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Five attributes characterize an effective and reliable investigation:

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An effective and reliable scientific investigation is characterized by its testability, falsifiability, measurable results, replicability, and relevance. Planning for adequate and representative replication and acknowledging the variability of results based on scale are also key to a robust scientific inquiry.

Step-by-step explanation:

Five attributes characterize an effective and reliable scientific investigation. First, the ability to be tested using experiments to collect evidence is crucial. This involves the design and implementation of experiments with a high level of control over variables to ensure that any observed effects can be attributed to the factor being tested.

Second, a sound investigation must be able to be proven wrong. This is the principle of falsifiability, which means that there must be some potential evidence that could show the hypothesis is incorrect, ensuring that the investigation is rigorous and objective.

Third, an investigation should provide measurable results, implying that the outcomes should be quantifiable so they can be analyzed statistically for validity and reliability. Fourth, although not all scientific questions provide yes or no answers, many hypotheses are designed to be testable with a definitive answer, within the constraints of the evidence available.

Other important aspects of a scientific investigation include the timeliness of research, ensuring the results are up-to-date and relevant; the relevance to the subject being studied; and the quality of writing and directing that frames the experiment's context and findings.

To ensure the scientific investigation's validity, it's important to plan adequate and representative replication of the appropriate statistical unit of measure from the start. Additionally, recognizing that results may vary based on the spatial and temporal scale of the investigation is critical for interpreting the data accurately.

The steps of a scientific investigation follow a structured process which includes, among other steps, developing compelling and supporting questions, finding credible information, and basing judgments on sound reasoning and evidence.

In terms of educational standards, such as those from Advanced Placement (AP), students are often expected to be able to justify the selection of the kind of data needed to answer a particular scientific question, as described in AP learning outcome 4.1.

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