Episode 321 - Evidence in Practice with Håkon Kavli

Episode Summary

Executive Summary: Episode 321 blends a major guest interview with practical portfolio theory and a lighter after-show. Haakon Kavli of Rayton Capital explains how a Norwegian family office uses evidence-based investing, robust capital market assumptions, and optimization to manage a close-to-index 60/40 portfolio with selective alternatives. Dan Bordolotti then returns with a critique of concentrated QQQ/tech-chasing advice, followed by a lively after-show on tax planning, FHSA rules, and listener feedback.

Main Topics: Rayton Capital’s evidence-based family office model (Priority: 5/5): Haakon Kavli describes a Norwegian family office managing excess liquidity for the Reitan family, anchored in research, theory, and disciplined documentation rather than market narratives or sales products. Capital market assumptions and return forecasting (Priority: 5/5): The discussion details how Rayton Capital builds CMAs for equities and fixed income using long-run history, pricing, mean reversion, and building-block models rather than simplistic trend extrapolation. Portfolio optimization and robustness (Priority: 5/5): Kavli explains how optimization is used strategically and tactically, while acknowledging classic optimization’s fragility and describing shrinkage, denoising, and resampling methods to stabilize outputs. Private equity as an asset class (Priority: 5/5): The interview explores how private equity differs from public equity, its fee burden, risk profile, value creation, and why it may make sense for large institutions but not retail investors. Bad investment advice: going all in on QQQ (Priority: 4/5): Dan Bordolotti revives the Bad Investment Advice segment to critique performance-chasing and concentrated bets on the NASDAQ 100, emphasizing diversification over sector nostalgia. After-show tax planning debates (Priority: 3/5): The hosts revisit controversy around wealthy people qualifying for GIS, marginal versus average tax-rate thinking for RRSPs/RRIFs, and nuanced FHSA rules for buying a home from family below market value.

Key Arguments: Rayton Capital’s philosophy is explicit evidence-based investing: decisions should reflect the best research, data, and theory available. Their benchmark is intentionally close to a broad 60/40 market portfolio because broad public markets are efficient and hard to beat without strong conviction. Historical equity returns can mislead if they are driven by falling rates and taxes that may not repeat; expected returns should mean-revert. Fixed-income expectations are built from observable yields, inflation, term premium, and credit spread dynamics rather than a single macro guess. Optimization is useful but dangerous because noisy inputs can generate unstable weights; shrinkage, denoising, and resampling improve robustness. Private equity can create real operating value, but much of the economic benefit may be captured by GPs through fees, making net investor outcomes less attractive. Private equity may belong in institutional portfolios at modest market-weight-like allocations, but it is generally unsuitable for retail investors because of fees, access constraints, and complexity. Going all in on QQQ is classic performance chasing: it ignores concentration, sector cyclicality, and the historical risk of buying the winner after a strong run. Tax planning involves judgment and ethics: some planners see GIS optimization as beyond the line, while others view it as a legitimate use of the system. FHSA withdrawals depend on written purchase timelines and intention to occupy; CRA may accept intent even if circumstances later prevent immediate move-in, but not if the intent was never genuine.

Data Points: Rayton Capital benchmark: 60/40 - Benchmark allocation used as the core risk-controlled market reference Public equity benchmark: MSCI All-Country World Investable Markets Index - Used for the 60% equity sleeve Fixed income benchmark: Bloomberg Multiverse Index - Used for the 40% bond sleeve Equity history used in CMA: 125–130 years - Long-run equity return history used to anchor expected returns Private equity management fee: 1.5%–2.0% annually - Typical fee structure discussed for PE funds Private equity performance fee: 20% - Common carried interest structure Estimated total PE fees: 3%–4% of NAV per year - Combined expectation for overlapping fund portfolios based on literature Private equity volatility assumption: ~30% annual standard deviation - Rayton Capital’s internal assumption for broad private equity portfolios Public equity weight comparison: 5.3% - Buyout and growth equity as a share of total global equity market Implied PE portfolio weight in a 60/40 market portfolio: ~3.2% - Derived from the 5.3% market share applied to a 60/40 portfolio QQQ 20-year annualized return: 14.03% - Cited by the bad-advice article as justification for going all in on QQQ QQQ 10-year annualized return: 18.12% - Used in the article to support performance chasing NASDAQ drawdown after dot-com peak: >75% - Illustrates the risk of concentrated tech exposure around 2000–2003 QQQ recovery time: ~14 years - The fund did not fully recover for about 14 years after the crash Domestic versus global diversification example: 13,000+ stocks in 51 countries - VEQT cited as a diversified alternative to QQQ CRA FHSA timeline: Oct. 1 of the following year / occupy within 1 year - Qualifying withdrawal conditions discussed for home purchase timing Example home value vs. purchase price: $2 million vs. $800,000 - Illustrates inadequate consideration in a non-arm’s-length home transfer Community/after-show reaction: Mixed - Listeners and planners disagreed on whether GIS planning is unethical

Pivotal Quotes: "It is not necessarily a portfolio optimization, it's error maximization." — Haakon Kavli: Explaining why standard optimization can break down with noisy inputs "We believe that our CMA has information in it, first of all. We believe that our expected returns are better than just expecting the same across all asset classes." — Haakon Kavli: Defending the use of differentiated capital market assumptions rather than equal-return assumptions "Instead of going all in on QQQ, I would rather go all in on global capitalism." — Dan Bordolotti: Summarizing the case for broad diversification over sector concentration

Implications: Listeners should take away that disciplined, evidence-based portfolio construction generally beats trend chasing, especially for long horizons. Institutions may justify alternatives like private equity with skill and scale, but most investors benefit more from broad diversification, low costs, and skepticism toward concentrated “hot” bets.