Last Updated: 10.29.2025

PRBL News (“PRBL”) is committed to delivering forward-looking journalism grounded in clarity, transparency, and responsible probability modeling.
Our goal is not only to report what is happening now, but to help readers understand what is likely to happen next.

This page explains the values, practices, and responsibilities that guide our editorial process.


1) Mission

PRBL provides:

  • Evidence-based reporting on current events
  • Forward-looking analysis
  • Probabilistic forecasting
  • Clear scenario framing

We focus on context over sensation and probability over speculation.


2) Core Principles

PRBL is built on the following editorial commitments:

Clarity

We communicate complex trends in plain language.

Transparency

We explain why forecasts are made, including:

  • Inputs
  • Methods
  • Confidence bands
  • Time horizons

Accountability

We track outcomes against prior forecasts (Scorecard).

Neutrality

We prioritize facts and credible reasoning over ideology.

Humility

Forecasts are probability estimates, not promises.
We revisit and revise our assessments when data changes.


3) Content Types

PRBL publishes:

  1. Forecasts
    → Probabilities + scenarios
  2. Signal Summaries
    → Key inputs from current events
  3. Deep Dives
    → Sector- or region-specific outlooks
  4. Scorecard Analyses
    → Retrospective accuracy checks
  5. Methods / Policy Notes

All content must:

  • Present the “now”
  • Project the “next”
  • Cite key drivers

4) Sourcing

We use:

  • Publicly available information
  • Reputable institutional data
  • Official releases
  • Market signals
  • Historical analogs
  • Expert commentary (when included)

We avoid:

  • Anonymous rumor-driven reporting
  • Clickbait headlines
  • Unverified claims

Sources are cited when appropriate; otherwise, context is stated.


5) Forecast Structure

Forecasts are produced according to a standard format including:

  • Current Signal (what’s happening now)
  • Base-Case Probability
  • Upside/Downside Paths
  • Time Horizon
  • Key Drivers
  • Counter-Signals
  • Confidence Band
  • Comparable historical patterns (when relevant)

This structure makes our output consistent and easy to evaluate over time.


6) Confidence Bands

PRBL uses five likelihood categories:

LabelRange
Very High Confidence≥ 92%
High75–91%
Moderate55–74%
Low35–54%
Very Low / Tail Risk< 35%

These reflect forecasting strength, not scientific proof.
Forecasts should never imply certainty (100%).


7) Bias Minimization

We actively aim to reduce distortive influences such as:

  • Partisan framing
  • Sensationalism
  • Emotional language
  • Fear-based persuasion

Editors are expected to ask:

“Is this conclusion supported by the evidence and reasoning provided?”


8) No Financial / Legal / Medical Advice

PRBL does not issue:

  • Investment recommendations
  • Legal instruction
  • Medical guidance

Content is informational and educational only.


9) Corrections

If we publish materially incorrect information:

  • We correct it promptly
  • We note the change clearly when appropriate

Transparency is more important than appearances.


10) Revisions

Forecasts may be revised as conditions change.
Revision is not failure — it is responsible stewardship of probabilistic information.

Changes may reflect:

  • New data
  • Policy shifts
  • Macro shocks
  • Updated models

Older versions may remain accessible for context.


11) Scorecard

PRBL maintains a Scorecard to track:

  • Forecasted scenarios
  • Final outcomes
  • Accuracy ratings

This reinforces:

  • Intellectual honesty
  • Transparency
  • Reader trust

Not all outcomes are binary; nuanced result reporting is permitted.


12) Ethical Standards

We commit to:

  • Avoiding manipulation of data
  • Declaring uncertainty honestly
  • Differentiating facts from interpretation
  • Respecting privacy and legal boundaries

13) Editorial Independence

PRBL’s editorial decisions are not dictated by:

  • Advertisers
  • Partners
  • Political groups

Sponsored content (if used) will be clearly labeled.


14) Reader Feedback

We invite critique and refinement.
This includes:

  • Methodological suggestions
  • Accuracy challenges
  • Forecast discussion

Contact: editorial@prbl.news (placeholder)


✅ Closing

Forecasting is inherently uncertain.
PRBL seeks to do it responsibly — transparently, consistently, and humbly — to help readers think clearly about the near future.