Lessons

TOPIC 18 · IN-DEPTH TOPIC

Market data and event reconstruction

Test causal explanations using traceable AEMO data.

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Reconstruct an event without hindsight bias

Build a timeline using prices, dispatch, bids, constraints, flows and notices. Keep what was known at decision time separate from later revised data. Test a competing explanation instead of fitting a story to a chart.

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The lesson

6 chapters
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01Start with the decision clock

An event analyst answers two different questions: what happened, and what action was reasonable with the information available at the time? A later report may improve the first answer without proving that a trader or operator could have known it earlier. Write the decision time, region, participant role and purpose at the top of the analysis before collecting charts.

Create a timeline with separate columns for event time, interval label, publication time, data revision, source and interpretation. An outage occurring at 10:02, an interval labelled 10:05 and a notice published at 10:07 are not three simultaneous observations. Preserve the stated time zone and establish whether interval timestamps denote beginnings or endings. A five-minute discrepancy can be a labelling issue rather than conflicting evidence.

Make two views of the evidence: an as-known-at-the-time view and a later reconstructed view. If a field was not published until after the decision, it can help review the event but cannot be silently used to justify the earlier decision. Your deliverable begins with a four- or five-line factual timeline, not a confident story about the largest price on a chart.

Watch the explanation

Key terms in plain English
Dispatch
The operational process of determining output and consumption targets, subject to offers, demand and system constraints. A target is not a meter reading.
Supporting diagrams

Three clocks in one event

A schematic example, not an actual incident timeline.

  1. 01 · Physical event10:02

    When a condition changes

  2. 02 · Interval label10:05

    Check the dataset's start/end convention

  3. 03 · Published evidence10:07

    When the notice becomes available

Do not replace event, interval and publication times with one timestamp. Check time zone and revisions; later evidence does not become earlier knowledge.

Explain the entire cost bridge

Four synthetic five-minute intervals; energy-only customer costs.

  1. 01 · ReferenceA$2,000

    120 MW and A$50/MWh throughout

  2. 02 · Changes+A$8,250

    Price 4,000 + volume 1,000 + interaction 3,250

  3. 03 · Observed scenarioA$10,250

    60 MWh at a weighted A$170.83/MWh

An exact arithmetic decomposition against a chosen baseline, not a causal attribution or a reconstruction of June 2022. Taxes, contracts and other charges are excluded.