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  1. In Good Company with Nicolai Tangen
  2. John Armitage: How He Invests, Building Egerton, and What Worries Him About AI
John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen · Oct 7, 2026

Egerton founder John Armitage outlines his investment edge: pricing power, rigorous modeling, and strict valuation discipline.

Permanent Capital Breeds Investor Complacency by Eliminating the Urgency of Tough Decisions

Many fund managers covet long lockups and permanent capital, but John Armitage warns they create a dangerous psychological trap. When an investment collapses, managers with multi-year capital often rationalize holding on, convincing themselves the thesis will eventually work out. Without the immediate pressure of redemptions, investors lose the critical tension required to confront bad decisions and correct mistakes before losses compound.

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI thumbnail

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen·18 days ago

Minor Revenue Shortfalls Expose Fragility in Low-Growth, Highly Leveraged Companies

When an investment relies primarily on cost reduction, financial leverage, and acquisitions rather than organic revenue growth, even a slight top-line miss is a critical red flag. Armitage explains that low top-line growth leaves zero margin for operational error. A small shortfall can completely destabilize the profit and loss statement, making an immediate exit prudent even if medium-term forecasts appear intact.

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI thumbnail

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen·18 days ago

High Incremental Margins Amplify Earnings Beats and Protect Corporate Turnarounds

Investors frequently underestimate the operational power of incremental margins. When a business experiences a top-line sales overshoot, an incremental margin significantly higher than its baseline margin triggers dramatic profit beats. For recovery stories, identifying high incremental operating leverage is crucial, as any incremental revenue flows directly to the bottom line, rapidly accelerating a turnaround before consensus catches on.

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI thumbnail

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen·18 days ago

Moated Companies Fail Without Competent Management and Disciplined Capital Allocation

Having an economic moat is insufficient to guarantee long-term business success. Using historical examples like Boeing and Rolls-Royce, Armitage emphasizes that poor management can turn even protected monopolies into burning platforms. Because corporate valuation depends on the stream of future cash flows, management's capital allocation skill and corporate culture matter just as much as defensive barriers.

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI thumbnail

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen·18 days ago

Excessive Financial Model Detail Increases Forecasting Error Through Garbage In, Garbage Out

Over-engineered spreadsheets with hundreds of granular line items give a false sense of precision. Minor changes in underlying assumptions cause complex models to go haywire. Because critical operational details like contract pricing and supplier terms are often strictly private, effective financial modeling requires identifying a few decisive drivers and applying detective-like qualitative inference rather than endless mechanical micro-forecasting.

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI thumbnail

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen·18 days ago

Deluges of Market Information Induce Paralysis by Analysis in Modern Stock Picking

The proliferation of sell-side commentary, transcripts, and alternative data floods modern investors with information. While analysts feel compelled to cover every base to avoid missing an unexpected operational shift, constantly absorbing real-time commentary imprints noise on the brain. This saturation obstructs high-conviction decision-making, leading to cognitive exhaustion and paralysis by analysis.

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI thumbnail

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen·18 days ago

EBITDA Multiples Mislead Investors by Treating Real Capital Depreciation as Free Cash

Valuing companies on EBITDA ignores genuine economic costs. Depreciation represents capital that businesses must reinvest to maintain operations. Furthermore, serial acquirers frequently mask acquisition costs by parking expenses in amortized intangible assets and subsequently adding those charges back to earnings. Relying on EBITDA multiples strips out essential capital disciplines and obscures corporate reality.

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI thumbnail

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen·18 days ago

Over-Relying on AI in Investment Analysis Risks Atrophying Fundamental Human Reasoning

While generative AI provides rapid synthesis and information formatting, delegating original thought to machines carries deep cognitive risks. Just as individuals lose the ability to perform mental arithmetic when relying entirely on calculators, investors who offload thinking to AI risk atrophying their analytical faculties. AI should serve as an administrative shortcut, not a substitute for rigorous intellectual deduction.

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI thumbnail

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen·18 days ago

Initiating Small Portfolio Positions Overcomes the Psychological Resistance of Replacing Proven Winners

Adding a new position inherently requires displacing an existing winner, creating intense cognitive resistance against abandoning established ideas. Armitage enters new positions with very small allocations. This practice lowers the barrier to entry, establishes urgency to conduct deeper investigative diligence, and gives the team space to interrogate the thesis without taking premature, outsized portfolio risk.

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI thumbnail

John Armitage: How He Invests, Building Egerton, and What Worries Him About AI

In Good Company with Nicolai Tangen·18 days ago