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An impact review becomes harder when the first serious measurement begins after a programme has changed the way people work. Earlier records may use different definitions or omit the conditions that mattered. A baseline is a deliberate account of the starting situation, built around the question the programme intends to answer.

Choose the decision the evidence should inform

Start with a specific question. Will a proposed connection make an important journey more usable? Will an operating change affect the time or costs involved in a Captain’s work? Will a different vehicle arrangement change resource use for comparable service? Each question needs a distinct boundary and a different set of observations.

The Environment & Impact page provides the broader context for these discussions. For an individual project, agree the population, place, period and outcome before choosing indicators. Avoid collecting a large list simply because the data is available. Each measure should have a reason connected to the decision that follows.

Describe the starting conditions

Record both the outcome of interest and the conditions that could influence it. Depending on the question, these may include the service area, work mix, operating hours, energy access, participant circumstances or seasonal patterns. For each starting measure, keep its definition, period, group, source and known gaps together. For a journey-access question, that might include the intended destination, usual travel window, observed waiting and barriers reported by people who could not complete the trip. Distinguish records, participant reports and estimates.

The UK government’s Magenta Book evaluation guidance recommends planning evaluation early and distinguishing monitoring from causal evaluation. A baseline supports comparison, but it does not by itself show what would have happened without the intervention. Decide whether that stronger question needs an appropriate comparison or another evaluation design.

Make the later observation comparable

Use the same definition, unit and collection method when possible. If the method must change, keep a record of the change and explain its likely effect. A comparison between different groups may answer a different question from a comparison following the same participants over time. Preserve that distinction in the eventual account.

Choose a collection process that people can realistically follow. Keep questions understandable, explain the purpose of personal information and limit access appropriately. Where Captain experience is central, the Captain Welfare perspective supports involving people in the design of the questions. Participation should not be confused with agreement to a predetermined account of success.

Prepare for an honest review

Before the programme starts, identify who will review the observations and how missing records will be handled. Keep planned targets separate from measured results. If the data cannot support a conclusion, say what remains uncertain and what further observation would help. A record of unexpected effects can be as useful as a result that meets the initial expectation.

For environmental work, the GHG Protocol’s explanation of inventory and project accounting illustrates why an account of emissions differs from a comparison against a scenario without a project. Keeping that distinction visible helps a baseline serve its purpose: a credible starting point for learning, rather than an automatic claim of impact.