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What you will learn in Investing for Programmers

Understanding markets through data and code

by Stefan Papp

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Chapter by chapter

Concepts explained in this book

• language modelA large language model is an artificial-intelligence model trained on extensive text data to understand and generate human language.
• local averagingA moving average is a statistic that averages observations within a rolling time window to smooth short-term fluctuations.
• riskInvestment risk is the possibility that an investment will produce an unfavorable outcome, including loss or lower-than-expected returns.
• lidarA LiDAR system is a sensing system that measures distance and constructs information about its surroundings using light detection and ranging.
• dividendA dividend is a payment a company distributes to its shareholders, typically in proportion to the number of shares owned.
• business modelA business model is the structure through which a company creates, delivers, and captures economic value, including how it can expand operations.
• dividend yieldDividend yield is the annual dividend income per share expressed as a proportion of the share price.
• supervised learningA machine-learning approach that trains a model from examples paired with known target outcomes.
• retrieval-augmented generationRetrieval-augmented generation is a technique that retrieves relevant external information and supplies it to a generative model when producing a response.
• AI agentAn AI agent is an artificial intelligence system that independently plans and performs multiple steps toward a specified task.
• payout ratioA payout ratio is the percentage of a company's profits distributed to shareholders as dividends.
• technical analysisAn investment analysis technique that evaluates market data, especially prices and trading activity, to identify patterns and forecast price movements.
• risk toleranceRisk tolerance is the degree of investment uncertainty or potential loss an investor is willing and able to accept.
• machine learningMachine learning is a field of computing in which algorithms learn patterns from data to make predictions or decisions.
• stockAn equity investment is an investment that acquires an ownership interest in a company or other entity.
• price-to-earnings ratioA price-to-earnings ratio is a valuation ratio comparing a company's share price with its earnings per share.
• startup incubator or acceleratorAn accelerator program is a time-limited program that provides startups with structured mentorship, resources, and often funding to speed their development.
• bondA bond is a debt instrument in which an investor lends principal to an issuer in exchange for interest payments and repayment of the principal at maturity.
• startupA young company pursuing growth, typically with an unproven business model or product.
• investment strategyAn investment strategy is a systematic approach for selecting, allocating, and managing investments to pursue specified financial objectives.
• investingAn investment is an asset or position acquired with the expectation of generating income or increasing in value.
• dividend growth rateThe dividend growth rate is the percentage rate at which a company's dividend per share increases over time.
• sequenceTime series data is a sequence of observations indexed by their times of occurrence.
• minimal productA minimum viable product is the simplest product version that can be deployed to test its value proposition with users or customers.
• yfinanceyfinance is a Python library that retrieves financial market data from Yahoo Finance and exposes it through a programmatic interface.
• founderA founder is a person who establishes a company or other organization.
• pre-seed stageThe earliest startup financing stage, before or around initial product and market development.
• cap tableA cap table is a capitalization table that records a company's ownership interests, securities, and the holders of those interests.
• venture capitalistFinancing provided to young or high-growth private companies in exchange for an ownership interest or related financial claim.
• scorecardA scorecard is a structured set of criteria and scores used to evaluate or compare alternatives.
• chart patternA chart pattern is a recurring configuration of asset-price movements that traders interpret as potentially predictive of subsequent movement.
• unsupervised learningUnsupervised learning is a machine-learning approach that identifies structure or patterns in data without predefined output labels.
• income statementAn income statement is a financial statement that reports a company’s revenues, expenses, and resulting profit or loss over a period.
• labeled dataLabeled data is data paired with known target values or categories for supervised learning.
• optionA contract granting the holder the right, but not the obligation, to buy or sell a stock under specified conditions.
• passive incomePassive income is income generated with limited ongoing active labor after the underlying asset or activity has been established.
• dividend stockA dividend stock is a share of a company that distributes some of its earnings to shareholders as dividends.
• real estate investment trustA real estate investment trust is an entity that owns or finances income-producing real estate and distributes much of its taxable income to shareholders.
• investment thesisAn investment thesis is a structured rationale for expecting a particular investment to produce a desired outcome.
• discounted cash flow modelDiscounted cash flow is a valuation technique that estimates present value by discounting expected future cash flows for the time value of money and risk.
• robotaxiA robotaxi is an autonomous vehicle providing passenger transportation without a continuously controlling human driver.
• nonfinancial riskNonfinancial risk is the possibility of adverse outcomes arising from operational, regulatory, environmental, political, technological, reputational, or management factors rather than financial metrics.
• valuationValuation is an estimate of the economic or market worth of an asset, company, or ownership interest.
• Bollinger BandsBollinger Bands are a volatility-based technical indicator consisting of a moving-average middle band and upper and lower bands offset by a multiple of price standard deviation.
• MACDMACD is a momentum indicator based on the difference between short-term and long-term exponential moving averages and a smoothed signal line.
• moving average ribbonA moving average ribbon is a visualization containing multiple moving-average lines calculated over different time windows.
• databaseA database is an organized system for storing, retrieving, and managing structured or semi-structured data.
• market capitalizationMarket capitalization is the total market value of a public company’s outstanding shares, calculated by multiplying shares outstanding by the current share price.
• Monte Carlo simulationA Monte Carlo simulation is a computational technique that uses repeated random sampling to estimate outcomes or explore possible solutions.
• financial leverageLeverage is the use of debt financing to increase the scale of a company’s assets or investments relative to its equity.
• hedgingHedging is a risk-management technique that takes an offsetting position to reduce the effect of adverse price movements on an investment.
• interestA coupon payment is a periodic interest payment made by a bond issuer to the bondholder.
• overfittingOverfitting is a modeling failure in which a model captures irrelevant variation in training features and fails to generalize reliably to new data.
• Hull moving averageA Hull moving average is a weighted moving average formulation designed to reduce lag while smoothing price data.
• weighted moving averageA weighted moving average is a moving average that assigns explicitly specified, typically linearly varying weights to observations in its time window.
• angel syndicateAn investment syndicate is a group of investors that jointly evaluates or funds an investment opportunity.
• risk managementRisk management is the process of identifying, assessing, and reducing potential financial losses.
• data frameA DataFrame is a tabular data structure organized into labeled rows and columns that may contain values of different types.
• premiumThe premium is the price paid by an option buyer to obtain the option contract.
• derivativesA derivative is a financial contract or arrangement whose value is derived from an underlying asset or reference variable.
• financial statementA financial statement is a formal record of a company's financial condition and results, including revenues, expenses, assets, and liabilities.
• cash cowA cash cow is a mature business that generates stable cash flows with limited need for reinvestment.
• betaBeta is a measure of an asset's sensitivity to movements in the overall market.
• financial dataFinancial data consists of quantitative information about a company’s financial condition and performance.
• market signalA market signal is observable information or an event that may indicate changing prospects or expectations for an investment.
• computational notebookA data science notebook is an interactive document that combines executable code, outputs, visualizations, and explanatory text for data analysis.
• generative modelingArtificial intelligence that generates new content or information, including text, images, code, or synthesized insights.
• stakingStaking is a cryptocurrency participation method in which assets support transaction validation in exchange for rewards.
• partnershipA strategic partnership is a cooperative relationship between organizations formed to pursue shared commercial or technological objectives.
• private equityPrivate equity is investment in companies whose ownership interests are not publicly traded.
• regulationRegulation is an enforceable rule or system of rules governing activities, products, or organizations.
• maturity dateMaturity is the date or term at which a debt instrument becomes due for repayment.
• cryptocurrencyA cryptocurrency is a digitally native asset secured by cryptographic techniques and typically recorded on a distributed ledger.
• Markowitz-efficient portfolioA Markowitz-efficient portfolio is a portfolio on the efficient frontier that offers the highest expected return for a given risk or the lowest risk for a given return.
• annual payoutAn annual payout is the total dividend amount distributed per share during one year.
• dividend payout frequencyDividend payout frequency is the number or schedule of dividend distributions made during a year.
• analyst ratingAn investment rating is an assessment assigned by an analyst or evaluation service indicating the perceived attractiveness or risk of a company or financial instrument.
• liquidityLiquidity is the ease with which an asset or company can meet obligations or be converted into cash at a fair price.
• continuation patternA continuation pattern is a chart formation in which a temporary movement against an existing trend is followed by resumption of that trend.
• capital intensityCapital intensity is the amount of capital required to establish or operate a business relative to its activity or output.
• network effectA network effect occurs when a product or service becomes more valuable to each user as the number of users or connected participants increases.
• north star metricA north star metric is a primary measure representing the core value a product or company delivers and uses to guide growth.
• burn rateBurn rate is the rate at which an unprofitable company consumes its available cash reserves.
• Google SheetGoogle Sheets is a cloud-based spreadsheet service for creating, storing, and collaboratively editing tabular data.
• patiencePatience is the capacity to delay action or reward while maintaining a long-term course of behavior.
• MapA lookup table is a structured mapping that associates source identifiers or attributes with corresponding standardized values.
• execution graphAn execution graph is a graph representation of workflow stages and the dependencies that determine their execution order.
• vector databaseA vector database is a database designed to store and retrieve vector representations of data, typically for similarity-based search.
• investment goalAn investment goal is a desired financial outcome that guides an investor's choices.
• systemic riskSystemic risk is the possibility that an event or condition will disrupt a broader economic or financial system rather than only one entity.
• value investingValue investing is an investment technique that seeks securities priced below their estimated intrinsic value.
• angel investorAn individual who provides personal capital to an early-stage company, typically in exchange for equity or convertible securities.
• financial platformA financial platform is a digital service that provides access to financial data, securities, or investment-related functions.
• special purpose vehicleA special purpose vehicle is a legally separate entity created for a specific transaction, investment, or financing purpose.
• put optionA put option is an option giving its buyer the right, but not the obligation, to sell an underlying asset at the strike price.
• strike priceThe strike price is the predetermined price at which an option holder may buy or sell the underlying asset.
• carry feeA carry fee is a performance-based fee paid to an investment fund manager from profits generated by the fund.
• exchangeA crypto exchange is an online platform that facilitates trading, custody, and transaction processing for cryptocurrencies and other digital assets.
• correlationCorrelation is a statistical measure of the strength and direction of the relationship between two variables, bounded between −1 and 1.
• feature selectionFeature selection is the process of choosing input variables that are most relevant or useful for a predictive model.
• random forestA random forest is an ensemble algorithm that combines predictions from multiple decision trees.
• root mean squared errorRoot mean-squared error is the square root of the average squared difference between predicted and observed values.
• training datasetTraining data is the portion of a labeled dataset used to fit a predictive model.
• PythonPython is a general-purpose programming language with a large ecosystem for data analysis and scientific computing.
• assetAn asset is a resource or property with economic value that can provide financial benefits to its owner.
• stock buybackA stock buyback is a company's repurchase of its own shares from the market.
• trading strategyA trading strategy is a defined method for buying and selling assets to pursue specified market objectives.
• risk assessmentRisk assessment is the systematic evaluation of potential hazards, their likelihood, and their possible effects on an entity or asset.
• interest rateAn interest rate is the proportion of a principal amount charged or paid over a specified period, usually expressed annually.
• growth investingAn investment approach focused on companies expected to achieve above-average growth in revenue, earnings, or value.
• yieldYield is the return an investment generates, commonly expressed relative to its price or invested amount.
• baselineA benchmark is a reference measure used to compare the performance or return of an investment.
• momentumMomentum investing is an investment approach that seeks to profit from continuing trends in asset prices.
• MCPA model context protocol is a standardized interface that lets AI agents connect to external data sources and retrieve data in a consistent format.
• multi-agent systemA multi-agent pattern is an architecture in which multiple specialized agents collaborate through coordinated and integrated reasoning.
• planningA planning pattern is an agent architecture in which an agent dynamically constructs and executes a sequence of actions toward a complex goal.
• tool usageA tool use pattern is an agent architecture in which an agent delegates tasks to external tools, libraries, or APIs and integrates their results.
• debt defaultDefault risk is the possibility that a borrower will fail to make required debt payments.
• risk matrixA risk matrix is an assessment framework that classifies risks by dimensions such as likelihood and potential impact.
• compoundingCompounding is the process by which returns generate additional returns as they are reinvested over time.
• standard deviationStandard deviation is the square root of variance and measures dispersion in the original units of the observations.
• varianceVariance is a statistical measure of the average squared deviation of observations from their mean.
• gamblingGambling is an asset-monetization approach based primarily on chance, gut feelings, or perceived signs rather than structured analysis.
• marketAn open market is a marketplace in which financial instruments can be bought and sold by market participants.
• SWOT analysisSWOT analysis is a strategic evaluation technique that examines strengths, weaknesses, opportunities, and threats affecting an idea or entity.
• growth stockA growth stock is a company share expected to appreciate because the company is projected to achieve above-average growth.
• transaction costA transaction fee is a charge incurred when buying or selling a financial asset.
• high-frequency tradingHigh-frequency trading is automated trading that executes very large numbers of orders at extremely high speeds to exploit small price differences or arbitrage opportunities.
• sectorA sector is a broad grouping of companies whose businesses share similar economic characteristics or activities.
• reversalA reversal pattern is a chart formation interpreted as indicating that an existing price trend may change direction.
• random walkA random walk is a stochastic process whose successive movements are determined by random variation rather than a predictable directional pattern.
• pooled investmentA pooled investment combines capital from multiple investors to hold a collection of assets or companies.
• portfolio rebalancingPortfolio rebalancing is the process of restoring an investment portfolio to its intended asset weights after market movements change them.
• prompt engineeringPrompt engineering is the practice of designing and refining instructions and contextual inputs to obtain more useful outputs from an AI system.
• efficient market theoryEfficient market theory is the theory that asset prices incorporate available information so consistently that persistent excess returns are difficult to achieve.
• exchange-traded fundAn exchange-traded fund is a pooled investment fund whose shares trade on a stock exchange during market hours.
• risk-free returnThe risk-free rate is the theoretical return on an investment with no default or uncertainty risk, commonly approximated by government security yields.
• tickerTicker is a yfinance API component that represents a security and provides access to its financial and market data.
• borrowerA borrower is the party that receives borrowed money and is obligated to repay the principal and applicable interest.
• cash-secured putA cash-secured put is an options strategy that sells a put while reserving enough cash to purchase the underlying asset if assignment occurs.
• coupon rateA coupon rate is the stated annual interest rate that determines a bond's periodic coupon payments relative to its principal or face value.
• covered callA covered call is an options strategy that sells a call option against an asset already owned by the strategist.
• credit default swapA credit default swap is a contract in which one party pays a premium for compensation if a specified debtor defaults on its debt.
• credit spreadA credit spread is an options strategy that receives a net premium by selling options while buying other options to limit potential loss.
• futures contractA futures contract is a standardized agreement to buy or sell an asset at a predetermined price on a specified future date.
• iron condorAn iron condor is a defined-risk options strategy that combines short and long calls and puts to profit when the underlying asset remains within a specified price range.
• out-of-the-money optionAn out-of-the-money option is an option with no intrinsic value because exercising it at the current market price would be unfavorable.
• swapA swap is a contractual agreement in which parties exchange specified financial assets, liabilities, or cash flows over time.
• moving average crossoverA moving average crossover is a trading rule that generates signals when moving averages calculated over different time windows intersect.
• stockbrokerA stockbroker is an intermediary that executes trades in securities for clients and may provide access to exchanges and custody of holdings.
• price/earnings-to-growth ratioA price/earnings-to-growth ratio compares a company’s price-to-earnings ratio with its earnings growth rate.
• price-to-book ratioA price-to-book ratio compares a company’s market value with the book value of its equity.
• price-to-sales ratioA price-to-sales ratio compares a company’s market value with its sales or revenue.
• autonomous drivingAn autonomous vehicle is a vehicle capable of performing driving tasks through automated systems with limited or no continuous human control.
• attentionAn attention mechanism dynamically weights relationships between elements of an input when computing a model’s representations or outputs.
• candlestick bodyA candlestick body is the portion of a candlestick spanning an asset’s opening and closing prices.
• candlestick wickA candlestick wick is the line extending from a candle’s body to the highest or lowest price reached during the interval.
• dojiA doji is a candlestick pattern in which the opening and closing prices are nearly equal, producing a small body.
• engulfing patternAn engulfing pattern is a candlestick pattern in which a large candle completely contains the preceding candle and signals a substantial momentum shift.
• hammerA hammer is a candlestick pattern with a small body and a long lower wick that may indicate a reversal after a downtrend.
• cyclically adjusted price-to-earnings ratioA cyclically adjusted price-to-earnings ratio is a stock-market valuation metric that divides a current stock or index price by average inflation-adjusted earnings over the preceding ten years.
• currency conversionCurrency conversion is the transformation of a monetary amount from one currency into an equivalent amount in another currency.
• currencyA currency is a medium of exchange issued or recognized by a government or monetary authority and used to denominate value.
• sentiment analysisSentiment analysis is a computational technique for determining attitudes, opinions, or emotional polarity expressed in text.
• meanThe mean is the arithmetic average of a set of numerical observations.
• net incomeNet income is the profit remaining after a company deducts expenses, interest, taxes, and other applicable charges from its income.
• time value of moneyThe time value of money is the principle that money available today has greater economic value than the same nominal amount received later because it can earn a return and purchasing power can change.
• hallucinationAn AI hallucination is a generated statement or output that is unsupported, fabricated, or factually incorrect despite being presented plausibly.
• data providerA financial data provider is a service that gathers, processes, and distributes financial or market information from source institutions.
• value at riskValue at risk is an estimate of the maximum expected loss on an investment or portfolio over a specified period at a specified confidence level under normal market conditions.
• market riskThe risk that broad market movements cause an investment's value to decline, even when the individual investment performs well.
• irrational exuberanceIrrational exuberance is excessive investor enthusiasm that drives asset demand beyond what rational analysis supports.
• market bubbleA market bubble is a period in which asset prices rise to unsustainable levels because of speculative demand and expectations.
• seasonality effectSeasonality is a recurring pattern in data or economic activity associated with particular times of the year.
• natural language processingA field of computing concerned with analyzing and generating human language in textual or spoken form.
• securityA security is a tradable financial instrument representing an ownership interest, creditor relationship, or other financial claim.
• investment vehicleAn investment vehicle is a structure or instrument through which investors commit capital to assets or strategies.
• dilutionDilution is the reduction in an existing shareholder's ownership proportion or claim per share caused by the issuance of additional shares.
• lead investorA lead investor is the investor who identifies and coordinates an investment opportunity and manages its principal negotiations and formalities.
• earnings per shareEarnings per share is a company’s net income attributable to common shareholders divided by its outstanding common shares.
• target priceA target price is an analyst's estimate of the future market price or value of a stock over a specified time horizon.
• financial ratioFinancial metrics and ratios are quantitative measures used to evaluate a company’s performance, condition, or valuation.
• illiquid assetAn asset or position that cannot be sold quickly without a substantial price concession or significant transaction difficulty.
• drawdownA drawdown is a decline in the value of an investment or market from a prior peak to a subsequent low.
• stop-loss orderA stop-loss order is a broker instruction to automatically sell a position when its price reaches a predefined threshold, limiting potential loss.
• efficient frontierThe efficient frontier is the set of portfolios that provide the highest expected return at each level of risk or the lowest risk at each expected return.
• seed roundAn early startup financing stage focused on developing the business and validating its opportunity.
• Sharpe ratioThe Sharpe ratio is a portfolio performance measure that compares excess return over the risk-free rate with the portfolio's volatility.
• short sellingShort selling is a trading technique in which a trader borrows and sells an asset, intending to repurchase it later at a lower price.
• fundamental dataFundamental data is information about a company’s financial condition, operations, and economic characteristics derived primarily from accounting and corporate disclosures.
• fixed incomeA fixed-income asset is an investment that provides specified or contractually determined payments over time.
• double topA double top is a chart pattern with two successive price peaks that can signal a reversal from an uptrend to a downtrend.
• dollar-cost averagingDollar-cost averaging is an investment technique that commits a fixed amount at regular intervals regardless of market conditions.
• margin of safetyA margin of safety is the difference between an investment’s estimated value and its purchase price intended to reduce the consequences of estimation errors or adverse outcomes.
• risk capacityRisk capacity is an investor’s financial ability to withstand potential losses without jeopardizing required goals or obligations.
• risk-return tradeoffThe risk-return tradeoff is the relationship in which pursuing higher potential investment returns generally entails accepting greater risk.
• investment adviceInvestment advice is guidance or recommendations about selecting, holding, or disposing of financial assets or positions.
• cash flow statementA cash flow statement is a financial statement that reports cash inflows and outflows from operating, investing, and financing activities over a period.
• Series C financingSeries C financing is a later-stage venture funding round typically used to scale an established company and pursue liquidity.
• resistance lineA resistance level is a price level or zone where selling pressure tends to impede further advances.
• support lineA support level is a price level or zone where buying pressure tends to impede further declines.
• discriminative modelA discriminative model predicts labels or quantitative outcomes from input data without generating new content.
• nonfinancial dataNonfinancial data is quantifiable information about an entity or its environment that is not part of its financial accounts.
• volatilityMarket volatility is the degree and frequency of variation in an asset's price or returns over time.
• ethical preferenceAn ethical preference is an investor's value-based criterion for accepting or rejecting investments.
• investment contextInvestment context is a set of investor-specific facts, goals, constraints, and preferences that guide financial analysis or recommendations.
• tax residencyTax residency is the legal status determining the jurisdiction in which a person or entity is generally subject to taxation.
• gspreadgspread is a Python library for reading and writing data in Google Sheets spreadsheets.
• percentage changeA percentage change is the relative increase or decrease in a quantity expressed as a percentage of its original value.
• dunning-kruger effectThe Dunning-Kruger effect is a cognitive bias in which people with low ability in a domain overestimate their competence while highly capable people may underestimate theirs.
• incorporationIncorporation is the legal process of forming a company as a separate legal entity.
• serviceable available marketServiceable obtainable market is the portion of a reachable market that a business is likely to capture.
• startup pitchA startup pitch is a structured presentation of a young company's product, market, business model, and growth prospects to potential investors.
• total addressable marketTotal addressable market is the maximum potential demand for a product across all possible customers or locations.
• tractionTraction is evidence that a startup's product or business is gaining customer adoption and market momentum.
• institutional investorAn institutional investor is an organization that invests capital on behalf of beneficiaries, members, clients, or a larger fund.
• computer visionComputer vision is the field of enabling computers to interpret and analyze visual information such as images and video.
• behavioral financeBehavioral finance is the study of how psychological factors and behavioral biases influence financial decisions and markets.
• artificial intelligenceAI is the field of creating computational systems capable of tasks associated with human intelligence, such as learning and reasoning.
• liabilityA liability is a present financial obligation that a company is expected to settle through the transfer of economic resources.
• free cash flowFree cash flow is the cash a company has left after paying operating costs and capital expenditures.
• proof-of-stakeA proof-of-stake consensus mechanism selects validators according to the cryptocurrency they commit and other protocol rules to confirm transactions and produce blocks.
• SMA crossover strategyAn SMA crossover strategy generates trading decisions from the relative crossings of simple moving averages with different time windows.
• projected earningsAn earnings estimate is a forecast of a company’s future profit for a specified reporting period.
• NotionNotion is a collaborative workspace application for organizing notes, documents, databases, and project information.
• logarithmic returnA log return is the natural logarithm of the ratio between an asset's ending price and its starting price over a period.
• simple returnA simple return is an investment return calculated from the ordinary proportional change between ending and beginning prices.
• stock splitA stock split is a corporate action that changes the number of outstanding shares while proportionally changing the per-share price.
• unicornA unicorn is a privately held start-up valued at at least one billion units of currency.
• covarianceCovariance is a statistical measure of how two variables vary together, with positive values indicating movement in the same direction and negative values indicating opposite movement.
• International Securities Identification NumberAn International Securities Identification Number is a standardized twelve-character identifier for a specific financial security.
• intrinsic valueIntrinsic value is an estimate of what an asset or company is fundamentally worth based on its underlying characteristics.
• cash flowCash flow is the movement of money into and out of a company or other entity over a specified period.
• market catalystA market catalyst is an event or development that causes a substantial change in an asset’s price.
• bear marketA bear market is a sustained period in which asset prices generally decline and investor sentiment is pessimistic or fearful.
• balance_sheetbalance_sheet is a yfinance object property that exposes a company’s balance sheet as a DataFrame.
• private keyA private key is a secret cryptographic value used to sign cryptocurrency transactions and establish control over associated assets.
• candlestick chartA candlestick chart is a financial price chart in which each candle summarizes an asset’s open, high, low, and close prices for an interval.
• financing roundA funding round is a financing event in which a company raises capital from one or more investors under specified terms.
• LangChainLangChain is a software framework for building applications that compose large language models with prompts, tools, data sources, and workflow logic.
• histogramA histogram is a visualization that groups numeric observations into intervals and represents their frequencies with adjacent bars.
• venture fundAn investment fund that provides capital to high-growth companies, especially startups, in exchange for ownership interests.
• exitA liquidity event in which an investment in a company is realized through a profitable sale, acquisition, or public offering.
• social media dataSocial media data is information collected from user-generated content and interactions on social media platforms.
• structured trend analysisStructured trend analysis is a systematic technique for extracting investable insights by measuring developments over time.
• technical dataTechnical data is market information, such as prices and trading activity, used to calculate technical-analysis indicators.
• peer reviewPeer review is the evaluation of an analysis or argument by other knowledgeable people to identify weaknesses and improve its reasoning.
• movement dataMovement data records the locations, trajectories, or activity patterns of people, vehicles, or other objects over time.
• satellite imagerySatellite imagery is visual data captured by satellites for observing locations and objects on Earth.
• pair tradingPair trading is a market-neutral investment strategy that takes a long position in one asset and a short position in another to profit from their relative price movements.
• net asset valueNet asset value is the per-share value of a fund's assets minus its liabilities.
• JSONJSON is a text-based data interchange format that represents structured values using objects, arrays, and primitive values.
• RESTA REST API is a web interface that exposes resources and operations through the conventions of the Representational State Transfer architectural style.
• algorithmic tradingAlgorithmic trading is the automated execution of buy and sell orders according to predefined rules or indicators.
• Treasury billA treasury bill is a short-term government debt security that is generally treated as having negligible default risk.
• Treasury noteA Treasury note is a medium-term debt security issued by the United States Treasury that matures in up to ten years.
• reputation riskReputation risk is the possibility that adverse public perceptions of an entity will damage its relationships, operations, value, or financial results.
• breakoutA breakout is a price movement that crosses a recognized support or resistance level.
• financial independenceFinancial independence is a state in which a person can meet essential living expenses without depending on employment income.
• Trader WorkstationTrader Workstation is Interactive Brokers' desktop trading application that provides access to market data and trading functions.
• fundamental analysisFundamental analysis is an investment analysis method that evaluates a company's financial condition and economic prospects to estimate its value.
• short-term tradingShort-term trading is the buying and selling of assets over relatively brief time horizons to exploit price movements.

These guides are generated from the text of Manning books by Manning's knowledge graph and link to the sections they draw on. The full books are available on liveBook and at manning.com.