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Fundamental vs. Technical vs. Sentiment Analysis: A Complete Comparison
AI 研究

Fundamental vs. Technical vs. Sentiment Analysis: A Complete Comparison

Fundamental vs. technical vs. sentiment analysis — what each lens answers (what a business is worth, what the market is doing, what the crowd believes), where each is strong, and why you do not have to pick one. Combining all three reveals when the company, the price, and the narrative disagree — often the most useful signal. Educational research, never advice.

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Valarn
12 分钟阅读

2026年8月6日

Insider Buying Explained: How to Separate Real Signals From Noise
教程

Insider Buying Explained: How to Separate Real Signals From Noise

What insider buying and selling really tell you about a stock — how to read SEC Form 4, open-market purchases versus stock awards, why buying is often more informative than selling, cluster buying, transaction size relative to ownership, and when insider activity is misleading (10b5-1 plans, tax selling). Third-party facts to weigh, never a recommendation. Educational research, never advice.

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Valarn
12 分钟阅读

2026年8月5日

AI Hallucinations in Stock Research: How to Verify an AI-Generated Report
AI 研究

AI Hallucinations in Stock Research: How to Verify an AI-Generated Report

Why do AI stock reports hallucinate — invented metrics, stale prices, misread filings, confused tickers, wrong earnings dates — and how do you catch it? A practical reliability framework for verifying any AI-generated research: source every claim, record the as-of date, prioritize official filings, separate facts from interpretation, and flag missing data. Educational research, never advice.

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Valarn
11 分钟阅读

2026年8月4日

How to Read a 10-K: The Sections Every Investor Should Understand
教程

How to Read a 10-K: The Sections Every Investor Should Understand

A section-by-section guide to reading a 10-K annual report — Business & segments, Risk Factors, MD&A, the financial statements, cash flow & debt, stock-based compensation, legal proceedings, and the warning signs investors overlook. Learn how to check a company's story against its own sworn SEC filing. Educational research, never advice.

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Valarn
13 分钟阅读

2026年8月3日

Why Stocks Fall After Good Earnings: 8 Reasons Investors Miss
教程

Why Stocks Fall After Good Earnings: 8 Reasons Investors Miss

A stock can drop 8% on an earnings "beat" — because the market grades results against expectations and guidance, not raw numbers. Here are 8 reasons stocks fall after good earnings: already priced in, weak guidance, shrinking margins, higher spending, the whisper number, poor cash flow, a missed key metric, and a worrying call tone. Educational research, never advice.

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Valarn
11 分钟阅读

2026年8月2日

Can You Trust AI Stock Analysis? 10 Ways to Check the Research
AI 研究

Can You Trust AI Stock Analysis? 10 Ways to Check the Research

Can you trust AI stock analysis? A practical 10-check checklist for evaluating any AI-generated stock report — sourced claims, current data, SEC filings, facts vs. assumptions, both sides of the argument, disclosed uncertainty, explained valuation, reproducibility, missing-data flags, and a readable research trail. Educational research, never advice.

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Valarn
9 分钟阅读

2026年8月1日

Bull Case vs. Bear Case: How to Challenge Your Stock Thesis
教程

Bull Case vs. Bear Case: How to Challenge Your Stock Thesis

How to build the bull case and the bear case as two real, opposing arguments and stress-test a stock before investing — revenue and margin assumptions, valuation under bull/base/bear scenarios, competitive and regulatory risks, catalysts, thesis-breaking indicators, and how to weigh conflicting evidence. Educational research, never advice.

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Valarn
10 分钟阅读

2026年7月31日

AI Stock Screener vs. AI Stock Research Platform: Which Do Investors Need?
AI 研究

AI Stock Screener vs. AI Stock Research Platform: Which Do Investors Need?

A screener filters the market down to a shortlist; a research platform does the homework on each name. Here's the real difference between an AI stock screener and an AI stock research platform — filtering vs. discovering vs. full fundamental, valuation, news, sentiment, technical, catalyst and risk research — and why serious investors need both, in order. Educational research, never advice.

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Valarn
10 分钟阅读

2026年7月30日

How to Research a Stock Before Buying: The 12-Step Checklist
教程

How to Research a Stock Before Buying: The 12-Step Checklist

A repeatable 12-step checklist for how to research a stock before buying — business model and moat, revenue, margins, cash flow, debt, valuation vs peers, earnings history, insiders, sentiment, and the bull/base/bear scenarios (plus the risks that would prove your thesis wrong). Educational research, never advice.

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Valarn
13 分钟阅读

2026年7月29日

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