Signal / Map is where I track valuation dislocations, strategic technology exposure and business durability. I keep these questions separate so the reasons behind each assessment remain clear.
Do conservative operating and cash-flow assumptions support a better risk/reward than the S&P 500?
My subjective assessment of expected 3–5-year outperformance versus the S&P 500, adjusted qualitatively for fundamental, valuation and company-specific risks. No formula sets the rank.
Variable horizon
Strategic technology exposure
Where can China’s technology progress materially affect the existing company thesis?
Adds Medium or High thesis relevance without mechanically changing the valuation signal or quality tier.
30 years
Long-term quality
Which businesses have the most durable compounding engines across technological and economic change?
Ranks business durability separately. The 30-year tier does not mechanically affect the 3–5-year ranking, and current valuation is excluded from the tier.
02
RESEARCH DISCIPLINE
Designed to resist false precision
Evidence before narrative
Company results and filings anchor the operating assessment. Independent reporting supplies event context; third-party valuation data remains a screening reference.
Underlying workbook
My underlying research tracks normalised earnings and free cash flow, dilution, valuation assumptions and what could go wrong. I project earnings and cash flow over the next two years, using different growth assumptions for each company. These inform my judgment; they do not mechanically determine the ranking.
Quality is not cheapness
A durable business is not automatically undervalued. A low multiple is not automatically a dislocation. The two judgments remain independent.
Changes must be auditable
Each monthly edition records what changed and why. Previous rankings remain on record so readers can follow how my assessment develops.
THE AUTHOR
Michaël Hillaert
I’m a Belgian independent investor and writer. I study valuation dislocations, durable businesses and strategic technology shifts. The S&P 500 is my reference point: an active investment has to offer a convincing reason to own it instead of the index. I publish this research to explain my thinking and track how it changes as new evidence arrives.
Signal / Map is independent research for informational purposes only. It is not investment advice. Data and valuations are shown as of their stated dates.