The blueprints
Each one is a different way in — open it up, go deeper, then carry it somewhere new.
Definition stress-test
+Define 'Asset Allocation' as I would explain it to a skeptical COO who thinks it's just 'portfolio mixing'…
Definition stress-test
+Spectrum mapping
+Map 'Risk Profiling / Risk Tolerance Assessment' across mastery levels 1–5 for a Financial Manager. Use the…
Spectrum mapping
+First-principles reduction
+Reduce the effectiveness of Goals-Based Planning in client advisory to first principles: what psychological…
First-principles reduction
+Anti-pattern
+Describe a Financial Manager who thinks they're expert at 'Risk Profiling / Risk Tolerance Assessment' but…
Anti-pattern
+Scenario simulation
+Roleplay: I'm the Financial Manager using Goals-Based Planning to advise a 48‑year-old client who earns…
Scenario simulation
+Failure autopsy
+Walk me through a realistic failure where poor 'Cost and Tax Efficiency' advice caused a client's retirement…
Failure autopsy
+Context shift
+Using Risk Profiling / Risk Tolerance Assessment, compare how you'd assess and document risk tolerance for a…
Context shift
+Translation exercise
+I drafted this client Slack update about a portfolio tilt toward low-cost index funds for a 58-year-old…
Translation exercise
+Culture clash
+I manage a multi-national team's consolidated portfolio for expatriate employees. Explain how Risk Profiling…
Culture clash
+Counterfactual
+Take the 2008 financial crisis as a counterfactual and argue how stronger adherence to Asset Allocation and…
Counterfactual
+Feedback rehearsal
+Last Thursday I met a client (45F, high savings rate, variable income from consulting) who asked whether to…
Feedback rehearsal
+Junior-to-senior delta
+Describe how Asset Allocation advice differs when delivered by a junior advisor, a senior advisor, and a…
Junior-to-senior delta
+Conflict pairing
+Simulate a 6-exchange disagreement between two colleagues: one arguing (using Malkiel/Bogle logic) for moving…
Conflict pairing
+Trade-off probe
+I'm a financial manager debating how strictly to follow the 'low-cost, broadly diversified index'…
Trade-off probe
+Measurement challenge
+I'm interviewing a junior financial manager for 45 minutes and must assess their skill in 'Cost and Tax…
Measurement challenge
+Self-diagnosis
+Assess my skill level in Goals-Based Planning. Ask me 10 questions, one at a time; after each question I will…
Self-diagnosis
+Micro-habit design
+I want one 5-minute daily practice that builds my skill in 'Risk Profiling / Risk Tolerance Assessment'. Give…
Micro-habit design
+Devil's advocate
+Play devil's advocate: argue that Cost and Tax Efficiency is overrated for our corporate exec clients who can…
Devil's advocate
+Teaching test
+Help me design a 30-minute workshop for junior advisors on 'Cost and Tax Efficiency' that uses one 10-minute…
Teaching test
+Retrospective lens
+Give me 5 short, concrete post-meeting questions I can use to judge how well I applied Risk Profiling and…
Retrospective lens
+The canon behind these
Where these came from — and where the experts disagree.
Where they disagree
Active management versus passive/index-based strategies
Where they disagree
Quantitative, model-driven risk optimization versus goals-based, behavioral-aligned planning
Where they disagree
Emphasis on historical/academic theory of risk versus narrative and client perception of risk
What people get wrong
The confident version of the mistake.
The rest of the map
Same library, five ways in.