Which situation is the clearest example of cherry-picking?, A company presents its strongest sales figures while withholding equally relevant data from less successful periods., A researcher excludes incomplete survey responses using predefined criteria., A journalist summarises a report by focusing on its most statistically significant findings., An analyst groups minor categories together to improve readability., Which sentence uses "fluctuating" most accurately?, The company's profits fluctuated steadily upwards by exactly 5% every quarter., The figures fluctuated consistently in one direction without any reversals., The data fluctuated despite remaining identical across all reporting periods., Despite fluctuating slightly throughout the period, unemployment remained broadly stable overall., Which expression is not synonymous with "deliberately"?, Intentionally, Inadvertently, Knowingly, Purposefully, Complete the sentence: The disproportionate representation of university students in the survey introduced a potential _______ into the findings., distortion, exaggeration, bias, omission, Which statement most accurately distinguishes distortion from omission?, Distortion necessarily involves falsifying numbers, whereas omission involves accurate figures., Distortion is always intentional, whereas omission is always accidental., Distortion affects only visual appearance, whereas omission affects only written explanations., Distortion creates a misleading representation, whereas omission involves leaving out potentially relevant information., Which sentence uses "alarming" most appropriately?, The alarming decline in unemployment was welcomed as evidence of economic recovery., The apparently alarming rise in infections became less concerning once increased testing rates were considered., The alarming consistency of the results confirmed the reliability of the measurement process., The alarming similarity between the datasets demonstrated that no meaningful differences existed., Complete the sentence: The failure to acknowledge that rural participants were excluded represents a significant _______ that could undermine the generalisability of the findings., manipulation, exaggeration, distortion, omission, Which sentence demonstrates the most appropriate use of "exaggeration"?, Exaggeration of the sample size improved the representativeness of the findings., Exaggeration ensured that differences between groups were reported proportionately., The exaggeration of a minor increase in crime rates created the impression of a serious public safety crisis., Exaggeration enabled the audience to distinguish correlation from causation., Which sentence uses "altered" most appropriately?, The researchers altered the historical trend by choosing a different starting point., The researchers altered their interpretation after new evidence challenged their initial conclusions., The researchers altered the correlation between variables by describing it more objectively., The researchers altered the sample's representativeness by acknowledging its limitations., Complete the sentence: The journalist was accused of having _______ the graph's vertical axis to make a modest increase appear far more substantial., manipulated, misinterpreted, miscalculated, misclassified, Which sentence uses "confuse" most naturally and precisely?, The statistical findings confuse with the conclusions drawn from the research., The graph may confuse the reliability of findings by excluding unusual values., Overlapping labels may confuse readers into interpreting two distinct categories as a single group., The researchers confuse the results objectively by applying different criteria., A company reports a 40% increase in customer complaints but fails to mention that its customer base has doubled. Which interpretation is most accurate?, The graph is inaccurate because the complaint numbers have been falsified., The omission of context may obscure a decline in complaints relative to the customer base., The figures prove deliberate cherry-picking by the company., The increase proves that customer satisfaction has deteriorated., Which statement best distinguishes cherry-picking from omission as explained in the text?, Cherry-picking selectively presents favourable evidence, while omission may result from overlooking relevant information., Cherry-picking requires falsification, while omission requires scale manipulation., Cherry-picking affects validity, whereas omission affects only appearance., Cherry-picking simplifies data, whereas omission necessarily involves deception., By adjusting the vertical scale from 0–100 to 69–73, the researcher used _______ to make a minor increase in test scores appear considerably more significant., selective omission, data fluctuation, statistical distortion, axis manipulation

U4.1 Reading_Data manipulation

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