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4 October 2026 Share on X Share on LinkedIn
Subject: Data InsightsData SufficiencyAlgebraic data sufficiency
Question

A large consumer goods company monitors its market share in a key product segment by analyzing quarterly sales data. Market share (M) for any given quarter is calculated as the company's sales (S_c) in that quarter divided by the total market sales (S_m) in the same quarter, expressed as a decimal.

The company's performance is often evaluated by comparing its market share in the most recent quarter (Q4) to the average market share over the preceding three quarters (Q1, Q2, and Q3).

Is the company's market share in Q4 greater than its average market share over Q1, Q2, and Q3?

Select an Answer
Rationale:

Let M_Q1, M_Q2, M_Q3, and M_Q4 be the company's market shares in quarters Q1, Q2, Q3, and Q4, respectively. The question asks whether M_Q4 > (M_Q1 + M_Q2 + M_Q3) / 3.

Statement (1): The total sales for the company in Q4 were 10% higher than the average total sales for the company over Q1, Q2, and Q3, and total market sales in Q4 were 5% higher than the average total market sales over Q1, Q2, and Q3.
Let S_c_avg = (S_c_Q1 + S_c_Q2 + S_c_Q3) / 3 and S_m_avg = (S_m_Q1 + S_m_Q2 + S_m_Q3) / 3.
According to statement (1): S_c_Q4 = 1.10 * S_c_avg and S_m_Q4 = 1.05 * S_m_avg.
Then M_Q4 = S_c_Q4 / S_m_Q4 = (1.10 * S_c_avg) / (1.05 * S_m_avg) = (1.10 / 1.05) * (S_c_avg / S_m_avg) = (22/21) * (S_c_avg / S_m_avg).
We need to compare M_Q4 with (M_Q1 + M_Q2 + M_Q3) / 3. The ratio of averages (S_c_avg / S_m_avg) is not necessarily equal to the average of the ratios (M_Q1 + M_Q2 + M_Q3) / 3. Consider these two cases:
Case A: Let M_Q1 = 0.10, M_Q2 = 0.10, M_Q3 = 0.10. Then (M_Q1 + M_Q2 + M_Q3) / 3 = 0.10. If, for instance, S_c_avg / S_m_avg = 0.10, then M_Q4 = (22/21) * 0.10 which is approximately 0.10476. In this case, M_Q4 (0.10476) > 0.10. So the answer is YES.
Case B: Let S_c_Q1=10, S_m_Q1=50 (M_Q1=0.20); S_c_Q2=20, S_m_Q2=200 (M_Q2=0.10); S_c_Q3=30, S_m_Q3=300 (M_Q3=0.10).
Here, S_c_avg = (10+20+30)/3 = 20. S_m_avg = (50+200+300)/3 = 550/3. So S_c_avg / S_m_avg = 20 / (550/3) = 60/550 = 6/55. This means M_Q4 = (22/21) * (6/55) = 4/35, which is approximately 0.114. The average market share for Q1, Q2, Q3 is (0.20 + 0.10 + 0.10) / 3 = 0.40/3, which is approximately 0.133. In this case, M_Q4 (0.114) is NOT greater than 0.133. So the answer is NO.
Since we get conflicting answers depending on the specific values, statement (1) alone is NOT sufficient.

Statement (2): The company's market share in Q4 was 0.02 percentage points higher than the market share in Q3. The market share in Q1 was 0.01 percentage points lower than in Q2, and the market share in Q2 was 0.01 percentage points higher than in Q3.
We can express all market shares in terms of M_Q3:
M_Q4 = M_Q3 + 0.02
M_Q2 = M_Q3 + 0.01
M_Q1 = M_Q2 - 0.01 = (M_Q3 + 0.01) - 0.01 = M_Q3
Now, calculate the average market share over Q1, Q2, and Q3:
Average_M_Q123 = (M_Q1 + M_Q2 + M_Q3) / 3 = (M_Q3 + (M_Q3 + 0.01) + M_Q3) / 3
Average_M_Q123 = (3 * M_Q3 + 0.01) / 3 = M_Q3 + 0.01/3.
The question asks if M_Q4 > Average_M_Q123.
Is M_Q3 + 0.02 > M_Q3 + 0.01/3 ?
Subtract M_Q3 from both sides: Is 0.02 > 0.01/3 ?
To compare these values, we can convert 0.02 to 2/100 and 0.01/3 to 1/(3 * 100) = 1/300.
Is 2/100 > 1/300 ? This is equivalent to asking if 6/300 > 1/300, which is definitively true. Thus, M_Q4 is indeed greater than the average market share over Q1, Q2, and Q3.
Since we get a definitive 'Yes', statement (2) alone is sufficient.

Therefore, statement (2) ALONE is sufficient, but statement (1) ALONE is not sufficient.

3 October 2026 Share on X Share on LinkedIn
Subject: Verbal ReasoningCritical Reasoning β€” Question TypesInference questions β€” selecting the statement that must be true, or is most strongly supported, based solely on the information provided in the argument
Question

A global logistics firm implemented a new automated routing software designed to optimize delivery paths and minimize fuel consumption. After six months, the firm reported a 12% reduction in its overall fuel expenditures, attributed directly to the software's more efficient route planning. However, during the same period, the average delivery time for express shipments increased by 8%, and customer complaints specifically related to delayed express deliveries rose by 20%.

Which of the following can be most reasonably inferred from the information above?

Select an Answer
Rationale:

The argument states that the new automated routing software led to a 12% reduction in fuel expenditures due to more efficient route planning. Simultaneously, it notes an 8% increase in average delivery time for express shipments and a 20% rise in complaints about delayed express deliveries. The correct inference must connect these two outcomes.

Let's analyze each option:

  • The automated routing software, despite reducing fuel consumption, introduced inefficiencies that specifically affected the speed of express deliveries. This statement is strongly supported. The software successfully reduced fuel (efficient route planning), but it clearly had a negative impact on the speed and timeliness of express deliveries (increased delivery time and complaints). The phrase 'introduced inefficiencies' accurately describes the negative trade-off observed specifically for express shipments.
  • Optimizing for fuel efficiency in logistics inevitably leads to a decline in delivery speed for all types of shipments. This is an overgeneralization. The argument discusses only one specific implementation of a software, not a universal truth for all logistics optimization. Moreover, the decline in delivery speed is explicitly stated only for 'express shipments,' not 'all types of shipments.'
  • The logistics firm should adjust the software's parameters to prioritize delivery speed over fuel efficiency for express shipments. This is a prescriptive statement, offering a recommendation or solution. An inference question asks what *must be true* or *is most strongly supported* by the given information, not what *should be done*. The argument provides no basis for such a recommendation.
  • The increase in express delivery times resulted from a concurrent rise in the volume of express shipments handled by the firm. This introduces new information not supported by the argument. The argument implies a causal link between the *software's implementation* and both the fuel reduction and the express delivery issues. There is no mention or indication of an increase in shipment volume as a factor.

2 October 2026 Share on X Share on LinkedIn
Subject: Verbal ReasoningReading ComprehensionUnderstanding the author's tone and attitude
Question

Global Logistics Corp., a multinational firm specializing in supply chain management, is undertaking a comprehensive review of its operational efficiency. To inform this critical assessment, various internal departments and external consultants were commissioned to provide brief summaries of their findings across different segments of the supply chain.

The table below summarizes key observations and recommendations from these assessments:

| Segment | Source | Key Finding/Recommendation |

| :------------------ | :-------------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |

| Warehousing | Internal Ops Team | Current warehousing protocols, while established, frequently lead to avoidable delays during peak seasons; a re-evaluation of inventory placement strategies is overdue. |

| Transportation | External Consultant A | Our analysis indicates that driver routing algorithms, though sophisticated, do not adequately account for real-time traffic fluctuations, resulting in suboptimal fuel consumption and delivery times. |

| Supplier Relations | Internal Procurement | While most supplier contracts are robust, a few key partnerships have shown concerning lapses in responsiveness, hinting at potential long-term risks if not proactively addressed. |

| Last-Mile Delivery | External Consultant B | The current last-mile delivery framework, hampered by antiquated scheduling software and insufficient fleet diversity, consistently undermines efforts to meet aggressive client deadlines, leading to demonstrable customer dissatisfaction. |

Based on the information presented in the table, which of the following best characterizes the attitude of External Consultant B regarding the firm's last-mile delivery framework?

Select an Answer
Rationale:

External Consultant B's assessment of the last-mile delivery framework employs strong, negative language: "hampered by antiquated scheduling software," "insufficient fleet diversity," "consistently undermines efforts to meet aggressive client deadlines," and "leading to demonstrable customer dissatisfaction." These phrases collectively indicate significant, deep-seated problems rather than minor concerns. The consultant is not merely describing the situation but is actively evaluating it, pointing out severe shortcomings and their direct adverse consequences. Therefore, the attitude is decidedly critical, underscoring profound systemic flaws and their clear detrimental impact on the firm's operations and customer satisfaction.

Distractor 1 is incorrect because there is no optimism conveyed in the consultant's statement; the assessment is overwhelmingly negative and identifies specific, significant problems. Distractor 2 is incorrect because the language used (e.g., "hampered," "insufficient," "undermines") is clearly evaluative and judgmental, making the statement far from purely descriptive or neutral. Distractor 3 is incorrect because the issues described (antiquated software, insufficient fleet, consistent failure to meet deadlines, demonstrable customer dissatisfaction) are presented as substantial and deeply problematic, indicating far more than just "mild concern" or a need for "minor adjustments" for "superficial issues."

1 October 2026 Share on X Share on LinkedIn
Subject: Verbal ReasoningReading ComprehensionIdentifying the main idea and primary purpose
Question

Source 1:

Memorandum
To: Executive Leadership Team
From: Sarah Chen, Head of Sales
Date: October 15, 2023
Subject: Q3 Sales Performance for "Everest" Product Line

We are pleased to report exceptional Q3 sales performance for our "Everest" product line. Volume sales increased by a robust 18% compared to Q2, a surge largely driven by the highly successful "Peak Momentum" digital marketing campaign launched in July. This campaign significantly enhanced brand visibility and customer engagement, leading to considerable market share gains in our target segment. The strong performance validates our aggressive growth strategy and the substantial investment in innovative marketing. We project this positive trajectory to continue, strengthening our market position through Q4.

Source 2:

Email
To: Executive Leadership Team
From: David Lee, Chief Financial Officer (CFO)
Date: October 16, 2023
Subject: Re: Q3 Performance Overview - "Everest" Product Line

While the sales volume increase for the "Everest" product line in Q3 is notable, as highlighted in Sarah's memo, a thorough financial analysis presents a more complex picture. The "Peak Momentum" campaign, while effective in driving units sold, incurred promotional expenditures 30% higher than initially budgeted. Furthermore, unforeseen global logistics disruptions led to a 12% increase in raw material and distribution costs for the "Everest" line. Consequently, despite the 18% increase in unit sales, the net profit margin for the product line declined by 2.5 percentage points this quarter, primarily due to these elevated costs. It is crucial to consider these comprehensive financial implications when assessing overall company performance and strategizing for future investments.

Based on the two documents, what is the primary purpose of the CFO's email regarding the "Everest" product line's Q3 performance?

Select an Answer
Rationale:

The question asks for the primary purpose of the CFO's email in the context of the Head of Sales' memo. The Head of Sales' memo focuses on positive sales volume growth and market share gains. The CFO's email acknowledges this growth ("While the sales volume increase...is notable") but immediately pivots to discuss the costs associated with achieving that growth (higher promotional expenditures, increased raw material and distribution costs) and their impact on net profit margin, which declined despite the sales increase. The CFO concludes by stating it is "crucial to consider these comprehensive financial implications." Therefore, the CFO's primary purpose is to offer a more complete financial picture, moving beyond top-line sales to include profitability.

Let's analyze the distractors:

  • Distractor 1: "To dispute the accuracy of the sales volume increase reported by the Head of Sales." This is incorrect because the CFO explicitly states, "While the sales volume increase for the 'Everest' product line in Q3 is notable, as highlighted in Sarah's memo..." indicating an acceptance of the sales figures.
  • Distractor 2: "To advocate for a reduction in marketing expenditures and a re-evaluation of supply chain partners for the upcoming quarter." While the CFO highlights issues that might *lead* to such actions, the email's primary purpose is to present the *analysis* and *implications* of Q3 performance. The concluding sentence emphasizes considering these implications for assessment and future strategy, not directly advocating for specific immediate solutions within this particular communication.
  • Distractor 3: "To suggest that the company should prioritize market share gains over short-term profitability." This is incorrect. The CFO's email does the opposite; by highlighting the decline in profit margin despite market share gains (implied by sales volume increase), the CFO is signaling a concern for profitability, which would suggest a need to balance market share with profit, or even prioritize profit more.

30 September 2026 Share on X Share on LinkedIn
Subject: Verbal ReasoningReading ComprehensionSupporting detail and specific information
Question

Ascendant Capital, a leading global investment bank, has initiated a comprehensive review of its diversified portfolio performance, particularly scrutinizing its exposure to developing economies. Recent geopolitical shifts and unexpected macroeconomic indicators have led to a period of unanticipated volatility, challenging the bank's traditional risk models based primarily on historical performance metrics. The board has mandated an immediate recalibration of its assessment framework to better anticipate future market movements rather than merely react to past trends.

The new framework, spearheaded by the Global Asset Management division, places a significantly higher emphasis on three key forward-looking indicators: sovereign debt stability, currency fluctuation forecasts, and commodity price sensitivity. Furthermore, portfolio managers are now required to integrate qualitative geopolitical risk analyses from the bank's specialized intelligence unit into their quarterly reports. This shift represents a deliberate move away from solely quantitative, backward-looking analyses, acknowledging the limitations of such models in an increasingly interconnected and unpredictable global financial landscape.

According to the passage, what has Ascendant Capital's board explicitly mandated regarding the bank's assessment framework?

Select an Answer
Rationale:

The question asks for what Ascendant Capital's board has *explicitly mandated*. The passage states in the first paragraph: "The board has mandated an immediate recalibration of its assessment framework to better anticipate future market movements rather than merely react to past trends." This directly matches the correct answer.

Here's why the other options are incorrect:

  • Prioritizing sovereign debt stability and currency fluctuation forecasts as primary risk indicators for all portfolios: While these are mentioned as "key forward-looking indicators" within the *new framework*, they are specific components of the framework's implementation, not the overarching mandate from the board itself. The board's mandate was for the *recalibration* to achieve a specific goal.
  • Reaffirming its commitment to models based primarily on historical performance metrics due to their proven long-term reliability: This option directly contradicts the passage, which states that the traditional models based on historical metrics were "challenging" and that the new framework represents a "move away from solely quantitative, backward-looking analyses."
  • The integration of qualitative geopolitical risk analyses from its specialized intelligence unit into all quarterly reports: This is a *requirement* for portfolio managers within the new framework, as stated in the second paragraph, but it is not the explicit, overarching mandate from the board itself. The board's mandate was broader: the recalibration of the *entire framework*.
  • Expanding its presence in emerging markets to diversify against current portfolio weaknesses and enhance overall returns: The passage states that Ascendant Capital is "particularly scrutinizing its exposure to developing economies" due to recent volatility, implying caution, not a mandate for expansion. This option is not supported by the text.