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1161. Arrange the following sentences in the correct order. A. This can make causation appear to run in the opposite direction from the one initially assumed. B. Researchers may observe that higher spending is associated with worse outcomes. C. However, institutions often spend more precisely where problems are already more severe. D. Causal analysis must therefore consider whether the outcome itself influences the apparent cause.

1162. Arrange the following sentences in the correct order. A. Yet a society may prefer a less efficient outcome if it distributes benefits more fairly. B. Economic efficiency asks whether resources are being used to generate as much value as possible. C. Distributional fairness asks a different question: who receives the benefits and who bears the costs. D. Public policy therefore often involves a trade-off between the size of total gains and their distribution.

1163. Arrange the following sentences in the correct order. A. The missing observations are therefore not random, which can distort the final estimate. B. Long-term studies often lose some participants before the research is completed. C. Participants experiencing worse outcomes may be more likely to drop out than those doing well. D. Researchers must consequently investigate whether attrition is systematically related to the outcome being studied.

1164. Arrange the following sentences in the correct order. A. Consequently, regulations written around current technology can quickly become incomplete. B. Innovation often changes not only products but also the categories used to regulate them. C. A new service may combine features of industries that were previously governed by separate rules. D. Regulatory systems therefore need mechanisms for adapting definitions as markets evolve.

1165. Arrange the following sentences in the correct order. A. The apparent contradiction may therefore reflect different assumptions about what counts as the relevant cost. B. Two analysts can agree on all observable facts and still reach different policy conclusions. C. One may count only direct financial expenditure, while another includes environmental damage and future liabilities. D. Policy disagreements should consequently be examined for differences in definitions and valuation as well as differences in facts.

1166. Arrange the following sentences in the correct order. A. This can create a misleading impression that all members of the group share the same characteristics. B. Categories are useful because they simplify complex social and economic information. C. Yet individuals within the same category can differ substantially in income, behaviour, preferences or risk. D. Analysis should therefore avoid treating convenient labels as if they described every member equally well.

1167. Arrange the following sentences in the correct order. A. Such institutional memory can improve consistency but may also preserve outdated assumptions. B. Organisations develop routines from repeated experience. C. These routines allow decisions to be made quickly without reconsidering every issue from the beginning. D. Periodic review is therefore necessary to distinguish useful experience from habits that no longer fit current conditions.

1168. Arrange the following sentences in the correct order. A. This makes the choice of baseline crucial to how the same change is perceived. B. Performance is often evaluated relative to a reference point rather than in absolute terms. C. An outcome can look impressive when compared with a crisis year but disappointing when compared with a longer-term trend. D. Transparent evaluation should therefore explain why a particular comparison point was selected.

1169. Arrange the following sentences in the correct order. A. The policy can therefore reduce one form of risk while increasing another. B. Safety regulations sometimes encourage people to behave less cautiously because they feel better protected. C. Drivers with improved safety technology, for example, may compensate by driving faster or paying less attention. D. Evaluating safety measures should consequently include behavioural adaptation as well as engineering performance.

1170. Arrange the following sentences in the correct order. A. Nevertheless, the absence of a recorded effect in one study does not establish that the true effect is exactly zero. B. Researchers sometimes describe a result as “not statistically significant.” C. Such a result may arise because the effect is genuinely small, but it may also occur because the study lacks sufficient statistical power. D. Interpretation should therefore distinguish “evidence of no effect” from “insufficient evidence of an effect.”

1171. Arrange the following sentences in the correct order. A. The resulting pattern may look like deliberate discrimination even when no single decision-maker intended it. B. Small disadvantages can accumulate when the same group repeatedly faces slightly worse outcomes at several stages. C. A minor difference in recruitment, promotion, credit access and professional networks can compound over time. D. Understanding inequality therefore sometimes requires examining cumulative processes rather than searching only for one decisive act.

1172. Arrange the following sentences in the correct order. A. This makes an apparently simple productivity comparison partly dependent on how unpaid time is treated. B. Two workers may produce the same output during officially recorded working hours. C. One of them, however, may spend substantial unpaid time preparing outside those recorded hours. D. Productivity measures should therefore define both output and labour input carefully.

1173. Arrange the following sentences in the correct order. A. Yet excluding all such observations can remove genuine information about rare but important events. B. Statistical analyses often treat extreme observations as potential outliers. C. Some extreme values may arise from measurement error, while others may represent real but unusual cases. D. Analysts therefore need reasons for excluding outliers rather than removing them merely because they are inconvenient.

1174. Arrange the following sentences in the correct order. A. The apparent precision of the final estimate can therefore conceal substantial uncertainty in the assumptions used to produce it. B. Complex forecasts often combine several estimates, each of which contains its own uncertainty. C. If those uncertainties are correlated rather than independent, their combined effect can be larger than a simple calculation suggests. D. Forecasting should therefore report uncertainty in the model structure and assumptions, not only in the final numerical output.

1175. Arrange the following sentences in the correct order. A. Instead, a robust explanation should also account for evidence that initially appears inconsistent with it. B. A theory can seem convincing when attention is restricted to observations that support it. C. Contradictory cases, however, may reveal hidden conditions, measurement errors or limits to the theory itself. D. Strong reasoning therefore treats inconvenient evidence as something to investigate rather than ignore.

1176. Arrange the following sentences in the correct order. A. Therefore, policies that reduce one visible source of pollution may simply shift environmental damage elsewhere. B. Environmental regulation often focuses on emissions produced within a particular jurisdiction. C. Firms may respond by moving pollution-intensive stages of production to places with weaker regulation. D. Effective environmental accounting should consequently consider pollution embodied in imported goods.

1177. Arrange the following sentences in the correct order. A. The policy may then appear successful according to its official metric while failing to improve the underlying objective. B. Once a measure becomes a target, people may alter their behaviour specifically to improve that measure. C. Schools judged only by test scores, for instance, may narrow teaching toward material likely to appear on examinations. D. Performance systems should therefore use indicators as evidence rather than treat them as perfect substitutes for the real goal.

1178. Arrange the following sentences in the correct order. A. This can cause a programme to work well for early participants but less effectively for later ones. B. Programmes often attract the most interested or motivated participants first. C. As participation expands, the programme may begin reaching people with different needs, constraints or levels of commitment. D. Evaluators should therefore be cautious when extrapolating early results to the entire target population.

1179. Arrange the following sentences in the correct order. A. This can make apparently independent evidence much less independent than it seems. B. Multiple studies may rely on the same underlying dataset. C. If that dataset contains a systematic error, every study using it may reproduce the same distortion. D. Confidence should therefore increase more when findings are replicated using genuinely independent sources.

1180. Arrange the following sentences in the correct order. A. Yet an organisation that never tolerates unsuccessful experiments may discourage innovation altogether. B. Innovation necessarily involves uncertainty about which ideas will succeed. C. Failure must therefore be distinguished between responsible experimentation and careless execution. D. Effective organisations create room for calculated risk while maintaining accountability.

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