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Make every conclusion defensible

A reader should be able to understand the answer, inspect the evidence behind it, and see where the research stops—without reconstructing your process.

On this page

Start here

A trustworthy result makes one clear claim, shows the source evidence, and states the boundary around that evidence.

Conclusion

Say what changed, differs, or appears supported.

Evidence

Show the exact permitted quote or data point with its source context.

Boundary

Disclose missing coverage, search limits, uncertainty, and conflicting evidence.

Use the four-line test

If a finding cannot be expressed in these four lines, it is usually still a source summary rather than a defensible conclusion.

Conclusion

What the evidence means, stated in one falsifiable sentence.

Evidence

The exact quote or value that most directly supports it, with attribution and date.

Challenge

The strongest conflicting evidence or credible alternative explanation.

Boundary

What was covered, what was missing, and what would change the conclusion.

Evidence-table request
Turn the answer above into a defensible evidence table. For each finding, show: 1. the conclusion; 2. the exact supporting quote or data point; 3. who or what produced it, with company, role, event or document, date, fiscal period, section, and units where relevant; 4. the source link or identifier; 5. your inference and the strongest conflicting evidence; and 6. any coverage gap or search limit that affects the conclusion. Quote only verbatim earnings-call evidence. Keep media summaries unquoted unless you independently verify the linked source. Do not guess missing metadata. End with enough search scope and methodology for another analyst to reproduce the work.

Build a visible chain from answer to source

The reader should never have to guess which evidence supports which conclusion.
  1. 01

    Lead

    State the conclusion first. Avoid opening with “we searched” or a list of documents.
  2. 02

    Show

    Put the strongest supporting quote or data point immediately below the claim.
  3. 03

    Identify

    Attach the speaker or provider, role, company, event or document, date, fiscal period, section, units, and source link where relevant.
  4. 04

    Interpret

    Explain why the evidence supports the conclusion and label that explanation as analysis, not source text.
  5. 05

    Challenge

    Include conflicting evidence and the next observation that would overturn the conclusion.

Know what you can quote

Different sources support different kinds of statements. When in doubt, paraphrase and attribute rather than invent quotation marks.
SourceHow to use itAttach
Verbatim earnings-call excerptMay be quoted exactlySpeaker and role, company, section, call date, fiscal period, citation
Normalized earnings findingParaphrase; do not quote as spoken wordsCompany, speaker, period, and linked evidence
Analyst question or management refusalKeep the returned quote labeled as a composite analyst ask and management response; do not assign sentences to inferred speakersAnalyst firm when available, topic, response quality, any refused number, call date, fiscal period, and citation
Executive-media findingKeep FactIQ’s sourced summary unquotedPerson and role, title, channel, publication date, timestamped link
Filing, economic series, or market valuePresent as data, not speechProvider, metric, units, period, identifier, and transformation
Your conclusionLabel as analysis or inferenceThe evidence that supports and challenges it

Keep sources separate before reconciling them

A live comment, formal target, filed result, and outside indicator may disagree. That disagreement is often the finding.

Spoken

What management or an analyst said on a call

Formal

What the company officially guided or disclosed

Filed

What appeared in the filing or reported operating metric

External

What government, market, trade, or satellite data shows

For a guidance scorecard, show what management said live, the formal guidance range, and the subsequent actual in separate columns. Preserve metric, units, target period, publication date, and source for each.

Show the research boundary

A citation proves where one item came from. A research boundary explains what else was—and was not—considered.
  • Companies, sectors, or geographies included, and why they form the comparison set
  • Exact call dates, fiscal periods, publication dates, or observation window
  • The main terms or company language used to find qualitative evidence
  • Missing coverage and any search batch that reached the 50-row limit
  • Dataset or filing identifiers, units, revisions, and calculations for numerical evidence

Write absence claims narrowly

Avoid

“Management never discussed pricing pressure.”

Defensible

“No matching structured evidence appeared in the covered calls and bounded searches; one quarter was missing and one batch reached 50 rows.”

Review the answer before you rely on it

Five checks catch most citation and overclaiming errors.
  • Every quotation is genuinely verbatim and allowed by the source.
  • Every important fact has a person or provider, date or period, and source link or identifier.
  • Analyst questions, management refusals, media summaries, and model analysis are labeled correctly.
  • Numbers retain their units, basis, period, denominator, and transformation.
  • The conclusion acknowledges conflicting evidence, missing coverage, result limits, and a credible falsifier.

Return to earnings-call research, or continue to executive media.