Module 05 · Risk and Responsible Research
Loss Budgets and No-Trade Rules in Paper Simulation
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Course outline
Module 1 · Prediction Markets 101
Module 2 · Market Research
Module 3 · Signal Aggregation
Module 4 · Paper Decision Logic
Module 5 · Risk and Responsible Research
A paper loss budget is a simulation control for measuring whether a method stops under adverse conditions. It is never a statement about money someone can afford to lose. Personal finances, legal eligibility, consumer protections, and suitability cannot be determined by this course.
// concept
Separate Three Budgets
Forecast-error budget: maximum tolerable calibration/critical-error rate before the method pauses for review.
Operational-error budget: limits for stale data, parser failures, missing resolution records, rule violations, or incorrect source status.
Fictional point-loss budget: a fixed paper-only threshold across event, cluster, day/week, and full study period.
Any one can stop the simulation. A method should pause after a critical factual or compliance error even if fictional points look positive.
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Define Stop Rules Before the Study
Examples:
- two resolution-source misunderstandings;
- any use of post-cutoff evidence;
- any attempt to add credentials/order code;
- stale/missing data above a fixed percentage;
- three process-rule violations;
- cluster paper loss limit reached;
- emotional chasing, sleep disruption, secrecy, borrowing thought, or inability to follow stop time;
- new legal/terms uncertainty.
The stop action is: freeze new decisions, preserve data, notify the reviewer, investigate, and decide whether to retire or version the method. It is not “double the next position.”
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Stress the Paper Ledger
Run scenarios:
- all correlated markets resolve against the thesis;
- wide spread and poor hypothetical exit depth;
- delayed or disputed resolution;
- source feed outage during a breaking event;
- model summary reverses a key date;
- platform terms or availability change;
- a method performs worse in Urdu/local-event slices;
- operator changes rules after losses.
Measure whether caps, stale markers, and no-action gates contain the damage. Paper simulations often omit the worst operational conditions, making them artificially smooth.
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Worked Example
A method has positive paper points after 30 decisions, but review finds three post-cutoff citations caused by a timestamp bug. The operational budget is breached. The team invalidates the affected evaluation, fixes/tests time filtering, and starts a new version on a held-out set. It does not keep the flattering score.
// concept
Recognize When to Stop Entirely
Stop if the activity encourages real-money urgency, interferes with obligations, creates distress, prompts concealment, or cannot remain read-only. Seek support from trusted people and qualified professionals when gambling-like behavior or financial harm is a concern. Software controls are not treatment.
Do not build engagement loops, streaks, leaderboards, loss-chasing notifications, or “almost won” messaging around paper forecasting.
// pakistan_angle
Pakistan Angle
No salary, savings, emergency fund, loan, remittance, tuition, rent, zakat/charity, or household money should be mapped to this simulation. Paper points deliberately have no PKR value.
Check current PVARA/SECP/platform terms if the research changes. Never offer signals, managed accounts, wallet setup, or virtual-asset services without appropriate authorization and qualified advice.
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Hands-On Exercise
Write all three budgets, ten stop rules, escalation owner, and restart/retirement criteria. Apply eight stress scenarios to a synthetic ledger. Demonstrate that one critical operational error freezes the method even when fictional performance is positive.
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Completion Rubric
3 grading bands
- Complete
error, operational, and fictional budgets are independent; critical/compliance stops override performance; wellbeing and retirement rules exist.
- Needs revision
paper caps exist but source, operations, or behavior stops are incomplete.
- Not complete
any budget maps to real funds or encourages recovering losses.
// sources