Compare possibilities, not predictions · Kervitalenk
Explore clear, practical resources for investigating companies, comparing scenarios and keeping uncertainty in view.
Frame a question you can investigate
Broad prompts can produce broad answers. Start with a specific point of uncertainty: what has changed, which claim needs context or what would have to be true for an investment idea to make sense.
A defined question helps you choose relevant information and recognise when a line of enquiry has drifted. Keep a note of what you cannot yet answer; a visible gap is more useful than an assumption left unexamined.
Assess information with care
Consider who is making a claim, what evidence is presented and whether the information is current and complete enough for the question. Separate a source’s factual statements from its analysis or opinion.
When material conflicts, note the disagreement rather than smoothing it into a single account. Check important details against suitable primary or independent sources before relying on them.
Compare possibilities, not predictions
Scenario analysis gives you a structured way to explore more than one possible path. Describe the conditions that could support each case, then identify what might weaken it or change your interpretation.
Do not confuse a detailed scenario with a likely outcome. The value is in understanding dependencies and considering what you would need to learn, not in assigning certainty to an uncertain future.
Review your reasoning over time
Record the assumptions behind a view and the information that would prompt you to revisit it. When circumstances change, compare new evidence with your earlier reasoning instead of relying on memory alone.
These guides support independent investment research; they are not personal financial advice. An AI-assisted tool can help structure your work, but your assessment and decisions remain your own.