JP Morgan Asset Management, Japan Exchange Group, LBMA, London Metal Exchange, London Stock Exchange, MarketWatch, MetaTrader, Nasdaq, Nasdaq Market Activity, New York Stock Exchange, OANDA, Reuters Markets, Shang Hai Stock Exchange, Shen Zhen Stock Exchange, Tokyo Stock Exchange, WSJ)
• Explicit disclaimer: all price projections are estimates
• Produce text-only numeric Monte Carlo charts for all 3 days

Show the formula & inputs for σ & the 90% range & list any fields you couldn’t verify;

Please ensure that you use last available days real numbers (not dummy numbers);

Please Suggest full extended three-day Monte Carlo simulation with numeric charts in text format only;

Also, Please prepare compact T+1 & T+2 & T+3 the ASCII histograms from the Monte Carlo runs desk-note distributions in the same format so I can see the daily evolution.

Glossary

252 Trading Days in a Year
Algorithmic Trading Use of computer algorithms to automatically execute trades based on pre-defined instructions
Alpha Measure of an investment’s performance compared to a benchmark, indicating value added by the strategy
Anchored VWAP Version of the VWAP that starts from a specific, user-selected point in time like a major high, low, or news event, rather than the day’s open, Helps traders analyze price action & volume from a key market anchor point
Arbitrage Practice of buying & selling the same asset in different markets to profit from tiny price differences
Ask Price Lowest price a seller is willing to accept for a security
Asset Anything of value that can be owned, such as stocks, bonds, or real estate
Asset Allocation Investment strategy that aims to balance risk & reward by dividing a portfolio’s assets among different categories such as stocks bonds & cash
Automated Trading System (ATS) Platform that uses algorithms to execute trades without human intervention
Average True Range (ATR) Technical analysis indicator that measures market volatility
Backpropagation Algorithm used in training neural networks to calculate the gradient needed to adjust the weights of the neurons
Backtesting Process of testing a trading strategy on historical data to see how it would have performed
Base Case Neutral scenario analysis representing a sideways or range-bound outlook for the market
Bear Case Pessimistic scenario analysis representing a falling outlook for the market
Bear Market Market condition characterized by falling prices & widespread pessimism
Beta Measure of a security’s volatility in relation to the overall market
Bid Price Highest price a buyer is willing to pay for a security
Bollinger Bands Technical analysis tool defined by a set of trendlines plotted two standard deviations away from a simple moving average
Bond Fixed-income instrument representing a loan made by an investor to a borrower
Broker Individual or firm that executes buy & sell orders for a trader
Bull Case Optimistic scenario analysis representing a rising outlook for the market
Bull Market Market condition characterized by rising prices & investor optimism
Call Option Contract that gives the buyer the right, but not the obligation, to buy an asset at a set price within a specific time period
Capital Gains Profit earned from the sale of an asset or investment
CME FedWatch Tool Tool that tracks the market’s expectations for future U.S. Federal Reserve interest rate moves, based on the prices of 30-Day Fed Funds futures expressed in probabilistic terms
CME Group / COMEX CME Group is the world’s leading derivatives marketplace COMEX is the division of CME Group that is the primary trading venue for metals futures & options
Commodity Basic good used in commerce that is interchangeable with other goods of the same type (e.g., oil, gold, wheat)
Compound Interest Interest calculated on the initial principal & also on the accumulated interest of previous periods
Correlation Statistical measure of how two securities move in relation to each other
Covariance Statistical measure of the directional relationship between the returns of two assets
Cryptocurrency Digital or virtual currency secured by cryptography, used for decentralized transactions
Data Mining Process of discovering patterns & knowledge from large amounts of data
Derivative Financial security with a value that is reliant upon or derived from an underlying asset
Diversification Risk management strategy that mixes a wide variety of investments within a portfolio to reduce exposure to any single asset or risk
Dividend Payment made by a corporation to its shareholders usually as a distribution of profits
Dollar-Cost Averaging (DCA) Strategy of investing a fixed amount of money at regular intervals, regardless of the asset’s price
Drawdown Peak-to-trough decline during a specific record period of an investment
Efficient Frontier Set of optimal portfolios that offer the highest expected return for a defined level of risk
Efficient Market Hypothesis (EMH) Theory stating that asset prices fully reflect all available information
Electronic Communication Network (ECN) Computerized system that automatically matches buy & sell orders for securities
Equity Ownership of assets that may have debts or other liabilities attached to them (e.g., stocks)
Exchange Marketplace where securities, commodities, derivatives & other financial instruments are traded
Exchange-Traded Fund (ETF) Type of security that tracks an index, sector, commodity, or other asset & trades on an exchange like a stock
Execution Process of completing a buy or sell order for a security
Expected Return Profit or loss an investor anticipates on an investment
Expiration Date Last date on which an options or futures contract is valid
Fibonacci Retracement Technical analysis tool that uses horizontal lines to indicate areas of support or resistance at key Fibonacci levels
Foreign Exchange (Forex) Market for converting one currency into another
Forward Testing (Paper Trading) Testing a trading algorithm using live, real-time market data, but with simulated (fake) money
Futures Contract Legal agreement to buy or sell a particular commodity or asset at a predetermined price at a specified time in the future
Gamma Rate of change in an option’s delta for a one-point move in the underlying asset’s price
Gamma Exposure Refers to the market-making dealers’ need to hedge their positions as the price of the underlying asset moves High gamma exposure at a certain price level can cause the market to be pinned to that area, acting as a temporary support or resistance
Gold/Silver Ratio GSR Number of ounces of silver required to purchase one ounce of gold used to determine the relative valuation of the two metals
Hedging Making an investment to reduce the risk of adverse price movements in an asset
High-Frequency Trading (HFT) Type of algorithmic trading characterized by high speeds, high turnover rates & high order-to-trade ratios
Index Statistical measure of the changes in a portfolio of stocks representing a portion of the overall market
Index Fund Type of mutual fund or ETF with a portfolio constructed to match or track the components of a financial market index
Initial Public Offering (IPO) First time a company offers its stock to the public
International Investments in assets located outside of one’s home country
K-Means Clustering Unsupervised machine learning algorithm used to group data points into clusters based on similarity
LBMA London Bullion Market Association International trade association that oversees the world’s largest gold & silver bullion market & sets globally recognized benchmarks
Leverage Use of borrowed capital to increase the potential return of an investment
Limit Order Order to buy or sell a security at a specific price or better
Liquidity Ease with which an asset or security can be converted into cash without affecting its market price
Long Position Purchase of an asset with the expectation that it will increase in value
Lot Standardized quantity of a financial instrument defined by the exchange it is traded on
Machine Learning (ML) Subset of artificial intelligence that allows systems to learn & improve from experience without being explicitly programmed
Margin Borrowed money used to purchase securities
Margin Call Broker’s demand for an investor to deposit additional funds to cover potential losses
Market Capitalization Total dollar market value of a company’s outstanding shares calculated by multiplying the company’s share price by its total number of outstanding shares
Market Order Order to buy or sell a security immediately at the best available current price
Mean Reversion Financial theory suggesting that asset prices & returns eventually revert back to their long-term mean or average
Momentum Tendency for an asset price to continue rising if it is rising or to continue falling if it is falling
Monte Carlo Simulation Computational technique that uses random sampling to model the probability of different outcomes
Moving Average (MA) Stock indicator that smooths out price data by creating a constantly updated average price
Mutual Fund Investment vehicle that pools money from many investors to purchase a diversified portfolio of securities
Natural Language Processing (NLP) Field of AI that gives machines the ability to read, understand, & derive meaning from human languages
Neural Network Computing system inspired by the human brain that is designed to recognize patterns
Open Interest Total number of outstanding derivative contracts that have not been settled
Optimization Process of adjusting a trading strategy’s parameters to improve its performance
Options Contract Contract that gives the buyer the right, but not the obligation, to buy or sell an underlying asset at a specific price
Options Implied Move Market’s forecast of a security’s potential price movement derived from the prices of its options representing the expected trading range
Order Book Electronic list of buy & sell orders for a security or other instrument organized by price level
Overfitting Modeling error that occurs when a function is too closely aligned to a limited set of data points
Pairs Trading Market-neutral trading strategy that matches a long position with a short position in two stocks with high correlation
Portfolio Collection of financial investments like stocks, bonds, commodities, cash & cash equivalents
Price to Earnings Ratio P/E Ratio for valuing a company that measures its current share price relative to its per-share earnings
Put Option Contract that gives the buyer the right, but not the obligation, to sell an asset at a set price within a specific time period
Quantitative Analysis (Quant) Use of mathematical & statistical modeling to understand behavior & predict outcomes in financial markets
Real Yields 10Y TIPS Interest rate on a Treasury bond after adjusting for inflation Gold often becomes more attractive when real yields are low or falling
Rebalancing Process of realigning the weightings of a portfolio of assets to maintain a desired level of asset allocation
Regression Analysis Statistical process for estimating the relationships among variables
Relative Strength Index (RSI) Momentum oscillator that measures the speed & change of price movements
Resistance Key price level where a rising market tends to pause or reverse its advance Often found at prior highs or high-volume nodes
Return Gain or loss generated on an investment over a specified period
Return on Investment (ROI) Performance measure used to evaluate the efficiency of an investment
Risk Chance that an investment’s actual return will differ from the expected return
Risk-Adjusted Return Calculation of the profit from an investment that factors in the degree of risk taken to achieve it
Risk Management Process of identification, analysis & acceptance or mitigation of uncertainty in investment decisions
Scalping Trading strategy that aims to profit from small price changes
Sentiment Analysis Use of NLP to systematically identify, extract, quantify & study affective states & subjective information
Sharpe Ratio Measure for calculating risk-adjusted return
Short Selling Sale of a security that is not owned by the seller, with the intention of buying it back later at a lower price
Sigma σ Symbol for standard deviation, which is a measure of how much a security’s price varies from its average price—its volatility
Smart Beta Set of investment strategies that emphasize the use of alternative index construction rules
Sortino Ratio Variation of the Sharpe ratio that differentiates harmful volatility from total overall volatility
Spread Difference between the bid & the ask price of a security
Standard Deviation Measure of the amount of variation of a set of values, used in finance to represent volatility
Stock Type of security that signifies proportionate ownership in a corporation
Stop-Loss Order Order placed with a broker to buy or sell a security once it reaches a certain price, designed to limit an investor’s loss
Strike Price Set price at which an option contract can be bought or sold
Support Key price level where a falling market tends to find support, pausing or reversing its decline Often found at prior lows or high-volume nodes
Support & Resistance Key price levels on a chart where the forces of supply & demand meet
Systematic Trading Disciplined, methodical approach to trading that relies on a fixed set of rules to execute orders
Technical Analysis Trading discipline employed to evaluate investments by analyzing statistical trends from trading activity
Time Series Analysis Statistical technique that deals with time series data, or data that is ordered over time
Trading Bot Software program that uses algorithms to automatically execute trades in financial markets on behalf of a user
Trading Strategy Fixed plan designed to achieve a profitable return by going long or short in markets
Trend Following Trading strategy that attempts to capture gains through the analysis of an asset’s momentum in a particular direction
Underlying Asset Financial asset (e.g., stock, index, commodity) upon which a derivative’s price is based
Value at Risk (VaR) Statistic that measures & quantifies the level of financial risk within a portfolio over a specific time frame
Variance Statistical measure of the dispersion of a set of data points around their mean, representing volatility
Volatility Statistical measure of the dispersion of returns for a given security or market index
Volume Number of shares or contracts traded in a security or market during a given period
Volume Weighted Average Price VWAP Indicator that shows the average price a security has traded at throughout the day, based on both price & volume Often used to assess the true market trend & by institutional traders to ensure their trades do not move the price too far from the average
Walk-Forward Analysis Process used to test a trading strategy’s robustness by optimizing it on a past segment of data & testing it on a following segment
Yield Income return on an investment, such as the interest or dividends received from holding a particular security

Top Trading Platforms

Platform	Best for…	Key Description
Acorns	Hands-off investors who want to micro-invest automatically	Functions as a robo-advisor that automatically invests your “spare change” from purchases. It is designed for passive, long-term saving rather than active trading
Robinhood	Beginners, casual traders & mobile-first users	Offers a simple, commission-free platform for stocks, ETFs, options & cryptocurrency. Known for its mobile-first design & gamified experience, though it relies on payment for order flow (PFOF)
Fidelity	All-in-one financial management & beginner investors who want to grow	Offers a much broader range of investments, including mutual funds, bonds & forex. It also provides advanced research & planning tools, a more traditional banking suite & does not use payment for order flow (PFOF)
Charles Schwab	Beginners who value research, education & customer service	Provides a more robust trading platform (thinkorswim) for advanced traders, alongside extensive educational content for beginners. It offers more account types & a wider selection of tradable securities
Webull	Active & intermediate traders who want more advanced charts & tools	Offers a wider range of securities, including futures & provides more comprehensive charting & analysis tools. It also has a paper trading feature for practicing strategies
Public	Social investing & community interaction	Focuses on a social-media-like environment for sharing investment ideas. It provides a wider array of tradable assets, like bonds & options & does not rely on PFOF for equities
SoFi Invest	Long-term investors who want integrated banking services	Part of a larger financial ecosystem, allowing for integration with banking, loans & other services. It offers commission-free mutual funds, but does not support direct crypto trading
M1 Finance	Hands-off, long-term investors focused on portfolio automation	Uses a unique “investing pie” approach for automated portfolio management & rebalancing. Not designed for day trading, with most orders executed during a single morning trading window
*ETRADE**	Traders who want a balance of robust features & a user-friendly mobile experience	One of the first online brokers, it offers comprehensive trading features & a well-designed mobile app. It provides a wider range of investment options than Robinhood
Ally Invest	Investors who want integrated banking services & simple, low-cost trading	Part of the larger Ally Financial suite, allowing for easy management of banking & investments in one place. While its mobile app may be less polished than Robinhood’s, it offers some additional products like forex
Interactive Brokers (IBKR)	Advanced traders, international traders & those who need powerful, institutional-grade tools	Provides access to a huge range of markets (150+ in 30+ countries) & advanced analytical tools not found on simple mobile apps. The learning curve is steeper but the features are much richer