Skip to main content
LZ

Linda Zhao

Staff Writer

Fact-Checking Editor · Imperialpedia

Linda Zhao is a CFA charterholder who fact-checks Imperialpedia's investing and brokerage reviews, verifying fee schedules, account minimums, and performance claims against each provider's own disclosures.

100Articles Published

Full Archive

Latest From Linda

100 articles

SIPC Protection Explained: What It Covers and What It Does Not
Broker Reviews
SIPC Protection Explained: What It Covers and What It Does Not

SIPC protects you if a brokerage fails — it does not protect you from a bad investment. Here is exactly what the coverage means.

Jul 16, 2026

How to Evaluate a Brokerage Before You Open an Account
Broker Reviews
How to Evaluate a Brokerage Before You Open an Account

Choosing a brokerage is about more than a zero-commission headline. Here is the framework for evaluating any brokerage before you fund an account.

Jul 16, 2026

FDIC Deposit Insurance Explained
Bank Reviews
FDIC Deposit Insurance Explained

FDIC insurance is what makes a bank deposit fundamentally safer than holding cash. Here is exactly what it covers and how the limit works.

Jul 16, 2026

How to Evaluate a Bank Before Opening an Account
Bank Reviews
How to Evaluate a Bank Before Opening an Account

Opening a bank account means more than picking a familiar name. Here is the framework for evaluating any bank before you commit.

Jul 16, 2026

How to Evaluate Customer Reviews and Spot Fake Ones
Reviews
How to Evaluate Customer Reviews and Spot Fake Ones

Customer reviews are useful, but they are also manipulable. Here is how to read them critically before trusting them.

Jul 16, 2026

How We Review Financial Products and Services
Reviews
How We Review Financial Products and Services

We do not rank specific financial brands as "best." Here is why, and what we teach instead.

Jul 16, 2026

How to Read a Quarterly Earnings Report
Company News
How to Read a Quarterly Earnings Report

A quarterly earnings report contains more than a headline profit figure. Here is how to read one, section by section.

Jul 16, 2026

Understanding Company News: What Actually Moves Stock Prices
Company News
Understanding Company News: What Actually Moves Stock Prices

Company news covers everything from earnings to insider filings. Here is a framework for understanding what actually moves a stock price and what does not.

Jul 16, 2026

Understanding Market Indices in the News: S&P 500, Dow, and Nasdaq
Market News
Understanding Market Indices in the News: S&P 500, Dow, and Nasdaq

News coverage often says "the market" moved without specifying which index. Here is what the three most-cited indices actually track.

Jul 16, 2026

How to Read Market News Like a Professional
Market News
How to Read Market News Like a Professional

Market news is written to be read quickly, but understanding it well takes a framework. Here is how to separate genuine signal from routine daily noise.

Jul 16, 2026

Cost-of-Living Adjustments and What "Real Income" Means
Income
Cost-of-Living Adjustments and What "Real Income" Means

A raise that matches inflation is not the same as a raise that grows your purchasing power. Here is how to tell the difference.

Jul 16, 2026

Building Multiple Income Streams: A Practical Starting Point
Income
Building Multiple Income Streams: A Practical Starting Point

Multiple income streams sound appealing in theory. Here is a grounded look at the realistic categories and what each actually requires.

Jul 16, 2026

Side Income Basics: 1099 vs. W-2 Explained
Income
Side Income Basics: 1099 vs. W-2 Explained

Taking on side work often means dealing with a 1099 for the first time. Here is how that differs from the W-2 income most employees are used to.

Jul 16, 2026

How to Negotiate a Raise or Starting Salary
Income
How to Negotiate a Raise or Starting Salary

Negotiating pay is a skill, not a personality trait. Here is a practical framework for building your case and having the conversation.

Jul 16, 2026

Gross vs. Net Income Explained
Income
Gross vs. Net Income Explained

The salary in your offer letter and the amount in your bank account are two different numbers. Here is everything that sits between them.

Jul 16, 2026

Understanding Your Income: Gross vs. Net, Taxes, and Growth
Income
Understanding Your Income: Gross vs. Net, Taxes, and Growth

Your paycheck is only part of the story. Here is the overview that ties together gross pay, net pay, work classification, and income growth.

Jul 16, 2026

Estimated Quarterly Taxes for Freelancers and the Self-Employed
Taxes
Estimated Quarterly Taxes for Freelancers and the Self-Employed

Without an employer withholding taxes for you, the responsibility shifts to you — four times a year. Here is how estimated taxes work.

Jul 16, 2026

How W-4 Paycheck Withholding Works
Taxes
How W-4 Paycheck Withholding Works

The W-4 you filled out on day one of a job quietly shapes every paycheck after it. Here is how it actually works.

Jul 16, 2026

Tax Credits vs. Tax Deductions Explained
Taxes
Tax Credits vs. Tax Deductions Explained

A credit and a deduction are not the same, even though both are often described as "tax savings." Here is exactly how they differ.

Jul 16, 2026

Standard Deduction vs. Itemizing: Which Should You Choose?
Taxes
Standard Deduction vs. Itemizing: Which Should You Choose?

Most filers take the standard deduction, but itemizing can save more in specific situations. Here is how to tell which applies to you.

Jul 16, 2026

Tax Brackets and Marginal Rates Explained
Taxes
Tax Brackets and Marginal Rates Explained

Moving into a higher tax bracket does not mean all your income gets taxed at that rate. Here is how marginal brackets actually work.

Jul 16, 2026

Understanding Your Taxes: A Beginner's Complete Guide
Taxes
Understanding Your Taxes: A Beginner's Complete Guide

Taxes don't have to be a black box. Here is the overview that ties together brackets, deductions, credits, and withholding.

Jul 16, 2026

How Insurance Premiums Are Calculated and Underwritten
Insurance
How Insurance Premiums Are Calculated and Underwritten

Two people buying the same policy can pay very different premiums. Here is how underwriting and risk pooling actually determine your price.

Jul 16, 2026

Homeowners Insurance vs. Renters Insurance: What's the Difference?
Insurance
Homeowners Insurance vs. Renters Insurance: What's the Difference?

Owning a home and renting one create very different insurance needs. Here is what each policy actually covers.

Jul 16, 2026

Health Insurance Deductibles, Copays, and Coinsurance Explained
Insurance
Health Insurance Deductibles, Copays, and Coinsurance Explained

The premium is only part of what a health plan costs. Here is how deductibles, copays, and coinsurance combine to determine your real out-of-pocket cost.

Jul 16, 2026

How Much Life Insurance Coverage Do You Need?
Insurance
How Much Life Insurance Coverage Do You Need?

Buying "some" life insurance is not the same as buying enough. Here is how to estimate the coverage amount that actually fits your situation.

Jul 16, 2026

The Types of Insurance You Actually Need
Insurance
The Types of Insurance You Actually Need

Not every policy applies to every person. Here is a practical rundown of the major insurance types and who typically needs each one.

Jul 16, 2026

Understanding Insurance: A Complete Guide to Protecting Your Finances
Insurance
Understanding Insurance: A Complete Guide to Protecting Your Finances

Insurance exists to transfer financial risk you cannot afford to absorb on your own. Here is the overview that ties the major coverage types together.

Jul 16, 2026

How to Rebuild Your Budget After a Major Life Change
Budgeting
How to Rebuild Your Budget After a Major Life Change

A major life change can make an existing budget obsolete overnight. Here is how to rebuild one from the ground up.

Jul 16, 2026

How to Budget as a Couple: Combining Finances Without Conflict
Budgeting
How to Budget as a Couple: Combining Finances Without Conflict

Combining finances with a partner raises questions no individual budget has to answer. Here are the common approaches and how to choose between them.

Jul 16, 2026

How to Budget With Irregular or Variable Income
Budgeting
How to Budget With Irregular or Variable Income

Standard budgeting advice assumes a fixed paycheck. Here is how to adapt it when your income actually changes every month.

Jul 16, 2026

The Envelope Budgeting System: How Cash-Based Budgeting Works
Budgeting
The Envelope Budgeting System: How Cash-Based Budgeting Works

The envelope system gives each spending category a fixed, physical limit. Here is how the method works and how to adapt it digitally.

Jul 16, 2026

What Is Zero-Based Budgeting and How Does It Work?
Budgeting
What Is Zero-Based Budgeting and How Does It Work?

Zero-based budgeting assigns every dollar of income a specific job until nothing is left unaccounted for. Here is how the method actually works.

Jul 16, 2026

Budgeting 101: How Budgeting Actually Works
Budgeting
Budgeting 101: How Budgeting Actually Works

Every budgeting method solves the same basic problem in a different way. Here is the overview that ties the different approaches together.

Jul 16, 2026

International Stocks Explained
Stocks
International Stocks Explained

International stocks are shares in companies based outside your home country, offering diversification beyond a single economy but adding currency and political risk.

Jul 16, 2026

Treasury Shares: What They Are and Why Companies Buy Back Stock
Stocks
Treasury Shares: What They Are and Why Companies Buy Back Stock

Treasury shares are stock a company has issued, then bought back and holds itself — removed from the outstanding share count and carrying no voting or dividend rights.

Jul 16, 2026

Large-Cap Stocks Explained
Stocks
Large-Cap Stocks Explained

Large-cap stocks are the biggest publicly traded companies by market value, forming the backbone of most major stock indexes and diversified portfolios.

Jul 16, 2026

Beta Explained: Measuring a Stock's Volatility
Stocks
Beta Explained: Measuring a Stock's Volatility

Beta measures how much a stock's price tends to move relative to the broader market, giving investors a quick shorthand for a stock's relative volatility and risk.

Jul 16, 2026

Volume Analysis Explained
Stocks
Volume Analysis Explained

Trading volume measures how many shares changed hands, and reading it alongside price is one of the simplest ways to gauge real conviction behind a move.

Jul 16, 2026

Circuit Breakers: How Exchanges Stop Market Crashes
Stocks
Circuit Breakers: How Exchanges Stop Market Crashes

Circuit breakers are automatic rules that pause stock trading when prices fall too fast, giving markets a forced pause to prevent panic-driven spirals.

Jul 16, 2026

Mid-Cap Stocks Explained
Stocks
Mid-Cap Stocks Explained

Mid-cap stocks sit between small and large companies by market value, often described as a sweet spot that balances growth potential with more financial stability than a small-cap.

Jul 16, 2026

Floating Shares (Float): What It Means for Investors
Stocks
Floating Shares (Float): What It Means for Investors

A stock's float is the number of shares actually available for the public to freely trade, excluding restricted, closely held, and insider shares — and it drives a lot of a stock's volatility.

Jul 16, 2026

Dividend Yield Explained
Stocks
Dividend Yield Explained

Dividend yield expresses a stock's annual dividend payment as a percentage of its share price, showing the cash return an investor receives just for holding the shares.

Jul 16, 2026

Stock Market Trading Hours Explained
Stocks
Stock Market Trading Hours Explained

U.S. stock exchanges run a regular session from 9:30am to 4pm Eastern, bookended by thinner, riskier pre-market and after-hours trading windows.

Jul 16, 2026

Small Cap Stocks Explained
Stocks
Small Cap Stocks Explained

Small-cap stocks are companies with relatively small total market values, offering more room to grow and more risk of failure than their larger counterparts.

Jul 16, 2026

Return on Assets (ROA) Explained
Stocks
Return on Assets (ROA) Explained

Return on assets measures how efficiently a company generates profit from everything it owns, calculated by dividing net income by total assets — debt-funded or not.

Jul 16, 2026

Risk Management for Stock Investors
Stocks
Risk Management for Stock Investors

Risk management in stock investing isn't about eliminating losses — it's a set of practical habits that keep any single mistake from derailing your overall plan.

Jul 16, 2026

Outstanding Shares: Definition and How to Calculate
Stocks
Outstanding Shares: Definition and How to Calculate

Outstanding shares are all the shares a company has issued and that are currently held by shareholders, including insiders — the figure used to calculate market capitalization and earnings per share.

Jul 16, 2026

Contrarian Investing Strategy Explained
Stocks
Contrarian Investing Strategy Explained

A contrarian investing strategy deliberately buys stocks the crowd has given up on and sells or avoids whatever everyone else is currently excited about.

Jul 16, 2026

Bollinger Bands Explained
Stocks
Bollinger Bands Explained

Bollinger Bands wrap a moving average in two bands that widen and narrow with volatility, giving a visual read on how stretched a price move has become.

Jul 16, 2026

What Is an Order Book?
Stocks
What Is an Order Book?

An order book is the live, constantly updating list of pending buy and sell orders for a stock, organized by price — it's the raw data behind every quote you see.

Jul 16, 2026

What Is a Shareholder?
Stocks
What Is a Shareholder?

A shareholder is any individual or institution that owns at least one share of a company's stock, giving them a legal claim on its earnings and, often, a vote.

Jul 16, 2026

Return on Equity (ROE) Explained
Stocks
Return on Equity (ROE) Explained

Return on equity measures how efficiently a company turns shareholders' invested capital into profit, calculated by dividing net income by shareholders' equity.

Jul 16, 2026

Portfolio Allocation Basics
Stocks
Portfolio Allocation Basics

Portfolio allocation is the decision that matters more than any individual stock pick — how you split money across stocks, bonds, and cash based on your timeline and risk tolerance.

Jul 16, 2026

MACD Explained
Stocks
MACD Explained

MACD tracks the changing distance between two moving averages to gauge momentum shifts — one of the most widely used indicators in technical analysis.

Jul 16, 2026

Defensive Stocks Explained
Stocks
Defensive Stocks Explained

Defensive stocks belong to companies selling things people need regardless of the economy — utilities, groceries, medicine — which makes their earnings unusually steady through recessions.

Jul 16, 2026

Active Investing Explained
Stocks
Active Investing Explained

Active investing means researching and selecting individual securities in an ongoing attempt to outperform the broader market rather than simply match it.

Jul 16, 2026

Shareholder Voting Rights Explained
Stocks
Shareholder Voting Rights Explained

Owning common stock typically grants voting rights on major corporate decisions, exercised at annual meetings or through mailed and electronic proxy ballots.

Jul 16, 2026

Relative Strength Index (RSI) Explained
Stocks
Relative Strength Index (RSI) Explained

The Relative Strength Index gauges how fast and how far a stock has moved recently, flagging conditions traders commonly call overbought or oversold.

Jul 16, 2026

Passive Investing Explained
Stocks
Passive Investing Explained

Passive investing means minimizing decisions and trading, leaning on broad, low-cost funds to capture market returns instead of trying to outguess where prices go next.

Jul 16, 2026

Free Cash Flow (FCF) Explained
Stocks
Free Cash Flow (FCF) Explained

Free cash flow is the actual cash a company generates after running the business and paying for equipment and property — money genuinely free to return to shareholders or reinvest.

Jul 16, 2026

Cyclical Stocks Explained
Stocks
Cyclical Stocks Explained

Cyclical stocks rise and fall alongside the broader economy — thriving when consumers and businesses are spending freely, and struggling when they pull back.

Jul 16, 2026

Bid vs Ask Price Explained
Stocks
Bid vs Ask Price Explained

The bid is the highest price a buyer will pay, the ask is the lowest price a seller will accept, and the gap between them — the spread — quietly affects every trade.

Jul 16, 2026

Supply and Demand in the Stock Market
Stocks
Supply and Demand in the Stock Market

Every stock price move ultimately traces back to supply and demand — how many shares are available to trade against how eager buyers and sellers are to trade them.

Jul 16, 2026

Public vs Private Companies: Key Differences
Stocks
Public vs Private Companies: Key Differences

Public companies sell shares to anyone through a stock exchange and must disclose detailed financials; private companies keep ownership closely held and their books largely confidential.

Jul 16, 2026

Net Income Explained
Stocks
Net Income Explained

Net income is what remains of a company's revenue after every expense, interest payment, and tax bill is subtracted — the figure investors call the 'bottom line.'

Jul 16, 2026

Moving Averages Explained
Stocks
Moving Averages Explained

A moving average smooths daily price noise into a single trend line, and its crossovers are among the most widely watched signals in technical analysis.

Jul 16, 2026

Meme Stocks Explained
Stocks
Meme Stocks Explained

Meme stocks surge and crash based on social media attention and coordinated retail trading rather than business fundamentals — the GameStop rally of 2021 turned the phenomenon into a household term.

Jul 16, 2026

Index Investing Strategy Explained
Stocks
Index Investing Strategy Explained

An index investing strategy means buying a fund that simply tracks a market benchmark, owning hundreds of companies at once instead of trying to pick individual winners.

Jul 16, 2026

Trend Lines Explained
Stocks
Trend Lines Explained

A trend line connects a stock's swing highs or lows to visualize direction — simple to draw, easy to draw badly, and never a guarantee of what comes next.

Jul 16, 2026

Stock Certificates: What They Are (And Do You Still Need One)
Stocks
Stock Certificates: What They Are (And Do You Still Need One)

A stock certificate is a paper document proving share ownership. Almost all modern trading skips paper entirely, using electronic book-entry records instead.

Jul 16, 2026

Revenue: What It Means for a Public Company
Stocks
Revenue: What It Means for a Public Company

Revenue is the total amount of money a company brings in from selling its products or services, before any expenses are subtracted — the starting line of the income statement.

Jul 16, 2026

Penny Stocks Explained: Risks and Realities
Stocks
Penny Stocks Explained: Risks and Realities

Penny stocks trade at very low share prices, often outside major exchanges, and combine thin regulation with heavy manipulation risk — a low price tag doesn't mean low risk.

Jul 16, 2026

Momentum Investing Strategy Explained
Stocks
Momentum Investing Strategy Explained

A momentum investing strategy buys stocks that are already trending upward and sells those trending downward, betting that recent price direction tends to persist for a while.

Jul 16, 2026

Long-Term Investing: Why Patience Pays Off
Stocks
Long-Term Investing: Why Patience Pays Off

Long-term investing isn't a passive default — it's a deliberate strategy that lets compounding and business growth do the work that timing rarely can.

Jul 16, 2026

How and Why Stock Prices Change
Stocks
How and Why Stock Prices Change

Stock prices change because buyers and sellers continuously renegotiate a price based on new information, expectations, and how badly each side wants to trade.

Jul 16, 2026

Support and Resistance Explained
Stocks
Support and Resistance Explained

Support and resistance are price levels where a stock has repeatedly stalled or reversed — useful reference points, though far from guaranteed to hold.

Jul 16, 2026

NASDAQ Explained: How It Works and How It Differs From the NYSE
Stocks
NASDAQ Explained: How It Works and How It Differs From the NYSE

Nasdaq was the world's first fully electronic stock exchange, and it still runs on a competing-market-maker model rather than a physical trading floor.

Jul 16, 2026

Fractional Shares: What They Are and How They Work
Stocks
Fractional Shares: What They Are and How They Work

Fractional shares let you invest a specific dollar amount in a stock rather than buying a full share, opening up expensive companies to investors with modest budgets.

Jul 16, 2026

Your First Stock Purchase: A Step-by-Step Guide
Stocks
Your First Stock Purchase: A Step-by-Step Guide

Buying your first stock is a small number of clicks, but a little preparation beforehand makes the experience far less nerve-wracking.

Jul 16, 2026

Earnings Per Share (EPS) Explained
Stocks
Earnings Per Share (EPS) Explained

Earnings per share divides a company's total profit by its shares outstanding, turning company-wide net income into a per-share figure investors can actually compare.

Jul 16, 2026

Dividend Investing Strategy Explained
Stocks
Dividend Investing Strategy Explained

A dividend investing strategy targets companies that pay reliable, often growing cash distributions to shareholders, favoring steady income over speculative price gains.

Jul 16, 2026

Blue-Chip Stocks Explained
Stocks
Blue-Chip Stocks Explained

Blue-chip stocks are shares in large, financially sound companies with long histories of reliable performance — the closest thing the stock market has to a household name.

Jul 16, 2026

Price-to-Book (P/B) Ratio Explained
Stocks
Price-to-Book (P/B) Ratio Explained

The price-to-book ratio compares a stock's market price to its accounting book value per share, a metric long favored by value investors for spotting potential bargains.

Jul 16, 2026

Preferred Stock: Definition and How It Works
Stocks
Preferred Stock: Definition and How It Works

Preferred stock is a hybrid security that pays a fixed dividend and sits ahead of common shares in the payout line, trading voting power for more predictable income.

Jul 16, 2026

NYSE Explained: How the New York Stock Exchange Works
Stocks
NYSE Explained: How the New York Stock Exchange Works

The New York Stock Exchange is the world's largest exchange by market value of listed companies, blending electronic matching with human floor-based oversight.

Jul 16, 2026

How Much Money Do You Need to Start Investing in Stocks?
Stocks
How Much Money Do You Need to Start Investing in Stocks?

There's no minimum dollar amount required to start investing in stocks — what matters far more is starting consistently, even with small amounts.

Jul 16, 2026

Growth Investing Strategy Explained
Stocks
Growth Investing Strategy Explained

A growth investing strategy targets companies expected to expand revenue and earnings faster than average, accepting a higher price today for a bigger future payoff.

Jul 16, 2026

Dividend Stocks Explained
Stocks
Dividend Stocks Explained

Dividend stocks pay shareholders a portion of company profits on a regular schedule, turning stock ownership into a source of recurring income rather than just a bet on the share price.

Jul 16, 2026

Candlestick Charts Explained
Stocks
Candlestick Charts Explained

A candlestick compresses a stock's open, high, low, and close into one visual shape — here's how to read them and which patterns actually get cited most.

Jul 16, 2026

Value Stocks Explained
Stocks
Value Stocks Explained

Value stocks trade for less than their fundamentals suggest they're worth, and buying them cheap while waiting for the market to catch up is one of the oldest strategies in investing.

Jul 16, 2026

Value Investing Strategy Explained
Stocks
Value Investing Strategy Explained

A value investing strategy looks for solid companies trading for less than they're actually worth, buying with a margin of safety rather than chasing whatever's hot.

Jul 16, 2026

Technical Analysis Explained
Stocks
Technical Analysis Explained

Technical analysis studies price and volume patterns to gauge where a stock might head next — a widely used but genuinely contested approach to reading markets.

Jul 16, 2026

Price-to-Earnings (P/E) Ratio Explained
Stocks
Price-to-Earnings (P/E) Ratio Explained

The P/E ratio divides a stock's share price by its earnings per share, giving a rough sense of how much investors are paying for each dollar of profit.

Jul 16, 2026

Opening a Brokerage Account: Step-by-Step Guide
Stocks
Opening a Brokerage Account: Step-by-Step Guide

Opening a brokerage account is mostly paperwork you can finish in twenty minutes online — the real decisions are which broker and which account type.

Jul 16, 2026

How Stock Exchanges Work
Stocks
How Stock Exchanges Work

A stock exchange is a regulated marketplace that matches buy and sell orders according to fixed rules — here's what happens between clicking "buy" and owning a share.

Jul 16, 2026

Common Stock: Definition and How It Works
Stocks
Common Stock: Definition and How It Works

Common stock is the standard form of company ownership most investors buy — it carries voting rights but ranks behind other claims when profits or assets are distributed.

Jul 16, 2026

What Is the Stock Market?
Stocks
What Is the Stock Market?

The stock market is the network of exchanges and rules through which investors buy and sell ownership stakes in public companies — here's what that means in practice.

Jul 16, 2026

What Is a Stock?
Stocks
What Is a Stock?

A stock is a unit of ownership in a company. Buy one and you legally own a sliver of that business, along with a claim on its future profits.

Jul 16, 2026

How to Sell Stocks
Stocks
How to Sell Stocks

Selling a stock is a two-click process on most platforms, but knowing when and why to sell is where investors actually struggle.

Jul 16, 2026