Paper exposure is a fictional point budget used to test whether a forecasting method would respect limits. It is not a recommendation for real funds, a bankroll formula, or evidence that live execution would match simulation. Start with no-action rules: conditions under which the safest decision is to abstain.
Build Hard No-Action Gates
Record NO PAPER ACTION when:
- contract/resolution wording is ambiguous;
- named resolution source is unavailable or disputed;
- market data is stale, one-sided, or too thin for the paper fill assumption;
- evidence depends on nonpublic, unlawfully obtained, or manipulative information;
- geographic/terms/legal eligibility is unclear;
- the event involves personal harm or unethical research scope;
- the model is outside its evaluated category;
- a source packet has unresolved contradiction;
- the learner is emotionally distressed, chasing loss, or unable to stop.
Abstention is a valid forecast-system output. A process that must act on every event will invent confidence.
Define a Fictional Point Budget
Use 100 paper points with no conversion to PKR or real currency. Cap per-event points, total correlated-theme points, daily decisions, and worst-case paper loss. Keep limits fixed for a full evaluation period.
Avoid formulas such as Kelly sizing in a beginner course: their inputs require calibrated probabilities and execution assumptions, and estimation error can produce aggressive outputs. A simple fixed paper unit or small tiers tied to predeclared evidence quality is easier to audit.
Example teaching policy:
0 points: any no-action gate fails
1 point: eligible but uncertain
2 points: evidence complete and method inside validated scope
maximum 5 open points in one correlated theme
These numbers are arbitrary simulation controls, not financial advice.
Model Correlation and Worst Case
Several markets may depend on the same election, policy decision, court case, or macro event. Treat them as one risk cluster. Sum worst-case paper outcomes across related positions and document why diversification may be illusory.
Also model resolution/operational uncertainty: invalidation, delay, wide spread, and inability to exit. Paper simulations that assume every desired fill and immediate exit are optimistic.
Worked Example
Five markets concern the same regulator decision. A naive system allocates two points to each and calls them diversified. The cluster cap permits only five total points, while two markets fail the resolution-clarity gate. The paper ledger records three eligible decisions totaling five points.
When the event resolves, results are reviewed as one correlated thesis, not five independent wins.
Failure Cases
- Converting paper points into a deposit suggestion.
- Using a precise sizing formula with uncalibrated probabilities.
- Ignoring correlated markets and common sources.
- Relaxing limits after a simulated loss or exciting headline.
- Assuming paper fills at midpoint.
- Counting abstentions as missed profit rather than risk control.
- Treating paper success as readiness for real money.
🇵🇰 Pakistan Angle
Do not translate the point budget into PKR. The course cannot establish a learner’s legal eligibility, platform protections, tax treatment, or personal suitability. Current PVARA/SECP guidance and qualified advice would be required before any real activity; the safest course scope remains paper-only.
Avoid WhatsApp/Telegram groups selling “signals,” guaranteed returns, or account access. SECP has warned about unlicensed online trading/investment schemes and unrealistic returns.
Hands-On Exercise
Write a 12-gate no-action policy, a 100-point fictional budget, per-event/theme/time caps, and stop rules. Apply it to ten historical/public snapshots without knowing outcomes where possible. Record every abstention and run a worst-cluster scenario.
Completion Rubric
- Complete: hard gates precede scoring, paper points never map to funds, correlation and fill uncertainty are included, and limits stay fixed.
- Needs revision: caps exist but abstention, correlation, or operational risk is incomplete.
- Not complete: the worksheet recommends real sizing, deposits, or circumvention.
Sources
- CFTC: understanding prediction markets and event contracts
- SECP warning on fraudulent online trading platforms
- Pakistan Virtual Assets Regulatory Authority regulations
Key takeaway: The first paper-risk skill is knowing when not to act; fictional points test discipline without implying a real-money amount.