Direct Answer

A useful stock research checklist should force you to verify a company before you try to predict its stock price. Swoopr's 25-point framework starts with the decision you are trying to make, then moves through the business model, financial statements, balance sheet, ownership, governance, valuation, risks, catalysts, portfolio fit, and thesis-break conditions. A box is not complete because you "looked at" a topic. It is complete only when you can cite the evidence, explain what it means, and state what would make the conclusion fail.

That distinction is the point of this checklist. It is an evidence-gated research process, not a list of reassuring questions.

Educational use only: This framework organizes research. It does not tell you whether to buy, sell, or hold a security and does not account for your personal financial circumstances.

Key Takeaways

  • Research the business before calculating what the stock "should" be worth.
  • Prefer primary evidence: SEC filings, audited financial statements, proxy statements, ownership filings, and company investor-relations materials.
  • Separate facts from management claims, analyst estimates, and your own assumptions.
  • Test earnings against cash flow, debt against liquidity, buybacks against dilution, and valuation against the assumptions required to justify it.
  • Build a bear case before finalizing the thesis.
  • Write down the conditions that would invalidate the thesis before you become emotionally attached to the position.
  • Record an "as of" date for every material fact because good research becomes stale.
  • Treat the checklist as a decision-control system, not a score. Twenty-four checked boxes do not cancel one unresolved critical risk.

FINRA describes investment due diligence as gathering and confirming information about an investment before making a decision, and specifically points investors toward SEC filings, company materials, competitors, industry context, and broader economic factors. The SEC's EDGAR system provides the underlying public filings free of charge. Those two ideas form the backbone of this checklist: verify first, interpret second. Sources: FINRA: Stock Investing and Due Diligence; Investor.gov: Using EDGAR to Research Investments.

How to Use the Checklist

Do not try to complete all 25 points from a quote page, stock screener, AI summary, or brokerage profile. Those tools can help you discover questions, but they are not substitutes for the underlying evidence.

For each point, capture four things:

  1. Evidence: Where did the fact come from?
  2. Interpretation: What does the evidence imply about the company?
  3. Failure condition: What evidence would make you reverse or materially weaken that conclusion?
  4. As-of date: When was the evidence last verified?

A completed item might look like this:

Revenue concentration -- complete. The latest 10-K reports that one customer represented 18% of annual revenue. The concentration raises bargaining-power and renewal risk. I would reassess if concentration rises materially, if the customer relationship changes, or if receivables from that customer deteriorate. Verified from the 2025 10-K on September 5, 2026.

That note is useful six months later. "Checked customer concentration" is not.

Swoopr's existing Research Workbench follows an eight-step loop: define, understand, measure, compare, value, stress-test, document, and review. This 25-point checklist is the faster operational layer beneath that framework. Use the Swoopr Research Workbench when you want to preserve the full thesis, evidence record, and review triggers.

The 25-Point Stock Research Checklist

1. Define the Decision Before Researching the Stock

Write the decision you are trying to make in one sentence. "Research XYZ" is too vague. A better question is: "Do I understand this business well enough to put it on a long-term watchlist?" or "What assumptions would need to be true for this valuation to make sense over a five-year horizon?"

Also identify the time horizon. A stock can be attractive under one research question and irrelevant under another. A durable compounder thesis, event-driven trade, dividend-income thesis, and turnaround thesis depend on different evidence.

Evidence gate: A written research question and time horizon exist before valuation work begins.
Failure condition: You find yourself changing the question to fit evidence you already like.

This step mirrors the first stage of the Swoopr Research Loop: define the question, horizon, and what would change your mind.

2. Build the Primary-Source Research Pack

Before reading opinions, collect the documents that can answer the major questions directly. For a U.S. public company, that usually means the latest 10-K, subsequent 10-Qs, material 8-Ks, the latest proxy statement, recent Forms 4, and relevant beneficial-ownership filings. Add the company investor-relations page and recent earnings materials, but remember that company presentations are communications from management, not independent verification.

Investor.gov explains that EDGAR includes annual and quarterly reports, current reports, proxy statements, beneficial-ownership reports, insider transactions, and other filings. Source: Investor.gov: Using EDGAR to Research Investments.

Evidence gate: You have a dated source pack with primary documents, not just third-party summaries.
Failure condition: A material claim in the thesis cannot be traced to a primary source or independently verified.

3. Explain How the Company Makes Money in Plain English

If you cannot explain how money moves from customer to company in a few sentences, do not jump to valuation. Identify what the company sells, who pays, how often customers pay, whether revenue is recurring or transactional, and what must happen operationally for a dollar of revenue to become a dollar of cash.

The SEC notes that Item 1, "Business," of the 10-K describes the company's business, products, services, subsidiaries, markets, competition, regulations, labor issues, and other operating context. Source: SEC: How to Read a 10-K.

Evidence gate: You can describe the economic engine without using investor-presentation slogans.
Failure condition: The thesis depends on a revenue stream you cannot reconcile to disclosed segments, customers, or products.

4. Map Revenue by Segment, Product, and Geography

Headline revenue can hide very different businesses. Break revenue into the dimensions management reports: segment, product family, subscription versus transaction, domestic versus international, or other meaningful categories.

The goal is not merely to know the percentages. Ask what actually drives changes in each bucket. A company can report 12% total growth while one core segment shrinks, a newly acquired segment supplies most of the increase, or foreign-exchange translation changes the reported result.

Evidence gate: Material revenue drivers are mapped to disclosed segments or business lines.
Failure condition: Consolidated growth looks strong but the underlying mix shows deterioration in the business that matters most to the thesis.

5. Identify Customer, Supplier, and Channel Concentration

Concentration is not automatically bad. It is a dependency that deserves explicit treatment. Check whether one customer, reseller, distributor, supplier, platform, government program, geography, or channel controls a meaningful portion of revenue or critical inputs.

Then ask what happens if the relationship changes. Can the company replace it? How quickly? At what cost? Is bargaining power shifting?

Evidence gate: Major concentrations are identified from filings and footnotes where disclosed.
Failure condition: The company depends on a counterparty whose loss could alter the economics of the thesis.

6. Define the Industry and Choose Real Competitors

Peer selection is one of the easiest ways to distort analysis. A company may call itself a technology platform while competing economically with a distributor, lender, insurer, manufacturer, marketplace, or advertising business.

Choose competitors based on customers, products, economics, and capital requirements -- not just a shared marketing label.

FINRA recommends examining competitors and the health of the industry as part of deeper stock due diligence. Source: FINRA: Stock Investing and Due Diligence.

Evidence gate: You can explain why each peer is economically comparable.
Failure condition: The valuation depends on a premium peer set that excludes inconvenient but more relevant competitors.

7. Reconstruct the Revenue Trend

Review several years, not one quarter. Separate price, volume, acquisitions, currency, new products, divestitures, and accounting changes where possible.

Ask whether growth is accelerating, decelerating, cyclical, acquired, or unusually dependent on one period. If management reports organic or constant-currency measures, reconcile them to GAAP results before treating them as equivalent.

Evidence gate: Revenue growth is decomposed into its major drivers using consistent periods.
Failure condition: The growth story disappears after removing acquisitions, favorable currency, temporary pricing, or another nonrepeatable driver.

8. Trace Gross, Operating, and Net Margin Trends

Margins show how revenue converts into profit, but each margin answers a different question. Gross margin can reveal product mix and pricing power. Operating margin captures the cost structure required to run the business. Net margin includes financing, taxes, and non-operating effects.

Do not treat a one-quarter margin swing as a new structural reality without explaining the cause.

Evidence gate: Margin changes are connected to specific operational or accounting drivers.
Failure condition: The valuation assumes sustained margin expansion that has no demonstrated operating mechanism.

9. Test Earnings Quality

Net income can be economically informative and still contain items that make period-to-period comparison difficult. Review restructuring charges, impairments, acquisition costs, stock-based compensation, gains on asset sales, tax benefits, fair-value changes, and other adjustments.

When management highlights non-GAAP measures, read the reconciliation. A recurring expense does not become economically irrelevant because it is labeled "adjusted."

Evidence gate: You can bridge reported earnings to the version of earnings you are using in valuation.
Failure condition: The thesis relies on exclusions that recur year after year or remove economically meaningful costs.

10. Reconcile Earnings With Operating Cash Flow

Profits and cash flow will not match exactly, and they should not. But persistent divergence deserves explanation.

Check whether operating cash flow is supported by customer collections or temporarily boosted by working-capital movements. Watch receivables, inventory, deferred revenue, payables, and other operating balances. A company that reports rising earnings while cash conversion weakens may be perfectly healthy -- or may be revealing a problem that the income statement alone does not show.

Evidence gate: Multi-period differences between net income and operating cash flow are explained.
Failure condition: Cash conversion deteriorates materially without a credible operating explanation.

11. Define Free Cash Flow Instead of Accepting a Label

"Free cash flow" is not a single GAAP line item. Write the formula you are using. At minimum, understand how capital expenditures, capitalized software, acquisitions, finance leases, and working-capital changes affect the number.

Swoopr's methodology page documents formulas and missing-data handling used in the Research Workbench. Source: Swoopr: Research Methodology and Formula Definitions.

Evidence gate: Your FCF calculation is explicit and reproducible.
Failure condition: The metric improves mainly because necessary investment is being excluded or deferred.

12. Stress-Test Liquidity

Liquidity is not the same as "cash on the balance sheet." Compare cash and available liquidity with near-term obligations, operating needs, debt maturities, commitments, and plausible downside scenarios.

A profitable company can still face financing stress if obligations come due at the wrong time or market access disappears.

Evidence gate: Near-term sources and uses of cash are mapped.
Failure condition: The company requires favorable refinancing, capital raises, or unusually strong operating performance just to meet foreseeable obligations.

13. Map Debt, Interest Cost, Covenants, and Maturities

Total debt is only the beginning. Identify fixed versus floating rates, maturity years, secured versus unsecured obligations, convertibles, major covenants, and the cost of refinancing at current or stressed rates.

Look for clusters of maturities rather than averaging them away.

Evidence gate: You have a simple debt-maturity schedule and understand the major financing terms.
Failure condition: A material maturity or covenant risk is missing from the thesis or requires heroic refinancing assumptions.

14. Track Share Count and Dilution

EPS growth can look better or worse depending on the share count. Review basic and diluted weighted-average shares, period-end shares, stock-based compensation, options, restricted stock, convertibles, warrants, secondary offerings, and buybacks.

Do not celebrate a buyback without checking whether shares outstanding actually declined.

Evidence gate: Share-count change is tracked over multiple periods and reconciled to issuance and repurchase activity.
Failure condition: Per-share growth depends on a dilution assumption inconsistent with the company's compensation or financing behavior.

15. Measure Returns on Capital With Context

ROIC, ROE, and similar measures can be useful, but they are not interchangeable and can be distorted by leverage, write-downs, acquisitions, or an unusually small equity base.

Use the return metric that matches the economic question and document the formula. Compare the company with its own history and appropriate peers.

Evidence gate: The return metric has a documented numerator, denominator, and reason for use.
Failure condition: A high return metric is mostly an accounting or leverage artifact rather than evidence of productive capital deployment.

16. Audit Capital Allocation Behavior

Management allocates cash among reinvestment, acquisitions, debt reduction, buybacks, dividends, and liquidity. Review the pattern over several years rather than one announcement.

Ask whether acquisitions created value, buybacks reduced shares at sensible prices, debt was added for productive reasons, and reinvestment produced adequate returns.

Evidence gate: Major capital uses are summarized over a multi-year period.
Failure condition: Management's stated priorities conflict repeatedly with actual capital deployment.

17. Review Management, Board Oversight, and Incentives

A polished earnings call is not a governance analysis. Read the proxy statement. Look at executive compensation design, performance metrics, board composition, related-party transactions, equity ownership, tenure, and succession.

Investor.gov notes that proxy statements describe matters put to shareholder votes and often disclose executive-compensation policies and practices. Source: Investor.gov: Public Companies.

Evidence gate: Incentives can be connected to measurable outcomes and potential conflicts are documented.
Failure condition: Compensation rewards metrics that can improve while shareholder economics deteriorate.

18. Review Insider and Significant-Owner Activity Without Overreading It

Insider trades are context, not automatic signals. Forms 3, 4, and 5 report holdings and transactions by certain officers, directors, and large holders. Transaction codes matter: an open-market purchase is different from an option exercise, tax withholding, gift, or automatic sale.

Investor.gov explains common Form 4 transaction codes and notes that most reportable insider transactions are disclosed on Form 4 within two business days. Source: Investor.gov: Insider Transactions and Forms 3, 4, and 5.

For larger outside owners, review Schedules 13D and 13G. Investor.gov explains that beneficial ownership above five percent can trigger these filings depending on the circumstances. Source: Investor.gov: Schedules 13D and 13G.

Evidence gate: Insider and large-owner activity is classified by transaction type and context.
Failure condition: The thesis treats ownership activity as predictive without understanding why the transaction occurred.

19. Read Risk Factors, Legal Disclosures, and Material 8-K Events

The risk section is not boilerplate to skip. Compare it with the prior year. New, reordered, expanded, or newly specific risk language can show what changed even when management's headline narrative remains optimistic.

Also review material 8-K filings since the last periodic report. Investor.gov notes that 8-Ks are used to report major events shareholders should know about, including certain leadership changes, bankruptcy matters, and preliminary earnings announcements. Source: Investor.gov: Public Companies.

Evidence gate: Current material risks and events are incorporated into the thesis.
Failure condition: A new disclosure changes the economics while the thesis still relies on older information.

20. Read the Auditor's Report and Critical Audit Matters

Do not stop at the income statement. Read the independent auditor's report. Note the opinion, internal-control discussion where applicable, auditor tenure, and critical audit matters.

The PCAOB explains that an audit is an independent examination of financial statements and that the auditor's report communicates the auditor's opinion. Critical audit matters can point investors toward areas involving especially challenging, subjective, or complex audit judgment. Sources: PCAOB: Why Audits Matter; PCAOB: Auditor Reporting.

Evidence gate: The auditor opinion and any critical audit matters have been read and summarized.
Failure condition: A qualification, material weakness, going-concern issue, or difficult accounting area is dismissed without analysis.

21. Use More Than One Valuation Lens

No single multiple answers whether a stock is cheap. Choose methods that fit the business. Mature cash-generative firms may support DCF and earnings-based approaches. Asset-heavy firms may require balance-sheet or asset-value context. Early-stage businesses may require scenario-based unit economics rather than a fragile near-term earnings multiple.

Compare with the company's history and real peers, but do not let relative valuation replace intrinsic assumptions.

Evidence gate: At least two defensible valuation lenses are used, or the reason for using one is explicitly documented.
Failure condition: The conclusion changes entirely when one chosen multiple or terminal assumption changes modestly.

22. Reverse-Engineer What the Current Price Appears to Require

Instead of asking only, "What is my target value?" ask, "What growth, margins, reinvestment, and duration would make today's price reasonable?"

This turns valuation into an expectations test. Your job becomes evaluating whether those embedded assumptions are plausible, not producing a deceptively precise target.

Evidence gate: The major operating assumptions implied by the current valuation are written down.
Failure condition: The market price requires a combination of growth, margins, or duration the business has never demonstrated and cannot reasonably support.

23. Identify Catalysts but Do Not Make Them Carry the Thesis

Catalysts are events that may change information, perception, or fundamentals: earnings, product launches, regulatory decisions, debt refinancing, asset sales, index changes, contract renewals, or capital returns.

A catalyst is not a substitute for business quality. Separate events that change intrinsic economics from events that may only change sentiment.

Evidence gate: Each catalyst has an expected window, the evidence needed to confirm it, and the downside if it fails.
Failure condition: The thesis only works if a near-term event happens on schedule.

24. Build the Bear Case and Write Thesis-Break Conditions

This is the checklist item most likely to be skipped when the researcher already likes the stock.

Write the strongest credible bear case using evidence, not adjectives. Then list specific conditions that would weaken or break the thesis: customer loss, margin failure, leverage increase, regulatory action, dilution, unit-economics deterioration, accounting concern, competitive change, or another measurable event.

A good thesis-break condition is observable. "The story changes" is not.

Evidence gate: At least three specific contrary arguments and explicit invalidation conditions are documented.
Failure condition: You can explain why the stock could work but cannot articulate how you would know you were wrong.

25. Test Portfolio Fit and Set the Review Schedule

A company can pass business and valuation research and still be a poor addition to a particular portfolio because of concentration, correlated exposures, liquidity needs, or position size.

FINRA's stock-evaluation guidance explicitly notes that an individual stock should also be considered in the context of the investor's overall portfolio. Source: FINRA: Evaluating Stocks.

Finally, schedule the next review. Use event-driven triggers -- not just calendar reminders. New 10-Q, 10-K, major 8-K, guidance change, acquisition, debt refinancing, CEO/CFO departure, material regulatory development, or thesis-break condition should reopen the research.

Evidence gate: Portfolio interaction and review triggers are documented.
Failure condition: The research becomes a one-time document that is never refreshed as facts change.

One-Page Summary Table

#Research checkMinimum evidenceTypical failure signal
1Decision and horizonWritten research questionQuestion changes to fit conclusion
2Primary-source pack10-K, 10-Q, 8-K, proxy, ownership filingsMaterial claim has no primary source
3Business model10-K Item 1 + segment disclosuresCannot explain who pays and why
4Revenue mixSegment/product/geography dataCore business weaker than total growth
5ConcentrationCustomer/supplier/channel disclosuresOne dependency can alter economics
6Industry and peersCompetitor + industry evidencePeer set selected to flatter valuation
7Revenue trendMulti-year reported resultsGrowth depends on temporary driver
8MarginsMulti-year margin bridgeExpansion assumption lacks mechanism
9Earnings qualityGAAP + adjustment reconciliationRecurring costs repeatedly excluded
10Cash conversionNet income vs operating cash flowPersistent unexplained divergence
11Free cash flowExplicit formulaNecessary investment excluded
12LiquidityCash, facilities, obligationsNear-term funding gap
13DebtMaturities, rates, covenantsRefinancing depends on favorable markets
14DilutionShare-count historyPer-share thesis ignores issuance
15Returns on capitalReproducible ROIC/ROE metricHigh return is leverage/accounting artifact
16Capital allocationMulti-year uses of cashWords and behavior diverge
17GovernanceProxy + board/compensation disclosuresIncentives reward weak economics
18OwnershipForms 3/4/5, 13D/13GTransaction interpreted without context
19Risks/eventsRisk factors + current 8-KsNew disclosure invalidates old thesis
20AuditorAudit opinion + CAMsQualification/material weakness ignored
21ValuationTwo fitting methodsResult depends on one fragile multiple
22Embedded expectationsReverse valuationPrice requires implausible assumptions
23CatalystsDated catalyst listThesis needs event to happen perfectly
24Bear caseContrary evidence + breakersNo observable way to admit error
25Portfolio/reviewExposure map + triggersResearch is never refreshed

A Worked Example: How the Checklist Changes the Research Process

Consider a fictional software company, Northstar Workflow, that reports 24% annual revenue growth and an expanding adjusted operating margin.

A shallow process might stop there: growth is high, margins are improving, and the stock's forward valuation appears cheaper than a group of software peers.

The evidence-gated checklist changes the picture. Half of reported growth came from an acquisition, shares outstanding still rose despite a buyback, and some cash-flow improvement came from annual customer prepayments. The valuation therefore needs an organic-growth case, explicit dilution, and a clear treatment of stock-based compensation.

The filings also show dependence on one cloud-infrastructure provider. That becomes a testable thesis-break condition: if hosting costs rise faster than revenue for two consecutive quarters and pricing or architecture cannot offset the increase, the margin-expansion thesis weakens.

Nothing here automatically makes the stock attractive or unattractive. The checklist converts a positive impression into claims that can be verified, modeled, and later falsified. That is the intended outcome.

Common Stock-Research Checklist Mistakes

Treating Completion as Quality

A checklist can create false confidence if the goal becomes filling boxes. One unresolved item involving liquidity, accounting, governance, or thesis validity can matter more than twenty-four routine checks. Use critical gates. If a critical item is unresolved, the research is incomplete regardless of the completion percentage.

Reading Summaries Before Filings

Summaries are useful navigation aids, but the framing of a summary can anchor your interpretation before you see the underlying disclosure. For material claims, go to the source. Swoopr's own verification guide recommends tracing material investment claims to primary sources and using secondary sources for discovery rather than as the final evidence layer. Source: Swoopr: How to Verify Investment Information.

Confusing Management Guidance With Fact

Historical results are facts reported for a completed period. Guidance is management's expectation. Analyst consensus is an estimate derived from outside forecasts. Your model is an assumption set. Do not put all four in the same spreadsheet column without labeling them.

Using Ratios Without Definitions

"Free cash flow," "adjusted EBITDA," "net debt," and "ROIC" can be calculated differently. Define the formula and period before comparing results.

Looking for Confirmation Instead of Falsification

Ask both what supports the thesis and what would make it wrong. Without the second question, a checklist can become a confirmation-bias machine.

Ignoring Changes Between Filings

The current filing matters, but the change from the prior filing can be more informative. Compare risk factors, segment definitions, accounting policies, debt disclosures, compensation metrics, and language around key uncertainties.

Source Hierarchy for Stock Research

Use the most authoritative source that can answer the question.

Tier 1: Primary regulatory and audited sources

SEC filings, audited statements and notes, proxy statements, ownership filings, and relevant regulator or exchange notices.

Tier 2: Company primary communications

Investor-relations materials, earnings releases and calls, product documentation, and official press releases. These are primary company communications, not independent verification.

Tier 3: Independent secondary research

Reputable financial journalism, industry publications, analyst or credit research, and academic work. Use these for context and competing interpretations.

Tier 4: Discovery-only sources

Social media, forums, anonymous summaries, and promotional material can surface leads but should not carry a material claim without verification. FINRA explicitly warns that some online or social-media stock analysis may not disclose conflicts and can contain false or misleading information. Source: FINRA: Evaluating Stocks.

Frequently Asked Questions

What is the most important thing to check before buying a stock?

There is no single universal metric. The first important step is defining the decision and understanding how the business makes money. After that, the most consequential checks usually involve financial quality, liquidity, valuation assumptions, major risks, and what would invalidate the thesis. A stock with attractive growth can still fail because of leverage, dilution, accounting quality, customer concentration, governance, or price.

How long should stock research take?

Time is not a quality metric. A first-pass triage can take minutes, while a full company study can take hours or days. The better rule is evidence sufficiency: do not call a material item complete until you have enough reliable evidence to explain the conclusion and its limitations.

Should beginners read a 10-K?

Yes, but not necessarily cover to cover on the first pass. Start with the business, risk factors, MD&A, financial statements, notes, and auditor's report. Investor.gov and the SEC both publish guides explaining how to navigate a 10-K. Sources: SEC: How to Read a 10-K; Investor.gov: How to Read a 10-K.

Is a stock screener part of due diligence?

A screener is usually a discovery or filtering tool. It can narrow a universe based on chosen metrics, but it cannot determine whether the underlying data is high quality, whether the business is durable, whether management is allocating capital well, or whether a risk disclosure changes the thesis. Swoopr's Watchlist Stock Screener appropriately treats screening as a research starting point rather than a recommendation engine.

What should I do if one checklist item fails?

Do not automatically reject the company and do not automatically ignore the failure. Classify its severity. Ask whether it changes the economics, valuation, probability distribution, portfolio risk, or confidence in the evidence. A failed critical gate -- such as unresolved liquidity stress, an accounting concern you cannot reconcile, or a thesis that requires implausible assumptions -- deserves more weight than a minor informational gap.

Should every stock use the same checklist?

Use the same core process but add sector-specific modules. Banks, insurers, REITs, SaaS companies, biotech firms, miners, utilities, and early-stage businesses have different financial structures and operating risks. The 25-point checklist is the common spine; specialized checklists should extend it rather than replace it.

Can AI complete this checklist for me?

AI can help organize filings, generate questions, compare text, and summarize evidence, but material claims still need source verification. The checklist is most useful when it preserves the chain from source to interpretation to failure condition. If an AI system cannot show where a claim came from -- or if the source is stale or ambiguous -- treat the item as unverified.

Keep Researching

Use this checklist as the entry point, then move into the deeper Swoopr research system:

References

  1. SEC: How to Read a 10-K
  2. Investor.gov: How to Read a 10-K
  3. Investor.gov: Using EDGAR to Research Investments
  4. Investor.gov: Public Companies
  5. Investor.gov: Updated Investor Bulletin: Insider Transactions and Forms 3, 4, and 5
  6. Investor.gov: Schedules 13D and 13G
  7. FINRA: Stock Investing and Due Diligence
  8. FINRA: Evaluating Stocks
  9. PCAOB: Investor Bulletin: Why Audits Matter
  10. PCAOB: Auditor Reporting
  11. FASB: The Conceptual Framework
  12. Swoopr Investment: Stock Research Workbench
  13. Swoopr Investment: Research Workbench
  14. Swoopr Investment: Research Methodology and Formula Definitions
  15. Swoopr Investment: How to Verify Investment Information