Overlapping Sets, Statistics, and Data Distributions

27 questions

Question 1Question

A total of 3030 tourists visited a city, and each tourist visited Museum X, Museum Y, or both. How many of the tourists visited both Museum X and Museum Y?

(1) 2020 of the tourists visited Museum X.
(2) 1515 of the tourists visited Museum Y.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.
The correct option states that both statements together are sufficient, but neither statement alone is sufficient. By applying the formula Total=Set A+Set BBoth\text{Total} = \text{Set A} + \text{Set B} - \text{Both}, we see that knowing the total (3030) along with both individual sets (2020 and 1515) allows us to solve for the overlap uniquely (55). Neither statement alone provides both set totals.

Step-by-Step Solution

1
Rephrase the question stem using the overlapping set formula.
The total number of tourists is given by Total=N(X)+N(Y)N(XY)\text{Total} = N(X) + N(Y) - N(X \cap Y), where Total=30\text{Total} = 30. To find N(XY)N(X \cap Y), we need the sum N(X)+N(Y)N(X) + N(Y).
Establishing the algebraic relation clarifies what specific information is required from the statements.
2
Evaluate Statement (1) independently.
Statement (1) gives N(X)=20N(X) = 20. Substituting into the equation gives 30=20+N(Y)N(XY)N(XY)=N(Y)1030 = 20 + N(Y) - N(X \cap Y) \Rightarrow N(X \cap Y) = N(Y) - 10. Since N(Y)N(Y) is unknown, N(XY)N(X \cap Y) cannot be determined.
Determines whether Statement (1) alone yields a unique answer.
3
Evaluate Statement (2) independently.
Statement (2) gives N(Y)=15N(Y) = 15. Substituting into the equation gives 30=N(X)+15N(XY)N(XY)=N(X)1530 = N(X) + 15 - N(X \cap Y) \Rightarrow N(X \cap Y) = N(X) - 15. Since N(X)N(X) is unknown, N(XY)N(X \cap Y) cannot be determined.
Determines whether Statement (2) alone yields a unique answer.
4
Evaluate both statements together.
Combining Statement (1) and Statement (2) provides N(X)=20N(X) = 20 and N(Y)=15N(Y) = 15. Plugging both into the formula: 30=20+15N(XY)30=35N(XY)N(XY)=530 = 20 + 15 - N(X \cap Y) \Rightarrow 30 = 35 - N(X \cap Y) \Rightarrow N(X \cap Y) = 5. This gives a single, unique value.
Determines if combining both statements provides sufficient information.

Key Concept

Two-Group Overlapping Sets Principle
Estimated Time:1m 0s
Question 2Question

A set consists of 55 numbers. What is the arithmetic mean of the 55 numbers?

(1) The sum of the 55 numbers is 4545.
(2) The median of the 55 numbers is 99 and the range of the 55 numbers is 88.

Show answer & explanation

Answer: Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient.

Answer

Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient.
The mean of a dataset of nn items is defined as the sum of all elements divided by nn. Since n=5n = 5, knowing that the sum of the 55 numbers is 4545 immediately gives the mean as 45/5=945 / 5 = 9. Thus, the first statement provides sufficient information on its own. Conversely, knowing only the median and range allows for multiple distinct sets of numbers with different total sums and arithmetic means, making the second statement insufficient.

Step-by-Step Solution

1
Rephrase the question stem
The arithmetic mean of 55 numbers is equal to Sum of numbers5\frac{\text{Sum of numbers}}{5}. Thus, knowing the sum of the 55 numbers is necessary and sufficient to find the mean.
By definition, Mean=Sumn\text{Mean} = \frac{\text{Sum}}{n} where n=5n = 5.
2
Evaluate Statement (1)
Statement (1) gives Sum=45\text{Sum} = 45. Therefore, Mean=455=9\text{Mean} = \frac{45}{5} = 9. This gives a unique value.
Statement (1) alone provides all required information.
3
Evaluate Statement (2)
Consider two possible sets with median 99 and range 88: Set X = {5,9,9,9,13}\{5, 9, 9, 9, 13\} (Sum = 4545, Mean = 99) and Set Y = {5,5,9,13,13}\{5, 5, 9, 13, 13\} (Sum = 4545, Mean = 99), but also Set Z = {5,6,9,10,13}\{5, 6, 9, 10, 13\} (Sum = 4343, Mean = 8.68.6). Since the mean is not uniquely determined, Statement (2) is not sufficient.
Median and range leave the remaining elements and the overall sum indeterminate.

Key Concept

Arithmetic Mean Definition in Data Sufficiency
Question 3Question

In a cohort of NN financial analysts, every analyst tracks at least one of two asset classes: Equities or Bonds. The mean number of years of experience for analysts who track Equities is 12 years, and the mean number of years of experience for analysts who track Bonds is 18 years. Is the mean number of years of experience for all NN analysts in the cohort strictly greater than 15 years?

(1) The mean number of years of experience for analysts who track both Equities and Bonds is 15 years.
(2) The number of analysts who track Bonds only is strictly greater than the number of analysts who track Equities only.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

Both statements together are sufficient to answer the question, but neither statement alone is sufficient.
Rephrasing the question stem shows that the overall mean is greater than 15 if and only if 3(yx)+(15mˉ)z>03(y - x) + (15 - \bar{m})z > 0, where xx is analysts tracking Equities only, yy is analysts tracking Bonds only, zz is analysts tracking both, and mˉ\bar{m} is the mean experience of the overlap group. Statement (1) gives mˉ=15\bar{m} = 15, simplifying the target to y>xy > x, which is insufficient alone. Statement (2) gives y>xy > x, which is insufficient alone because mˉ\bar{m} is unknown. Combined, Statement (1) simplifies the target to y>xy > x and Statement (2) confirms y>xy > x, yielding a definitive 'Yes'.

Step-by-Step Solution

1
Define variables and set up the expression for the total sum of experience and overall mean.
Let xx be the number of analysts tracking Equities only, yy be the number of analysts tracking Bonds only, and zz be the number of analysts tracking both. Total analysts N=x+y+zN = x + y + z.
Sum of experience for Equities group: SE=12(x+z)S_E = 12(x+z).
Sum of experience for Bonds group: SB=18(y+z)S_B = 18(y+z).
Let mˉ\bar{m} be the mean experience of the zz analysts tracking both, so their total experience is zmˉz\bar{m}.
Total experience Stotal=SE+SBzmˉ=12x+18y+(30mˉ)zS_{total} = S_E + S_B - z\bar{m} = 12x + 18y + (30 - \bar{m})z.
Overlapping sets counting principle requires subtracting the overlap sum so double-counted individuals are accounted for correctly.
2
Rephrase the target question stem inequality.
The overall mean is Mˉ=StotalN=12x+18y+(30mˉ)zx+y+z\bar{M} = \frac{S_{total}}{N} = \frac{12x + 18y + (30 - \bar{m})z}{x + y + z}.
The question asks if Mˉ>15\bar{M} > 15:
12x+18y+(30mˉ)zx+y+z>15\frac{12x + 18y + (30 - \bar{m})z}{x + y + z} > 15
12x+18y+(30mˉ)z>15x+15y+15z12x + 18y + (30 - \bar{m})z > 15x + 15y + 15z
3y3x+(15mˉ)z>0    3(yx)+(15mˉ)z>03y - 3x + (15 - \bar{m})z > 0 \iff 3(y - x) + (15 - \bar{m})z > 0
Simplifying the target question algebraically reveals the exact algebraic condition required to determine sufficiency.
3
Evaluate Statement (1) alone.
Statement (1) states mˉ=15\bar{m} = 15.
Substituting mˉ=15\bar{m} = 15 into the rephrased inequality yields 3(yx)+(1515)z>0    3(yx)>0    y>x3(y - x) + (15 - 15)z > 0 \iff 3(y - x) > 0 \iff y > x.
Since we do not know whether y>xy > x or yxy \leq x, Statement (1) alone is NOT sufficient.
Knowing the mean of the overlap eliminates the zz term but leaves the relationship between xx and yy unknown.
4
Evaluate Statement (2) alone.
Statement (2) states y>xy > x.
Without knowing the value of mˉ\bar{m} (the mean of the overlapping group), if mˉ\bar{m} is very large (e.g., mˉ=50\bar{m} = 50), then (15mˉ)z(15 - \bar{m})z could be negative enough to make 3(yx)+(15mˉ)z<03(y - x) + (15 - \bar{m})z < 0. Thus, Statement (2) alone is NOT sufficient.
Without information about the overlapping group's mean, the sign of 3(yx)+(15mˉ)z3(y - x) + (15 - \bar{m})z cannot be determined.
5
Evaluate Statements (1) and (2) together.
From Statement (1), the condition simplifies to y>xy > x.
From Statement (2), we are explicitly given that y>xy > x.
Therefore, together the statements definitively prove that the overall mean is strictly greater than 15 years (Yes). Both statements together are SUFFICIENT.
Combining both statements satisfies the rephrased target condition completely.

Key Concept

Overlapping Sets and Weighted Averages in Data Sufficiency
Estimated Time:2m 0s
Question 4Question

A survey recorded the monthly electricity costs of 60 small business workshops. Each workshop operated during Shift X, Shift Y, or both shifts. Exactly 35 workshops operated during Shift X, and exactly 40 workshops operated during Shift Y. What was the median monthly electricity cost among all 60 workshops?

(1) For the workshops that operated ONLY during Shift X, the monthly electricity cost was 400perworkshop,andfortheworkshopsthatoperatedONLYduringShiftY,themonthlyelectricitycostwas400 per workshop, and for the workshops that operated ONLY during Shift Y, the monthly electricity cost was 600 per workshop.

(2) For the workshops that operated during BOTH shifts, the median monthly electricity cost was 500,andthetotalmonthlyelectricitycostforall60workshopscombinedwas500, and the total monthly electricity cost for all 60 workshops combined was 30,000.

Show answer & explanation

Answer: Statements (1) and (2) TOGETHER are NOT sufficient.

Answer

Statements (1) and (2) TOGETHER are NOT sufficient.
The correct option identifies that even when both statements are combined, the internal distribution of costs in the overlapping group allows for multiple overall medians (such as 500and500 and 600). Therefore, the statements together remain insufficient.

Step-by-Step Solution

1
Determine subgroup counts using the Principle of Inclusion-Exclusion.
Total workshops N=60N = 60. N(X)=35N(X) = 35, N(Y)=40N(Y) = 40. Since every workshop is in XX or YY, N(XY)=60N(X \cup Y) = 60. Thus, N(XY)=35+4060=15N(X \cap Y) = 35 + 40 - 60 = 15. Workshops in ONLY X=3515=20X = 35 - 15 = 20. Workshops in ONLY Y=4015=25Y = 40 - 15 = 25.
Rephrasing the stem establishes the exact count of elements in each of the three disjoint set categories.
2
Evaluate Statement (1) alone.
The 20 ONLY XX workshops cost 400each,andthe25ONLY400 each, and the 25 ONLY Y workshopscost workshops cost 600 each. However, the costs of the 15 BOTH workshops are completely unknown. The overall median (the average of the 30th and 31st values in sorted order) could be 400(ifallBOTHcostsarelow)or400 (if all BOTH costs are low) or 600 (if all BOTH costs are high).
Without data on the overlapping subgroup, the median cannot be uniquely determined.
3
Evaluate Statement (2) alone.
Statement (2) provides the median (500)andsum(500) and sum ( 7,000) for the 15 BOTH workshops, as well as the total sum (30,000),butgivesnocostvaluesfortheONLY30,000), but gives no cost values for the ONLY X orONLY or ONLY Y$ workshops.
Without specific values for the single-shift groups, Statement (2) is insufficient.
4
Evaluate Statements (1) and (2) together.
From Statement (1), the sum of ONLY XX and ONLY YY workshops is 20(400)+25(600)=8,000+15,000=23,00020(400) + 25(600) = 8,000 + 15,000 = 23,000. From Statement (2), total sum is 30,00030,000, so the 15 BOTH workshops sum to 30,00023,000=7,00030,000 - 23,000 = 7,000, with a median of 500500.
Case A: If 1 BOTH workshop has cost 00 and 14 have cost 500500 (median = 500500, sum = 7,0007,000), the 60 sorted values consist of 1 zero, 20 values of 400400, 14 values of 500500, and 25 values of 600600. The 30th and 31st values are both 500500, so overall median = 500500.
Case B: If 7 BOTH workshops have cost 00, 1 has cost 500500, and 7 have cost 642.85642.85 (median = 500500, sum = 7,0007,000), the sorted values put the 20 values of 400400 in positions 8–27, the single 500500 at position 28, and the 25 values of 600600 in positions 29–53. The 30th and 31st values are both 600600, so overall median = 600600.
Since the overall median can be 500500 or 600600 depending on how the costs within the overlapping group are distributed, both statements combined are insufficient.

Key Concept

Overlapping Sets and Data Sufficiency for Position-Based Measures (Median)
Question 5Question

A high-tech manufacturing firm produced a batch of 150150 electronic assemblies. Each assembly in the batch underwent standard quality testing by Inspector Alpha, Inspector Beta, or both. Exactly 9090 assemblies were tested by Inspector Alpha and 105105 assemblies were tested by Inspector Beta. What was the average (arithmetic mean) testing duration per assembly for the entire batch of 150150 assemblies?

(1) The average testing duration for assemblies tested only by Inspector Alpha was 1212 minutes, and the average testing duration for assemblies tested only by Inspector Beta was 1818 minutes.
(2) The average testing duration for assemblies tested by both Inspector Alpha and Inspector Beta was 2525 minutes.

Which of the following statements provides sufficient information to answer the question?

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

Both statements together are sufficient to determine a unique average duration, but neither statement alone is sufficient.
The correct response identifies that both statements combined provide all required subgroup averages. Using the overlapping set counts established in the rephrased question stem (4545 Alpha-only, 6060 Beta-only, and 4545 Both), the three subgroup averages supplied across both statements allow for a unique calculation of the overall weighted average.

Step-by-Step Solution

1
Apply the Principle of Inclusion-Exclusion to find the number of assemblies in each mutually exclusive subgroup.
Total=N(Alpha)+N(Beta)N(Both)    150=90+105N(Both)    N(Both)=45\text{Total} = N(\text{Alpha}) + N(\text{Beta}) - N(\text{Both}) \implies 150 = 90 + 105 - N(\text{Both}) \implies N(\text{Both}) = 45. Thus, N(Alpha only)=9045=45N(\text{Alpha only}) = 90 - 45 = 45, N(Beta only)=10545=60N(\text{Beta only}) = 105 - 45 = 60, and N(Both)=45N(\text{Both}) = 45.
Before evaluating the statements, rephrasing the stem by partitioning the set into three non-overlapping groups simplifies the weighted average equation.
2
Evaluate Statement (1) alone.
Statement (1) provides Mean(Alpha only)=12\text{Mean}(\text{Alpha only}) = 12 minutes and Mean(Beta only)=18\text{Mean}(\text{Beta only}) = 18 minutes. However, Mean(Both)\text{Mean}(\text{Both}) remains unknown. The overall sum of testing durations cannot be determined. Statement (1) is NOT sufficient.
We cannot compute a weighted mean of three groups if one group's mean is completely missing.
3
Evaluate Statement (2) alone.
Statement (2) provides Mean(Both)=25\text{Mean}(\text{Both}) = 25 minutes. However, Mean(Alpha only)\text{Mean}(\text{Alpha only}) and Mean(Beta only)\text{Mean}(\text{Beta only}) are unknown. Statement (2) is NOT sufficient.
Without the average durations for the single-inspector groups, the total testing duration cannot be computed.
4
Evaluate Statements (1) and (2) combined.
Combining both statements gives all three subgroup means: 1212 minutes for 4545 assemblies, 1818 minutes for 6060 assemblies, and 2525 minutes for 4545 assemblies. Total testing duration =45(12)+60(18)+45(25)=540+1080+1125=2745= 45(12) + 60(18) + 45(25) = 540 + 1080 + 1125 = 2745 minutes. The overall average duration is 2745150=18.3\frac{2745}{150} = 18.3 minutes. Statements (1) and (2) together are SUFFICIENT.
Knowing all subgroup sizes and all subgroup means enables exact calculation of the overall mean.

Key Concept

Overlapping Sets and Weighted Averages in Data Sufficiency
Estimated Time:2m 0s
Question 6Question

At a technology firm, 6060 software engineers work on Project Alpha, Project Beta, or both. Exactly 4040 engineers work on Project Alpha, and exactly 3535 engineers work on Project Beta. Is the average (arithmetic mean) years of experience of all 6060 engineers combined greater than 77 years?

(1) The average years of experience of the engineers who work ONLY on Project Alpha is 88 years, and the average years of experience of the engineers who work ONLY on Project Beta is 55 years.
(2) The average years of experience of all 4040 engineers on Project Alpha is 8.758.75 years.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement alone is sufficient.

Answer

Both statements together are sufficient to answer the question definitively with a 'Yes', but neither statement alone is sufficient.
Combining both statements provides the exact sum of values across all three mutually exclusive sub-groups (Only Alpha, Only Beta, and Both), yielding a unique overall average of 7.5 years, which yields a definitive 'Yes' answer.

Step-by-Step Solution

1
Determine the sizes of the non-overlapping and overlapping groups.
Group sizes: Only Alpha = 25, Only Beta = 20, Both = 15.
Using the overlapping sets formula N(AB)=N(A)+N(B)N(AB)N(A \cup B) = N(A) + N(B) - N(A \cap B), we get 60=40+35N(AB)60 = 40 + 35 - N(A \cap B), which yields N(AB)=15N(A \cap B) = 15. Thus, N(Only Alpha)=4015=25N(\text{Only Alpha}) = 40 - 15 = 25 and N(Only Beta)=3515=20N(\text{Only Beta}) = 35 - 15 = 20.
2
Evaluate Statement (1) alone.
Statement (1) is NOT sufficient.
Statement (1) gives SOnly A=25×8=200S_{\text{Only A}} = 25 \times 8 = 200 and SOnly B=20×5=100S_{\text{Only B}} = 20 \times 5 = 100. The sum of experience for the 1515 overlap engineers (SBothS_{\text{Both}}) remains unknown. Total mean =300+SBoth60= \frac{300 + S_{\text{Both}}}{60}. If SBoth=150S_{\text{Both}} = 150 (mean 1010), total mean =7.5>7= 7.5 > 7 (Yes). If SBoth=30S_{\text{Both}} = 30 (mean 22), total mean =5.57= 5.5 \le 7 (No). Hence, Statement (1) alone is insufficient.
3
Evaluate Statement (2) alone.
Statement (2) is NOT sufficient.
Statement (2) gives the total experience of all 4040 engineers on Project Alpha: SAlpha=40×8.75=350S_{\text{Alpha}} = 40 \times 8.75 = 350. This means SOnly A+SBoth=350S_{\text{Only A}} + S_{\text{Both}} = 350. Total mean =350+SOnly B60= \frac{350 + S_{\text{Only B}}}{60}. Since SOnly BS_{\text{Only B}} is unknown, the total mean could be 7.57.5 (if SOnly B=100S_{\text{Only B}} = 100) or 6.176.17 (if SOnly B=20S_{\text{Only B}} = 20). Hence, Statement (2) alone is insufficient.
4
Evaluate Statements (1) and (2) together.
Statements (1) and (2) together are SUFFICIENT.
From Statement (1), SOnly A=200S_{\text{Only A}} = 200 and SOnly B=100S_{\text{Only B}} = 100. From Statement (2), SOnly A+SBoth=350S_{\text{Only A}} + S_{\text{Both}} = 350, which implies 200+SBoth=350    SBoth=150200 + S_{\text{Both}} = 350 \implies S_{\text{Both}} = 150. The combined total experience is STotal=200+100+150=450S_{\text{Total}} = 200 + 100 + 150 = 450. The overall mean is 45060=7.5\frac{450}{60} = 7.5 years. Since 7.5>77.5 > 7, we get a definitive 'Yes'.

Key Concept

Data Sufficiency evaluation for combined weighted averages and overlapping set partitions
Question 7Question

A department has 4040 employees, and each employee speaks at least one of two languages: French or Spanish. How many employees in the department speak Spanish?

(1) 2525 employees speak French.
(2) 1010 employees speak both French and Spanish.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

Both statements together are sufficient, but neither statement alone is sufficient.
The total number of employees who speak at least one language is given by Total=French+SpanishBoth\text{Total} = \text{French} + \text{Spanish} - \text{Both}. Neither statement alone provides both the number of French speakers and the number of employees who speak both languages. However, combining both statements gives 40=25+Spanish1040 = 25 + \text{Spanish} - 10, which uniquely solves to Spanish=25\text{Spanish} = 25. Therefore, both statements together are sufficient, but neither alone is sufficient.

Step-by-Step Solution

1
Rephrase the question stem using the overlapping sets formula.
Since every employee speaks at least one language, Neither=0\text{Neither} = 0. The relationship is Total=French+SpanishBoth\text{Total} = \text{French} + \text{Spanish} - \text{Both}, which simplifies to 40=French+SpanishBoth40 = \text{French} + \text{Spanish} - \text{Both}.
Establishing the mathematical relationship before evaluating statements clarifies what data is missing.
2
Evaluate Statement (1) independently.
Statement (1) gives French=25\text{French} = 25. Substituting this gives 40=25+SpanishBoth40 = 25 + \text{Spanish} - \text{Both}, or SpanishBoth=15\text{Spanish} - \text{Both} = 15.
Since Both\text{Both} is unknown, Spanish\text{Spanish} could take multiple values. Statement (1) is NOT sufficient.
3
Evaluate Statement (2) independently.
Statement (2) gives Both=10\text{Both} = 10. Substituting this gives 40=French+Spanish1040 = \text{French} + \text{Spanish} - 10, or French+Spanish=50\text{French} + \text{Spanish} = 50.
Since French\text{French} is unknown, Spanish\text{Spanish} cannot be uniquely determined. Statement (2) is NOT sufficient.
4
Evaluate Statement (1) and Statement (2) together.
Substitute both values into the equation: 40=25+Spanish10    40=15+Spanish    Spanish=2540 = 25 + \text{Spanish} - 10 \implies 40 = 15 + \text{Spanish} \implies \text{Spanish} = 25.
The equation yields a single, unique value for the target variable. Both statements together are sufficient.

Key Concept

Overlapping Sets (Two Groups)
Estimated Time:1m 0s
Question 8Question

A class of 50 students took tests in both Mathematics and Science. How many students passed both tests?

(1) 35 students passed Mathematics and 30 students passed Science.
(2) 10 students failed both tests.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

Both statements together are sufficient, but neither statement alone is sufficient.
The correct option is the choice stating that both statements together are sufficient, but neither alone is sufficient. Statement (1) leaves the number of students failing both tests unknown, while Statement (2) leaves the individual subject pass numbers unknown. Combined, the standard set equation Total=Group A+Group BBoth+Neither\text{Total} = \text{Group A} + \text{Group B} - \text{Both} + \text{Neither} yields a unique value of 2525 for students passing both tests.

Step-by-Step Solution

1
Set up the overlapping sets formula for two groups
Total=Math+ScienceBoth+Neither\text{Total} = \text{Math} + \text{Science} - \text{Both} + \text{Neither}, which becomes 50=Math+ScienceBoth+Neither50 = \text{Math} + \text{Science} - \text{Both} + \text{Neither}.
This formula connects all four components of a two-group overlapping set.
2
Evaluate Statement (1) independently
Substituting Math=35\text{Math} = 35 and Science=30\text{Science} = 30 into the formula yields 50=35+30Both+Neither50 = 35 + 30 - \text{Both} + \text{Neither}, or BothNeither=15\text{Both} - \text{Neither} = 15.
Since Neither\text{Neither} is unknown, Both\text{Both} cannot be determined. Statement (1) alone is insufficient.
3
Evaluate Statement (2) independently
Substituting Neither=10\text{Neither} = 10 yields 50=Math+ScienceBoth+1050 = \text{Math} + \text{Science} - \text{Both} + 10.
Since Math\text{Math} and Science\text{Science} are unknown, Both\text{Both} cannot be determined. Statement (2) alone is insufficient.
4
Evaluate Statements (1) and (2) combined
Combining all given values gives 50=35+30Both+1050=75BothBoth=2550 = 35 + 30 - \text{Both} + 10 \Rightarrow 50 = 75 - \text{Both} \Rightarrow \text{Both} = 25.
A single unique value of 25 is obtained for the number of students who passed both tests.

Key Concept

Overlapping Sets (Two-Group Venn Diagram Formula)
Question 9Question

In a technology consulting firm of 100 employees, every employee works in either the Analytics department, the Engineering department, or both. How many employees work in both departments?

(1) Exactly 70 employees work in the Analytics department, and 60 employees work in the Engineering department.
(2) Exactly 40 employees work ONLY in the Analytics department.

Show answer & explanation

Answer: Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient.

Answer

Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient.
The correct answer states that Statement (1) ALONE is sufficient, but Statement (2) ALONE is not sufficient. Using the standard formula for overlapping sets, Total = Group A + Group B - Both, Statement (1) provides values for Total (100), Group A (70), and Group B (60), allowing us to solve directly for Both = 30. Statement (2) only specifies the number of members belonging strictly to Group A, which leaves the overlap dependent on the unstated size of Group B.

Step-by-Step Solution

1
Set up the overlapping sets formula for two groups.
Total = N(Analytics) + N(Engineering) - N(Both)
Since every employee belongs to at least one of the two departments, the union of the two sets equals the total number of employees, 100.
2
Evaluate Statement (1) independently.
100 = 70 + 60 - N(Both) => N(Both) = 30.
Statement (1) provides N(Analytics) = 70 and N(Engineering) = 60. Substituting these values into the formula yields a unique value of 30 for N(Both). Thus, Statement (1) alone is sufficient.
3
Evaluate Statement (2) independently.
100 = N(Only Analytics) + N(Only Engineering) + N(Both) => 100 = 40 + N(Only Engineering) + N(Both).
We have two unknown variables: N(Only Engineering) and N(Both). Multiple non-negative integer pairs satisfy this equation (e.g., N(Both) could be 0, 10, 20, etc.). Thus, Statement (2) alone is not sufficient.

Key Concept

Overlapping Sets Formula for Two Groups
Estimated Time:1m 30s
Question 10Question

A community library cataloged a collection of 120120 historical manuscripts. Each manuscript is written in either Latin, Ancient Greek, or both. How many of the manuscripts are written in both Latin and Ancient Greek?

(1) Exactly 8080 manuscripts are written in Latin.
(2) The number of manuscripts written only in Ancient Greek is twice the number of manuscripts written in both languages.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.
Neither statement alone provides enough independent relationships to solve for the intersection. Statement (1) determines the count of manuscripts written exclusively in Ancient Greek (12080=40120 - 80 = 40), while Statement (2) establishes a proportional link between manuscripts exclusively in Ancient Greek and those in both languages (2x2x). Combining both facts produces the linear equation 2x=402x = 40, which uniquely solves to x=20x = 20.

Step-by-Step Solution

1
Rephrase the question stem using overlapping set principles.
Let LL be the set of Latin manuscripts, GG be the set of Ancient Greek manuscripts, and xx be the number of manuscripts in both (LGL \cap G). Since every manuscript is in at least one set, Total = (Latin only)+(Greek only)+x=120(\text{Latin only}) + (\text{Greek only}) + x = 120. Also, Total = L+(Greek only)=120|L| + (\text{Greek only}) = 120. We need to find the unique value of xx.
Formulating the set relationships establishes the exact algebraic system needed to evaluate sufficiency.
2
Evaluate Statement (1) independently.
Statement (1) gives L=80|L| = 80. Substituting into the total formula gives 80+(Greek only)=120    Greek only=4080 + (\text{Greek only}) = 120 \implies \text{Greek only} = 40. However, L=(Latin only)+x=80|L| = (\text{Latin only}) + x = 80. The overlap xx can range anywhere from 00 to 8080.
Statement (1) does not provide enough information to isolate xx from Latin only.
3
Evaluate Statement (2) independently.
Statement (2) states that Greek only=2x\text{Greek only} = 2x. Substituting into the total equation yields (Latin only)+2x+x=(Latin only)+3x=120(\text{Latin only}) + 2x + x = (\text{Latin only}) + 3x = 120. Multiple integer solutions exist for xx (e.g., if Latin only=90\text{Latin only} = 90, x=10x = 10; if Latin only=60\text{Latin only} = 60, x=20x = 20).
Statement (2) presents one equation with two unknown variables.
4
Evaluate Statements (1) and (2) together.
From Statement (1), Greek only=12080=40\text{Greek only} = 120 - 80 = 40. From Statement (2), Greek only=2x\text{Greek only} = 2x. Therefore, 2x=40    x=202x = 40 \implies x = 20. This gives a single, unique answer.
Combining both statements provides two independent linear equations, uniquely solving for xx.

Key Concept

Overlapping Sets (Two-Group Venn Diagram) Data Sufficiency
Estimated Time:2m 0s
Question 11Question

Among a panel of 150150 medical research trials, each trial evaluates at least one of three experimental drugs: Drug XX, Drug YY, or Drug ZZ. If 8080 trials evaluate Drug XX and 7070 trials evaluate Drug YY, how many trials evaluate Drug ZZ only?

(1) Exactly 2525 trials evaluate both Drug XX and Drug YY.
(2) Exactly 4040 trials evaluate at least two of the three drugs, and no trial evaluates all three drugs.

Show answer & explanation

Answer: Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient.

Answer

Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient.
The correct choice is the option stating that Statement (1) alone is sufficient, but Statement (2) alone is not sufficient. By rephrasing the question, the number of trials evaluating Drug Z only equals the total number of trials (150150) minus the number of trials evaluating Drug X or Drug Y (XY|X \cup Y|). Statement (1) gives the intersection XY=25|X \cap Y| = 25, which immediately yields XY=80+7025=125|X \cup Y| = 80 + 70 - 25 = 125, so Drug Z only =150125=25= 150 - 125 = 25. Statement (2) only establishes that the double overlap equals 4040, leaving the specific overlap between X and Y unknown.

Step-by-Step Solution

1
Rephrase the target question using set notation.
Let UU be the total set of trials (U=150|U| = 150). Since every trial evaluates at least one drug, XYZ=150|X \cup Y \cup Z| = 150. The number of trials evaluating Drug ZZ only is given by Z only=XYZXY=150XY|Z \text{ only}| = |X \cup Y \cup Z| - |X \cup Y| = 150 - |X \cup Y|.
Simplifying the target target shows that finding XY|X \cup Y| is both necessary and sufficient to answer the question.
2
Evaluate Statement (1) independently.
Statement (1) gives XY=25|X \cap Y| = 25. Using the standard principle of inclusion-exclusion for two sets: XY=X+YXY=80+7025=125|X \cup Y| = |X| + |Y| - |X \cap Y| = 80 + 70 - 25 = 125. Then Z only=150125=25|Z \text{ only}| = 150 - 125 = 25.
Statement (1) yields a single, unique numerical answer (2525), so Statement (1) alone is sufficient.
3
Evaluate Statement (2) independently.
Let a,b,ca, b, c be the double overlaps XY|X \cap Y|, YZ|Y \cap Z|, and XZ|X \cap Z|, and d=XYZ=0d = |X \cap Y \cap Z| = 0. Statement (2) states a+b+c=40a + b + c = 40. Total set formula gives 150=80+70+Z40    Z=40150 = 80 + 70 + |Z| - 40 \implies |Z| = 40. However, Z only=Z(b+c)=40(40a)=a=XY|Z \text{ only}| = |Z| - (b + c) = 40 - (40 - a) = a = |X \cap Y|, which is unknown.
Since the value of XY|X \cap Y| can vary, Statement (2) alone does not yield a unique numerical value and is insufficient.

Key Concept

Overlapping Sets and Data Sufficiency Target Rephrasing
Question 12Question

In a technology firm of 100100 software engineers, each engineer works on at least one of two projects: Project Alpha or Project Beta. If 7070 engineers work on Project Alpha, what is the average (arithmetic mean) monthly salary of all 100100 engineers at the firm?

(1) The average monthly salary of the engineers who work ONLY on Project Alpha is $6,000\$6,000, and the average monthly salary of all engineers who work on Project Beta is $10,800\$10,800.
(2) The average monthly salary of the engineers who work ONLY on Project Beta is $12,000\$12,000, and the average monthly salary of the engineers who work on BOTH Project Alpha and Project Beta is $9,000\$9,000.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.
The option stating that BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient is correct. Evaluating either statement independently leaves the overlap count or salary undefined. However, combining both statements allows equating two expressions for the total salary of Project Beta, which uniquely yields 2020 engineers working on both projects, leading to a single deterministic overall average salary of $8,400\$8,400.

Step-by-Step Solution

1
Define variables from the question stem.
Let n1n_1 be the number of engineers working ONLY on Project Alpha, n2n_2 be the number working ONLY on Project Beta, and n3n_3 be the number working on BOTH. Total engineers = n1+n2+n3=100n_1 + n_2 + n_3 = 100. Given 7070 work on Alpha (n1+n3=70n_1 + n_3 = 70), we find n2=10070=30n_2 = 100 - 70 = 30.
Establishing exact set counts reduces unknowns.
2
Evaluate Statement (1) alone.
Total salary = (n1×6000)+((n2+n3)×10800)=(70n3)(6000)+(30+n3)(10800)=744,000+4800n3(n_1 \times 6000) + ((n_2 + n_3) \times 10800) = (70 - n_3)(6000) + (30 + n_3)(10800) = 744,000 + 4800 n_3. Since n3n_3 is unknown, overall average cannot be determined.
Statement (1) depends on the unknown overlap n3n_3, so Statement (1) alone is NOT sufficient.
3
Evaluate Statement (2) alone.
We know the average salary for n2=30n_2 = 30 is $12,000\$12,000 and for n3n_3 is $9,000\$9,000, but we have no salary information for the n1n_1 engineers working ONLY on Project Alpha.
Without salary information for Project Alpha only, Statement (2) alone is NOT sufficient.
4
Evaluate Statements (1) and (2) together.
From Statement (2), total salary of Project Beta = (30×12000)+(n3×9000)=360,000+9000n3(30 \times 12000) + (n_3 \times 9000) = 360,000 + 9000 n_3. From Statement (1), total salary of Project Beta = (30+n3)×10800=324,000+10800n3(30 + n_3) \times 10800 = 324,000 + 10800 n_3. Equating both: 360,000+9000n3=324,000+10800n3    1800n3=36,000    n3=20360,000 + 9000 n_3 = 324,000 + 10800 n_3 \implies 1800 n_3 = 36,000 \implies n_3 = 20.
Finding n3=20n_3 = 20 gives n1=50n_1 = 50, allowing exact calculation of the overall average salary (8,4008,400).

Key Concept

Weighted Averages and Overlapping Sets in Data Sufficiency
Question 13Question

A university research institute evaluated NN technology projects completed last year. Each project received grant funding from at least one of two foundations: Foundation XX or Foundation YY. Exactly 30%30\% of the NN projects received funding from both foundations. If the average (arithmetic mean) grant amount per project among projects funded by Foundation XX was $50,000\$50,000 and the average grant amount per project among projects funded by Foundation YY was $60,000\$60,000, what was the average total grant funding per project across all NN projects?

(1) The number of projects that received funding from Foundation XX only was equal to the number of projects that received funding from Foundation YY only.
(2) The total dollar amount disbursed by Foundation YY exceeded the total dollar amount disbursed by Foundation XX by $1,800,000\$1,800,000.

Show answer & explanation

Answer: Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient.

Answer

Statement (1) ALONE is sufficient to answer the question, but statement (2) alone is not sufficient.
Statement (1) alone is sufficient because equating the counts of projects funded exclusively by Foundation X and exclusively by Foundation Y implies that the total number of projects funded by Foundation X equals the total number funded by Foundation Y. Combined with the principle of overlapping sets where thirty percent of projects received funding from both, this uniquely determines that sixty-five percent of projects were funded by Foundation X and sixty-five percent were funded by Foundation Y, yielding a unique overall average grant of $71,500. Statement (2) alone is insufficient because the equation relating total disbursements depends on the unknown total number of projects N.

Step-by-Step Solution

1
Express the total funding and set proportions in terms of the total number of projects NN.
Let nXn_X be the number of projects funded by Foundation XX and nYn_Y be the number of projects funded by Foundation YY. The number of projects funded by both is 0.30N0.30N. Since every project is funded by at least one foundation, N=nX+nY0.30N    nX+nY=1.30NN = n_X + n_Y - 0.30N \implies n_X + n_Y = 1.30N. Dividing by NN gives the ratio sum nXN+nYN=1.30\frac{n_X}{N} + \frac{n_Y}{N} = 1.30.
Establishing the relationship between the subset counts and total projects simplifies the target average formula.
2
Formulate the expression for the average total grant funding per project.
Total Funding =50,000nX+60,000nY= 50,000 n_X + 60,000 n_Y. Therefore, the average funding per project is Average=50,000nX+60,000nYN=50,000(nXN)+60,000(nYN)\text{Average} = \frac{50,000 n_X + 60,000 n_Y}{N} = 50,000\left(\frac{n_X}{N}\right) + 60,000\left(\frac{n_Y}{N}\right).
Since total grant funding across all projects is the sum of all money disbursed by Foundation XX and Foundation YY, the overall average depends strictly on the ratios nXN\frac{n_X}{N} and nYN\frac{n_Y}{N}.
3
Evaluate Statement (1) independently.
Statement (1) states that the number of projects funded by XX only equals the number funded by YY only: nX0.30N=nY0.30N    nX=nYn_X - 0.30N = n_Y - 0.30N \implies n_X = n_Y. Since nXN+nYN=1.30\frac{n_X}{N} + \frac{n_Y}{N} = 1.30 and nX=nYn_X = n_Y, we get 2(nXN)=1.30    nXN=0.652\left(\frac{n_X}{N}\right) = 1.30 \implies \frac{n_X}{N} = 0.65 and nYN=0.65\frac{n_Y}{N} = 0.65. Substituting these into the average formula yields Average=50,000(0.65)+60,000(0.65)=71,500\text{Average} = 50,000(0.65) + 60,000(0.65) = 71,500. Statement (1) ALONE is sufficient.
Knowing that the two single-foundation set sizes are equal determines the exact proportions of NN funded by each foundation.
4
Evaluate Statement (2) independently.
Statement (2) states that 60,000nY50,000nX=1,800,00060,000 n_Y - 50,000 n_X = 1,800,000. Dividing by NN gives 60,000(nYN)50,000(nXN)=1,800,000N60,000\left(\frac{n_Y}{N}\right) - 50,000\left(\frac{n_X}{N}\right) = \frac{1,800,000}{N}. Because NN is unknown, the right-hand side is not fixed, so nXN\frac{n_X}{N} and nYN\frac{n_Y}{N} cannot be uniquely determined. Statement (2) ALONE is not sufficient.
An absolute dollar equation introduces a dependency on the total count NN, preventing a unique calculation of the relative proportions.

Key Concept

Overlapping Sets and Weighted Averages in Data Sufficiency
Estimated Time:2m 0s
Question 14Question

Each of the 100100 employees at Company K works in Division X, Division Y, or both divisions. The arithmetic mean age of the employees in Division X is 3535 years, and the arithmetic mean age of the employees in Division Y is 4545 years. Is the arithmetic mean age of all 100100 employees at Company K greater than 4040 years?

(1) Exactly 4040 employees work in Division X and exactly 7070 employees work in Division Y.
(2) The arithmetic mean age of the employees who work in both Division X and Division Y is 4040 years.

Show answer & explanation

Answer: Both statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

Both statements together are sufficient to answer the question definitively, but neither statement alone is sufficient.
Combining both statements establishes the exact sizes of all three disjoint subsets (Division X only = 30, Division Y only = 60, both divisions = 10) and the average value of the overlapping subset (40 years). Calculating the total age sum gives 4,150 years, resulting in an exact overall mean of 41.5 years. This provides a definitive 'Yes' answer to whether the mean is greater than 40 years.

Step-by-Step Solution

1
Formulate the algebraic expressions for the total sum of ages.
Let xx be the number of employees in Division X only, yy be the number in Division Y only, and zz be the number in both divisions. x+y+z=100x + y + z = 100. Let Sx,Sy,SzS_x, S_y, S_z be the sum of ages of employees in Division X only, Division Y only, and both divisions, respectively. Then Sx+Sz=35(x+z)S_x + S_z = 35(x + z) and Sy+Sz=45(y+z)S_y + S_z = 45(y + z). The total sum of ages of all 100100 employees is Stotal=Sx+Sy+Sz=35x+45y+80zSzS_{total} = S_x + S_y + S_z = 35x + 45y + 80z - S_z.
Because employees in both divisions contribute to the averages of both Division X and Division Y, simply adding 35(x+z)35(x+z) and 45(y+z)45(y+z) counts SzS_z twice.
2
Evaluate Statement (1) independently.
Statement (1) states x+z=40x + z = 40 and y+z=70y + z = 70. Since x+y+z=100x + y + z = 100, we find z=(40+70)100=10z = (40 + 70) - 100 = 10, x=30x = 30, and y=60y = 60. Thus, Stotal=35(40)+45(70)Sz=4550SzS_{total} = 35(40) + 45(70) - S_z = 4550 - S_z. The overall mean age is 4550Sz100=45.5Sz100\frac{4550 - S_z}{100} = 45.5 - \frac{S_z}{100}. Depending on the value of SzS_z (the sum of ages of the 1010 overlap employees), the overall mean can be greater than 4040 or less than or equal to 4040.
Without knowing SzS_z or the average age of the overlap group, the overall mean cannot be uniquely bounded. Thus, Statement (1) alone is NOT sufficient.
3
Evaluate Statement (2) independently.
Statement (2) states Szz=40    Sz=40z\frac{S_z}{z} = 40 \implies S_z = 40z. Substituting into StotalS_{total} gives Stotal=35(x+z)+45(y+z)40z=35x+45y+40zS_{total} = 35(x+z) + 45(y+z) - 40z = 35x + 45y + 40z. The overall mean age is 35x+45y+40zx+y+z\frac{35x + 45y + 40z}{x + y + z}. The condition 35x+45y+40zx+y+z>40\frac{35x + 45y + 40z}{x + y + z} > 40 simplifies to 35x+45y>40x+40y    5y>5x    y>x35x + 45y > 40x + 40y \iff 5y > 5x \iff y > x.
Statement (2) provides no information about whether y>xy > x (whether more employees work exclusively in Division Y than in Division X). Thus, Statement (2) alone is NOT sufficient.
4
Evaluate Statements (1) and (2) together.
From Statement (1), x=30x = 30, y=60y = 60, and z=10z = 10. From Statement (2), Sz=40(10)=400S_z = 40(10) = 400. Since y=60>x=30y = 60 > x = 30, the condition y>xy > x holds. Substituting these values into StotalS_{total} yields Stotal=35(30)+45(60)+40(10)=1050+2700+400=4150S_{total} = 35(30) + 45(60) + 40(10) = 1050 + 2700 + 400 = 4150. The arithmetic mean age of all 100100 employees is 4150100=41.5\frac{4150}{100} = 41.5 years, which is strictly greater than 4040.
Combining both statements yields a unique and definitive 'Yes' answer to the question stem.

Key Concept

Weighted averages in overlapping sets with double-counted sums
Question 15Question

Among a group of 5050 healthcare professionals, each professional has certified training in either Telemedicine, Robotic Surgery, or both. Exactly 3030 professionals are certified in Telemedicine and exactly 3535 are certified in Robotic Surgery. What is the average (arithmetic mean) years of experience of the professionals who are certified in BOTH Telemedicine and Robotic Surgery?

(1) The average years of experience of all 3030 professionals certified in Telemedicine is 99 years, and the average years of experience of all 3535 professionals certified in Robotic Surgery is 88 years.
(2) The average years of experience of the 1515 professionals certified ONLY in Telemedicine is 1010 years, and the average years of experience of the 2020 professionals certified ONLY in Robotic Surgery is 88 years.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.
The correct option is the one stating that BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient. Rephrasing the stem shows there are 1515 professionals in the 'Telemedicine Only' group, 2020 in the 'Robotic Surgery Only' group, and 1515 in 'Both'. Statement (1) gives total Telemedicine experience sum ST=270S_T = 270, but cannot separate STonlyS_{T_{only}} from SBS_B. Statement (2) gives STonly=150S_{T_{only}} = 150, but gives no total experience bound. Together, SB=270150=120S_B = 270 - 150 = 120, giving a unique mean of 12015=8\frac{120}{15} = 8 years.

Step-by-Step Solution

1
Rephrase the question stem using overlapping set formulas to find subgroup counts.
Let N=50N = 50, T=30T = 30, and R=35R = 35. Using N=T+RBN = T + R - B, we get 50=30+35B    B=1550 = 30 + 35 - B \implies B = 15 (professionals in Both). Thus, 'Telemedicine Only' count is 3015=1530 - 15 = 15, and 'Robotic Surgery Only' count is 3515=2035 - 15 = 20. Target: Find the mean experience of the 1515 professionals in Both, μB=SB15\mu_B = \frac{S_B}{15}.
Simplifying the stem establishes the exact numerical count of professionals in each of the three distinct subgroups: Telemedicine Only (1515), Robotic Surgery Only (2020), and Both (1515).
2
Evaluate Statement (1) independently.
Statement (1) gives total experience ST=30×9=270S_T = 30 \times 9 = 270 and SR=35×8=280S_R = 35 \times 8 = 280. Since ST=STonly+SB=270S_T = S_{T_{only}} + S_B = 270, SBS_B depends on STonlyS_{T_{only}}, which is unknown. Multiple values of SBS_B are possible. NOT sufficient.
Knowing total group averages does not isolate how experience is divided between single-category members and dual-category members.
3
Evaluate Statement (2) independently.
Statement (2) gives STonly=15×10=150S_{T_{only}} = 15 \times 10 = 150 and SRonly=20×8=160S_{R_{only}} = 20 \times 8 = 160. Without knowledge of STS_T, SRS_R, or total group experience, SBS_B can take any real value. NOT sufficient.
Knowing only the single-category subgroup totals provides no boundary or equation for the overlapping group.
4
Evaluate Statement (1) and Statement (2) together.
From Statement (1), ST=STonly+SB=270S_T = S_{T_{only}} + S_B = 270. From Statement (2), STonly=150S_{T_{only}} = 150. Substituting gives 150+SB=270    SB=120150 + S_B = 270 \implies S_B = 120. Thus, μB=12015=8\mu_B = \frac{120}{15} = 8 years. SUFFICIENT.
Combining both statements yields a unique value for the total experience sum of the overlapping group.

Key Concept

Data Sufficiency with Overlapping Sets and Weighted Averages
Estimated Time:2m 0s
Question 16Question

A seminar was attended by 100100 professionals, each of whom speaks at least one of two languages: Spanish or French. Exactly 6060 of the professionals speak Spanish, and exactly 5050 speak French. If all 100100 professionals took a language proficiency examination scored on a scale from 00 to 100100, is the average (arithmetic mean) score of all 100100 professionals greater than 7575?

(1) The average score of the professionals who speak only Spanish is 8080, and the average score of the professionals who speak only French is 7070.
(2) The average score of the professionals who speak both Spanish and French is 8585.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.
The correct response identifies that both statements together are sufficient while neither statement alone is sufficient. By using the principle of inclusion-exclusion on the overlapping set sizes, we find that there are 50 professionals who speak only Spanish, 40 who speak only French, and 10 who speak both. Statement (1) alone is insufficient because the average score of the 10 dual-language professionals remains unknown, allowing the overall average to fall either above or below 75. Statement (2) alone is insufficient because it provides no score data for 90 of the 100 professionals. When both statements are combined, all three disjoint subgroup averages are known, giving an exact overall average of 76.5, which is definitively greater than 75.

Step-by-Step Solution

1
Rephrase the question stem using overlapping set principles
Let SS be Spanish speakers (6060) and FF be French speakers (5050). Since every professional speaks at least one language, SF=100|S \cup F| = 100. By the inclusion-exclusion principle, SF=S+FSF    100=60+50SF|S \cup F| = |S| + |F| - |S \cap F| \implies 100 = 60 + 50 - |S \cap F|, so SF=10|S \cap F| = 10. The group partitions into: Spanish only = 6010=5060 - 10 = 50, French only = 5010=4050 - 10 = 40, and Both = 1010.
Deconstructing the total population into three mutually exclusive subgroups establishes the exact weights for computing the overall weighted average score.
2
Evaluate Statement (1) alone
Statement (1) provides average score for Spanish-only (8080) and French-only (7070). The total score sum is 50(80)+40(70)+10(Aboth)=6800+10(Aboth)50(80) + 40(70) + 10(A_{both}) = 6800 + 10(A_{both}). The overall average is 68+0.1(Aboth)68 + 0.1(A_{both}). Depending on AbothA_{both} (0Aboth1000 \le A_{both} \le 100), the overall average can range from 6868 to 7878. For instance, if Aboth=70A_{both} = 70, overall average is 7575 (not >75>75); if Aboth=100A_{both} = 100, overall average is 7878 (>75>75). Thus, Statement (1) alone is NOT sufficient.
Since the score of the overlap group is unknown, the overall average cannot be uniquely tested against the threshold of 75.
3
Evaluate Statement (2) alone
Statement (2) provides Aboth=85A_{both} = 85, but gives no information about the average scores of the Spanish-only (5050 people) or French-only (4040 people) groups. Thus, the overall average score could be very low or very high. Statement (2) alone is NOT sufficient.
Without data on 90% of the population, statement (2) alone leaves the overall mean undetermined.
4
Evaluate Statements (1) and (2) together
Combining both statements gives: 5050 people with average 8080, 4040 people with average 7070, and 1010 people with average 8585. Overall total score sum =50(80)+40(70)+10(85)=4000+2800+850=7650= 50(80) + 40(70) + 10(85) = 4000 + 2800 + 850 = 7650. Overall average =7650/100=76.5= 7650 / 100 = 76.5. Since 76.5>7576.5 > 75, we get a definitive YES answer.
Having full weighted average data for all three disjoint components of the set yields a single, precise overall mean.

Key Concept

Weighted Average across Mutually Exclusive Partitions of Overlapping Sets
Estimated Time:2m 0s
Question 17Question

An agricultural research station evaluated a sample of 9090 fruit trees. Each tree was treated with Fertilizer X, Fertilizer Y, or both. Exactly 6060 trees were treated with Fertilizer X, and exactly 5050 trees were treated with Fertilizer Y. What was the average (arithmetic mean) yield, in kilograms, of all 9090 trees?

(1) The average yield of the trees treated with Fertilizer X was 4545 kg, and the average yield of the trees treated only with Fertilizer Y was 3535 kg.
(2) The average yield of the trees treated with Fertilizer Y was 4242 kg, and the average yield of the trees treated only with Fertilizer X was 4848 kg.

Show answer & explanation

Answer: EACH statement ALONE is sufficient.

Answer

Each statement alone is sufficient to answer the question.
Using the principal formula for overlapping sets N(Total)=N(X)+N(Y)N( Y)N(\text{Total}) = N(\text{X}) + N(\text{Y}) - N(\text{X } \cap \text{ Y}), we find that 90=60+50N( Y)90 = 60 + 50 - N(\text{X } \cap \text{ Y}), meaning exactly 2020 trees received both fertilizers. This partitions the 9090 trees into three mutually exclusive groups: 4040 trees receiving Only X, 2020 trees receiving Both, and 3030 trees receiving Only Y.

Statement (1) provides the average for all trees receiving X (which combines 'Only X' and 'Both', totaling 6060 trees) as 4545 kg, giving a subgroup total yield of 60×45=2,70060 \times 45 = 2,700 kg. It also gives the average for the remaining 3030 trees ('Only Y') as 3535 kg, giving 30×35=1,05030 \times 35 = 1,050 kg. Summing these gives the exact total yield of all 9090 trees (3,7503,750 kg), which allows computing a unique overall mean. Hence Statement (1) alone is sufficient.

Statement (2) provides the average for all trees receiving Y (combining 'Only Y' and 'Both', totaling 5050 trees) as 4242 kg, giving a subgroup total yield of 50×42=2,10050 \times 42 = 2,100 kg. It also gives the average for the remaining 4040 trees ('Only X') as 4848 kg, giving 40×48=1,92040 \times 48 = 1,920 kg. Summing these gives the exact total yield of all 9090 trees (4,0204,020 kg), which allows computing a unique overall mean. Hence Statement (2) alone is sufficient.

Since each statement alone is sufficient, the correct option is the one stating that each statement alone is sufficient.

Step-by-Step Solution

1
Determine the number of trees in each disjoint subset using overlapping set principles.
Number of trees receiving both fertilizers is 2020; 'Only X' is 4040; 'Only Y' is 3030.
By the inclusion-exclusion principle: N(Total)=N(X)+N(Y)N(Both)N(\text{Total}) = N(\text{X}) + N(\text{Y}) - N(\text{Both}). Thus, 90=60+50N(Both)90 = 60 + 50 - N(\text{Both}), which yields N(Both)=20N(\text{Both}) = 20. Consequently, N(Only X)=6020=40N(\text{Only X}) = 60 - 20 = 40 and N(Only Y)=5020=30N(\text{Only Y}) = 50 - 20 = 30.
2
Evaluate Statement (1) independently.
Total yield =3,750= 3,750 kg, yielding a unique overall average of 3,75090=1253\frac{3,750}{90} = \frac{125}{3} kg.
Statement (1) gives the average yield for all 6060 trees treated with Fertilizer X (4545 kg) and for the 3030 trees treated only with Fertilizer Y (3535 kg). The total yield of all 9090 trees is (60×45)+(30×35)=2,700+1,050=3,750(60 \times 45) + (30 \times 35) = 2,700 + 1,050 = 3,750 kg. Dividing by 9090 gives a single, deterministic value.
3
Evaluate Statement (2) independently.
Total yield =4,020= 4,020 kg, yielding a unique overall average of 4,02090=1343\frac{4,020}{90} = \frac{134}{3} kg.
Statement (2) gives the average yield for all 5050 trees treated with Fertilizer Y (4242 kg) and for the 4040 trees treated only with Fertilizer X (4848 kg). The total yield of all 9090 trees is (50×42)+(40×48)=2,100+1,920=4,020(50 \times 42) + (40 \times 48) = 2,100 + 1,920 = 4,020 kg. Dividing by 9090 gives a single, deterministic value.
4
Synthesize data sufficiency evaluation.
Since each statement independently allows us to calculate the exact average yield, each statement alone is sufficient.
Data Sufficiency requires identifying whether each statement alone yields a unique solution to the question asked.

Key Concept

Overlapping Sets and Weighted Averages
Question 18Question

In a graduating class of 120120 students, each student participated in at least one of two extracurricular activities: the Science Club or the Debate Team. The mean score on a national mathematics exam for all students who participated in the Science Club was 8585, and the mean score for all students who participated in the Debate Team was 8080. What was the mean mathematics score for all 120120 students in the graduating class?

(1) Exactly 4040 students participated in both the Science Club and the Debate Team, and their mean mathematics score on the exam was 9090.
(2) The total number of students who participated in the Science Club was equal to the total number of students who participated in the Debate Team.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

Both statements together are sufficient, but neither statement alone is sufficient.
Both statements together are sufficient. Statement (1) establishes that 4040 students are in both activities with a mean score of 9090, leaving 8080 students in only one activity, but does not specify how those 8080 students are divided between the two clubs. Statement (2) specifies that the two club sizes are equal, which implies that the number of students participating only in Science equals the number participating only in Debate. Combining these facts determines that exactly 4040 students are in Science only, 4040 in Debate only, and 4040 in both, allowing the total score sum (96009600) and overall mean (8080) to be uniquely calculated.

Step-by-Step Solution

1
Set up the algebraic model for overlapping set counts and statistics sums.
Let aa be the number of students in Science Club only, bb be the number of students in Debate Team only, and cc be the number of students in both. a+b+c=120a + b + c = 120. Total sum of scores = 85(a+c)+80(b+c)Sum(SD)85(a+c) + 80(b+c) - \text{Sum}(S \cap D).
Scores of students in the intersection are counted in both club averages, so subtracting the overlap sum prevents double counting.
2
Evaluate Statement (1) independently.
Statement (1) gives c=40c = 40 and Sum(SD)=40×90=3600\text{Sum}(S \cap D) = 40 \times 90 = 3600. Then a+b=80a + b = 80, and Total Sum = 85a+80b+3000=5a+940085a + 80b + 3000 = 5a + 9400. Since aa can vary from 00 to 8080, Total Sum is not unique.
Statement (1) alone is insufficient because aa remains a free variable.
3
Evaluate Statement (2) independently.
Statement (2) gives a+c=b+c    a=ba + c = b + c \implies a = b. Without cc or intersection scores, Total Sum cannot be computed.
Statement (2) alone is insufficient.
4
Evaluate Statement (1) and Statement (2) combined.
From (1), a+b=80a + b = 80 and c=40c = 40. From (2), a=ba = b. Thus 2a=80    a=402a = 80 \implies a = 40 and b=40b = 40. Substituting a=40a = 40 gives Total Sum = 5(40)+9400=96005(40) + 9400 = 9600. Overall mean = 9600/120=809600 / 120 = 80.
The combined system yields a single unique overall average score.

Key Concept

Weighted averages in overlapping sets using principle of inclusion-exclusion for statistical sums.
Estimated Time:2m 0s
Question 19Question

At a technical conference, a total of 150150 software engineers attended at least one of two technical sessions: System Architecture or Distributed Systems. Exactly 9090 engineers attended the System Architecture session. If the mean years of experience for all 150150 engineers combined was 88 years, what was the mean years of experience for the engineers who attended ONLY the Distributed Systems session?

Show answer & explanation

Answer: Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient.

Answer

Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient.
The correct answer is Statement (1) ALONE is sufficient, but statement (2) alone is not sufficient. Rephrasing the question stem reveals that the total group of 150 engineers is divided into two disjoint subsets: the 90 engineers in the System Architecture session and the 60 engineers who attended ONLY the Distributed Systems session. Because the total experience of all 150 engineers is fixed at 1200 years (150 × 8), knowing the mean experience of the 90 System Architecture engineers in Statement (1) allows calculation of their total experience sum (90 × 7.5 = 675), which directly yields the remaining experience sum (1200 - 675 = 525) and mean (525 / 60 = 8.75) for the engineers in ONLY the Distributed Systems session. Statement (2) gives information about the overlap group but leaves the experience sum of the engineers in ONLY the System Architecture session unknown.

Step-by-Step Solution

1
Rephrase the question stem using set relationships and statistics formulas.
Let SS be System Architecture attendees (S=90|S| = 90) and DD be Distributed Systems attendees. The total combined group is SDS \cup D with SD=150|S \cup D| = 150. The number of engineers attending ONLY Distributed Systems is DS=SDS=15090=60|D \setminus S| = |S \cup D| - |S| = 150 - 90 = 60.
Since every attendee is in at least one session, the total group consists of all attendees in SS plus those in DSD \setminus S, which are mutually disjoint sets.
2
Express the total sum of experience and set up the target equation.
Total combined experience sum Ttotal=150×8=1200T_{\text{total}} = 150 \times 8 = 1200. Since SS and DSD \setminus S partition the entire population, Ttotal=TS+TDST_{\text{total}} = T_S + T_{D \setminus S}, where TST_S is the sum of experience of all 9090 engineers in SS. Therefore, TDS=1200TST_{D \setminus S} = 1200 - T_S, and the target mean is TDS60=1200TS60\frac{T_{D \setminus S}}{60} = \frac{1200 - T_S}{60}.
Finding the mean experience for DSD \setminus S depends entirely on finding the total experience sum TST_S of the 9090 engineers in System Architecture.
3
Evaluate Statement (1): The mean years of experience for the engineers who attended the System Architecture session was 7.57.5 years.
TS=90×7.5=675T_S = 90 \times 7.5 = 675. Then TDS=1200675=525T_{D \setminus S} = 1200 - 675 = 525. Target mean =52560=8.75= \frac{525}{60} = 8.75 years. Statement (1) is SUFFICIENT.
Statement (1) directly gives the mean of set SS, allowing exact computation of TST_S and thus the target mean.
4
Evaluate Statement (2): Exactly 4040 engineers attended BOTH sessions, and their mean years of experience was 99 years.
This gives SD=40|S \cap D| = 40 and sum TSD=40×9=360T_{S \cap D} = 40 \times 9 = 360. Set SS is divided into SDS \setminus D (size 5050) and SDS \cap D (size 4040). TS=TSD+360T_S = T_{S \setminus D} + 360. Since TSDT_{S \setminus D} remains unknown, TST_S cannot be determined. Statement (2) is INSUFFICIENT.
Without the experience sum or mean of the engineers who attended ONLY System Architecture, we cannot determine TST_S.

Key Concept

Partitioning combined sets in weighted averages and Data Sufficiency rephrasing
Question 20Question

A logistics company analyzed the operational downtime of a fleet of 8080 delivery trucks over a one-month period. Each truck in the fleet completed at least one of two specialized maintenance programs: Program A or Program B. The arithmetic mean downtime for trucks that completed only Program A was 1212 hours, and the arithmetic mean downtime for trucks that completed only Program B was 1818 hours. What was the average downtime per truck, in hours, for all 8080 trucks in the fleet?

(1) Exactly 5050 trucks completed Program A, and exactly 4545 trucks completed Program B.
(2) The total downtime of all trucks in the fleet that completed Program B was 765765 hours.

Show answer & explanation

Answer: BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.

Answer

BOTH statements TOGETHER are sufficient, but NEITHER statement ALONE is sufficient.
The correct response identifies that both statements together provide complementary pieces of required information: the first statement determines the number of trucks in the 'only A' group (3535 trucks), while the second statement provides the combined downtime of all trucks in the 'Program B' group (765765 hours). Together, they uniquely specify the fleet's total downtime as 12(35)+765=118512(35) + 765 = 1185 hours, giving a single average of 14.812514.8125 hours.

Step-by-Step Solution

1
Define set variables and express the target fleet average in terms of known and unknown quantities.
Let nAn_A be the number of trucks completing only Program A, nBn_B be the number of trucks completing only Program B, and nABn_{AB} be the number of trucks completing both programs. The total number of trucks is nA+nB+nAB=80n_A + n_B + n_{AB} = 80. The total downtime of the fleet is Ttotal=(12nA)+TBT_{total} = (12 \cdot n_A) + T_B, where TBT_B is the total downtime of all trucks that completed Program B (which comprises trucks completing only B and trucks completing both A and B).
Partitioning the fleet into trucks completing only Program A and trucks completing Program B allows us to rephrase the total downtime simply as 12nA+TB12 n_A + T_B.
2
Evaluate Statement (1) independently.
Statement (1) states that nA+nAB=50n_A + n_{AB} = 50 and nB+nAB=45n_B + n_{AB} = 45. Since (nA+nAB)+(nB+nAB)nAB=80(n_A + n_{AB}) + (n_B + n_{AB}) - n_{AB} = 80, we get 50+45nAB=80nAB=1550 + 45 - n_{AB} = 80 \Rightarrow n_{AB} = 15. This yields nA=35n_A = 35 and nB=30n_B = 30. However, we do not know TBT_B or the downtime of the 1515 trucks in both programs, so the fleet average cannot be calculated. Statement (1) alone is NOT sufficient.
Knowing set counts alone does not supply the necessary downtime data for the overlapping region.
3
Evaluate Statement (2) independently.
Statement (2) gives TB=765T_B = 765 hours. Substituting this into our total downtime expression yields Ttotal=12nA+765T_{total} = 12 n_A + 765. Since nAn_A (the number of trucks completing only Program A) is unknown, TtotalT_{total} cannot be uniquely calculated. Statement (2) alone is NOT sufficient.
Without knowing nAn_A, the contribution of trucks completing only Program A to total downtime cannot be determined.
4
Evaluate Statements (1) and (2) together.
From Statement (1), nA=35n_A = 35. From Statement (2), TB=765T_B = 765. Thus, Ttotal=12(35)+765=420+765=1185T_{total} = 12(35) + 765 = 420 + 765 = 1185 hours. The average downtime per truck is 118580=14.8125\frac{1185}{80} = 14.8125 hours, which is a unique numerical value. Both statements together are SUFFICIENT.
Combining nA=35n_A = 35 with TB=765T_B = 765 uniquely determines the fleet's total downtime and overall average.

Key Concept

Overlapping set partitioning and weighted averages in Data Sufficiency
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