A forecast is not a decision
Power-market participants do not face a static price-generating process. Supply, demand, weather, renewable output, system constraints and participant behavior interact across multiple horizons. A point forecast can indicate direction, but it cannot independently determine position size, risk or the evidence that should change a view.
Organize signals as state
Market state turns dispersed signals into a decision context: whether supply or demand is dominant, whether volatility has entered a new regime, whether signals agree, and how much confidence the system should place in the current view.
This representation brings forecast, risk and execution into the same language. A correct directional view with low confidence may still justify limited exposure. Position size should expand only when conviction and the available risk budget align.
Learn from the outcome
After execution, the system should revisit the relationship between view, position, risk and outcome. The useful question is not only whether the price forecast was accurate, but which signals changed the decision and whether those changes improved the risk-adjusted result.
This article describes a research framework and is not trading advice.