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Free editorial articles on AI in investment — scenario analysis and portfolio stress testing. No paid services, subscriptions, bookings, deposits, execution or personalised advice.
Everything below is a free editorial article. There is no purchase, no subscription, no booking, no deposit, no trade execution and no personalised investment advice. If a topic interests you, the inquiry form is the channel for questions about the method.
The article set
The articles are organised around three working areas. Each area explains a concrete piece of how AI is used in investment — specifically in scenario analysis and portfolio stress testing — without selling a product.
1. Scenario construction
How named scenarios are built and why a small, deliberate set outperforms a large undifferentiated one. Covers historical replay, hypothetical shock design and reverse stress testing, with the assumptions stated for each.
2. Exposure mapping
How each holding is broken down into the risk factors it actually carries — equity market beta, credit-spread sensitivity, interest-rate duration, FX and liquidity — so a move in any driver flows through the book consistently rather than position by position.
3. Loss-distribution reading
How the revalued results are collected into a loss distribution per scenario, and how to read the ranking and concentration of losses rather than a single headline number.
What these articles do not do
- They do not forecast markets or predict crashes.
- They do not recommend, buy or sell any security.
- They do not manage portfolios or take custody of assets.
- They do not provide personalised investment advice for your situation.
How to use this
Read what is useful. If a method point is unclear, send an inquiry and we will expand on the article content. We will not, under any circumstance, convert that inquiry into a paid offer, because there is no paid offer to make.