ERCOT Day-Ahead Forecast by Aliyan Nawaz Loading Code and history

Tomorrow's Texas power price, called before the market closes.

Each day, as soon as ERCOT publishes the latest prices, a model forecasts the next open day-ahead market hour by hour and publishes the call before bids close at 10:00 Central. Once that day's price clears, the call is scored against it, next to a simple benchmark it has to beat.

What drives tomorrow

From the fundamental model: weather turned into demand, wind and solar, then cleared against a merit-order supply stack. These explain the price; the call itself comes from the hybrid model.

Live track record

Only calls stamped before the market closed count. The benchmark is today's day-ahead price repeated for tomorrow: it's public before the call is made, so beating it is the test of skill.

Every scored day, as a table

Any day, hour by hour

Pick a scored day to see each hour's forecast against what cleared.

Backtest

Replayed on real data, not a live record

The same model replayed over recent past days. Each day uses only prices known the day before and the weather forecast as it stood about 24 hours ahead. It shows how the method behaves; only the live record above proves the calls were made in advance.

Day-ahead vs real-time

For each scored day: the day-ahead average minus the real-time average. A positive number means buyers paid a premium to lock in their price a day early.

How it works

Hybrid (makes the call). Starts from today's cleared day-ahead price for each hour, then adjusts for the forecast change in temperature, wind and solar between today and tomorrow. It is a robust regression fitted separately for four parts of the day on the last 120 days and refitted every morning, so one price spike can't take it over. It trains on the weather forecast as it stood the day before, never on what actually happened, and it won't extrapolate beyond the conditions it has seen.

Fundamental stack (explains the price). Weather is turned into demand, wind and solar output. Net demand is cleared against a supply stack built from ERCOT's installed capacity: gas plants priced by heat rate × Henry Hub, batteries, and ERCOT's scarcity adder.

Benchmarks. Today's day-ahead price for the same hour, and the same hour on the same weekday last week.

Range. The 80% range comes from the model's own errors on 28 days it had not seen.