Overlapping Sets and Inclusion-Exclusion Principle

8 questions

Question 1Question

A clinical study evaluated 150150 patient records for the presence of three specific health biomarkers: Biomarker X, Biomarker Y, and Biomarker Z. The study revealed that 7070 patients had Biomarker X, 6060 patients had Biomarker Y, and 5050 patients had Biomarker Z. Exactly 3535 patients had exactly two of these biomarkers, and exactly 1010 patients had all three biomarkers. How many of the patients evaluated had none of the three biomarkers?

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Answer: 25

Answer

25 patients evaluated had none of the three biomarkers.
By the inclusion-exclusion principle for three sets, the total number of elements in at least one set is given by XYZ=X+Y+Z(Elements in exactly two sets)2(Elements in all three sets)|X \cup Y \cup Z| = |X| + |Y| + |Z| - (\text{Elements in exactly two sets}) - 2(\text{Elements in all three sets}). Substituting the given values yields 70+60+50352(10)=1803520=12570 + 60 + 50 - 35 - 2(10) = 180 - 35 - 20 = 125. Since there are 150150 total patients evaluated, the number of patients with none of the three biomarkers is 150125=25150 - 125 = 25.

Step-by-Step Solution

1
Sum the individual counts for all three biomarker groups.
Sum of individual sets=70+60+50=180\text{Sum of individual sets} = 70 + 60 + 50 = 180
This sum counts individuals with 1 biomarker once, individuals with 2 biomarkers twice, and individuals with 3 biomarkers three times.
2
Apply the inclusion-exclusion formula adapted for 'exactly two' and 'all three' overlapping subsets.
At least one biomarker=180(Exactly two)2×(All three)=180352(10)=125\text{At least one biomarker} = 180 - (\text{Exactly two}) - 2 \times (\text{All three}) = 180 - 35 - 2(10) = 125
To count each person with at least one biomarker exactly once, we subtract the count of patients with exactly two biomarkers once, and the count of patients with all three biomarkers twice.
3
Subtract the number of patients with at least one biomarker from the total population of patients evaluated.
None=150125=25\text{None} = 150 - 125 = 25
The total group consists of patients with at least one biomarker plus patients with none of the three biomarkers.

Key Concept

Three-Set Overlapping Sets and Inclusion-Exclusion Principle
Estimated Time:1m 45s
Question 2Question

In a technology firm of 100100 software engineers, 6565 engineers know Python and 4545 know Java. If 2020 engineers know both Python and Java, how many of the engineers know neither Python nor Java?

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Answer: 1010

Answer

The number of engineers who know neither Python nor Java is 1010.
The total number of engineers is 100100. By inclusion-exclusion, the union of Python and Java speakers is 65+4520=9065 + 45 - 20 = 90. The number of engineers who know neither language is the total minus the union, 10090=10100 - 90 = 10.

Step-by-Step Solution

1
Calculate the number of engineers who know at least one language using the Inclusion-Exclusion Principle.
At least one=Python+JavaBoth=65+4520=90\text{At least one} = \text{Python} + \text{Java} - \text{Both} = 65 + 45 - 20 = 90
Engineers who know both languages are counted in both individual totals, so their count must be subtracted once to avoid double counting.
2
Subtract the number of engineers who know at least one language from the total number of engineers to find those who know neither.
Neither=TotalAt least one=10090=10\text{Neither} = \text{Total} - \text{At least one} = 100 - 90 = 10
The total group consists of those who know at least one language plus those who know neither.

Key Concept

Two-Set Inclusion-Exclusion Principle
Estimated Time:45s
Question 3Question

At a financial analytics firm, a group of 200 analysts were evaluated on their proficiency in three software tools: Options Analytics, Futures Trader, and Swaps Pricing. Exactly 15% of the analysts had no proficiency in any of the three tools. Among the remaining analysts, 110 were proficient in Options Analytics, 95 were proficient in Futures Trader, and 85 were proficient in Swaps Pricing. If exactly 20 analysts were proficient in all three tools, how many analysts were proficient in exactly one of the three tools?

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Answer: 70

Answer

70 analysts were proficient in exactly one of the three tools.
The total number of analysts is 200, and 15% (30 analysts) have no proficiency, leaving 170 analysts proficient in at least one tool. Applying the 3-set inclusion-exclusion formula N(ABC)=N(A)+N(B)+N(C)S2+N(ABC)N(A \cup B \cup C) = N(A) + N(B) + N(C) - S_2 + N(A \cap B \cap C), we get 170=110+95+85S2+20170 = 110 + 95 + 85 - S_2 + 20, which yields S2=140S_2 = 140. Since S2S_2 counts elements in exactly two sets once and elements in all three sets three times, the number of analysts proficient in exactly two tools is 1403(20)=80140 - 3(20) = 80. Finally, subtracting those proficient in exactly two tools (80) and all three tools (20) from the total proficient in at least one tool (170) gives 1708020=70170 - 80 - 20 = 70.

Step-by-Step Solution

1
Calculate the total number of analysts proficient in at least one tool
At least one=200(0.15×200)=20030=170\text{At least one} = 200 - (0.15 \times 200) = 200 - 30 = 170
Analysts who are not proficient in any tool must be excluded from the total group size to find the union of the three sets.
2
Apply the 3-set inclusion-exclusion formula to find the sum of pairwise intersections
170=110+95+85S2+20    170=310S2    S2=140170 = 110 + 95 + 85 - S_2 + 20 \implies 170 = 310 - S_2 \implies S_2 = 140, where S2=N(OptionsFutures)+N(FuturesSwaps)+N(OptionsSwaps)S_2 = N(\text{Options} \cap \text{Futures}) + N(\text{Futures} \cap \text{Swaps}) + N(\text{Options} \cap \text{Swaps})
The standard inclusion-exclusion principle states that N(ABC)=N(A)+N(B)+N(C)S2+N(ABC)N(A \cup B \cup C) = N(A) + N(B) + N(C) - S_2 + N(A \cap B \cap C).
3
Determine the number of analysts proficient in exactly two tools
Exactly 2=S23×N(All 3)=1403(20)=14060=80\text{Exactly 2} = S_2 - 3 \times N(\text{All 3}) = 140 - 3(20) = 140 - 60 = 80
Each member of the triple intersection is counted 3 times in S2S_2. Subtracting 3×N(All 3)3 \times N(\text{All 3}) isolates the elements belonging to exactly two sets.
4
Calculate the number of analysts proficient in exactly one tool
Exactly 1=N(At least 1)Exactly 2N(All 3)=1708020=70\text{Exactly 1} = N(\text{At least 1}) - \text{Exactly 2} - N(\text{All 3}) = 170 - 80 - 20 = 70
The union of the three sets consists of elements proficient in exactly 1 tool, exactly 2 tools, and all 3 tools.

Key Concept

Three-Set Inclusion-Exclusion Principle and Subset Decomposition
Estimated Time:2m 0s
Question 4Question

At an international conference of 200200 delegates, every delegate speaks at least one of three languages: French, German, or Spanish. Exactly 115115 delegates speak French, 8585 speak German, and 6767 speak Spanish. Furthermore, exactly 1515 delegates speak all three languages. If the number of delegates who speak only one language is four times the number of delegates who speak exactly two languages, how many delegates speak exactly two of these three languages?

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Answer: 37

Answer

The number of delegates who speak exactly two of the three languages is 37.
By dividing the 200 delegates into three disjoint groups—those speaking exactly 1 language (E1E_1), exactly 2 languages (E2E_2), and all 3 languages (E3=15E_3 = 15)—we establish that E1+E2+15=200E_1 + E_2 + 15 = 200, giving E1+E2=185E_1 + E_2 = 185. Given E1=4E2E_1 = 4E_2, substituting yields 5E2=1855E_2 = 185, which gives E2=37E_2 = 37.

Step-by-Step Solution

1
Define exact-count variables for the overlapping sets
Let E1E_1 be the number of delegates speaking exactly one language, E2E_2 be the number speaking exactly two languages, and E3=15E_3 = 15 be the number speaking all three languages.
Categorizing elements into mutually exclusive subsets (exactly 1, exactly 2, exactly 3) simplifies 3-set inclusion-exclusion problems.
2
Set up the total population equation
E1+E2+E3=200    E1+E2+15=200    E1+E2=185E_1 + E_2 + E_3 = 200 \implies E_1 + E_2 + 15 = 200 \implies E_1 + E_2 = 185
Since every delegate speaks at least one language, the sum of all mutually exclusive regions equals the total number of delegates.
3
Apply the given relationship between E1E_1 and E2E_2
Substitute E1=4E2E_1 = 4E_2 into E1+E2=185E_1 + E_2 = 185 to get 4E2+E2=185    5E2=1854E_2 + E_2 = 185 \implies 5E_2 = 185
The problem establishes that the number of single-language speakers is four times the number of dual-language speakers.
4
Solve for the target quantity E2E_2
E2=37E_2 = 37
Dividing 185 by 5 yields the exact count of delegates speaking exactly two languages.

Key Concept

Three-Set Inclusion-Exclusion Principle using Exact-Overlap Subsets
Question 5Question

A market research firm surveyed 300300 consumers regarding their subscriptions to three streaming services: Service X, Service Y, and Service Z.

- 4040 consumers subscribed to none of the three services.
- 160160 consumers subscribed to Service X.
- 140140 consumers subscribed to Service Y.
- 130130 consumers subscribed to Service Z.
- Exactly 6060 consumers subscribed to exactly two of the services.

How many consumers subscribed to all three services?

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Answer: 55

Answer

55 consumers subscribed to all three services.
The total number of consumers subscribing to at least one service is 30040=260300 - 40 = 260. Expressing the total union in terms of non-overlapping region counts gives e1+e2+e3=260e_1 + e_2 + e_3 = 260, where e1e_1 is the number subscribing to exactly one service, e2=60e_2 = 60 is the number subscribing to exactly two, and e3e_3 is the number subscribing to all three. Thus, e1+e3=200e_1 + e_3 = 200. Summing the individual totals gives X+Y+Z=e1+2e2+3e3=430|X| + |Y| + |Z| = e_1 + 2e_2 + 3e_3 = 430, which simplifies to e1+3e3=310e_1 + 3e_3 = 310. Subtracting e1+e3=200e_1 + e_3 = 200 from e1+3e3=310e_1 + 3e_3 = 310 yields 2e3=1102e_3 = 110, so e3=55e_3 = 55.

Step-by-Step Solution

1
Calculate the total number of consumers who subscribed to at least one streaming service.
Total in union XYZ=30040=260|X \cup Y \cup Z| = 300 - 40 = 260.
Consumers subscribing to at least one service represent the total sample minus those subscribing to none.
2
Set up the region equations for 3-set inclusion-exclusion in terms of elements in exactly 1 set (e1e_1), exactly 2 sets (e2e_2), and all 3 sets (e3e_3).
Equation 1: e1+e2+e3=260e_1 + e_2 + e_3 = 260; Equation 2: X+Y+Z=e1+2e2+3e3=160+140+130=430|X| + |Y| + |Z| = e_1 + 2e_2 + 3e_3 = 160 + 140 + 130 = 430.
Summing individual set sizes counts elements in exactly one set once, elements in exactly two sets twice, and elements in all three sets three times.
3
Substitute e2=60e_2 = 60 into both equations.
Equation 1: e1+60+e3=260    e1+e3=200e_1 + 60 + e_3 = 260 \implies e_1 + e_3 = 200; Equation 2: e1+2(60)+3e3=430    e1+3e3=310e_1 + 2(60) + 3e_3 = 430 \implies e_1 + 3e_3 = 310.
Simplifying both equations yields a system of two linear equations in terms of e1e_1 and e3e_3.
4
Subtract the simplified Equation 1 from Equation 2 to solve for e3e_3.
(e1+3e3)(e1+e3)=310200    2e3=110    e3=55(e_1 + 3e_3) - (e_1 + e_3) = 310 - 200 \implies 2e_3 = 110 \implies e_3 = 55.
Subtracting eliminates e1e_1, directly yielding the number of consumers subscribing to all three services.

Key Concept

3-Set Inclusion-Exclusion Principle using Exact Region Counts
Question 6Question

A research group evaluated 150 renewable energy projects. Each project utilizes at least one of three primary energy technologies: solar, wind, or hydro. Exactly 85 projects utilize solar power, 60 projects utilize wind power, and 45 projects utilize hydro power. Furthermore, 20 projects utilize both solar and wind power, 15 projects utilize both solar and hydro power, and 10 projects utilize both wind and hydro power. How many of the surveyed projects utilize all three energy technologies?

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Answer: 5

Answer

5 projects utilize all three energy technologies.
Applying the three-set inclusion-exclusion principle Total = |A| + |B| + |C| - (|A ∩ B| + |A ∩ C| + |B ∩ C|) + |A ∩ B ∩ C| + Neither gives 150 = 85 + 60 + 45 - (20 + 15 + 10) + |A ∩ B ∩ C| + 0. Simplifying yields 150 = 145 + |A ∩ B ∩ C|, which gives |A ∩ B ∩ C| = 5.

Step-by-Step Solution

1
Identify known set sizes and recall the Principle of Inclusion-Exclusion for three sets.
Total = 150, |S| = 85, |W| = 60, |H| = 45, |S ∩ W| = 20, |S ∩ H| = 15, |W ∩ H| = 10, Neither = 0.
Setting up known quantities ensures proper application of set intersection rules.
2
Substitute the set sizes into the formula: Total = |S| + |W| + |H| - (|S ∩ W| + |S ∩ H| + |W ∩ H|) + |S ∩ W ∩ H| + Neither.
150 = 85 + 60 + 45 - (20 + 15 + 10) + |S ∩ W ∩ H| + 0.
Pairwise overlaps are double-counted when individual sets are summed and must be subtracted; the central triple overlap is over-subtracted and must be added back.
3
Combine known terms and isolate the unknown triple intersection.
150 = 190 - 45 + |S ∩ W ∩ H| => 150 = 145 + |S ∩ W ∩ H| => |S ∩ W ∩ H| = 5.
Subtracting 145 from 150 yields the exact count of projects belonging to all three sets.

Key Concept

Three-Set Inclusion-Exclusion Principle
Estimated Time:2m 0s
Question 7Question

A museum cataloged 250250 historical artifacts. Each artifact was subjected to at least one of three preservation procedures: micro-scanning, chemical analysis, or radiocarbon dating. Exactly 140140 artifacts underwent micro-scanning, 120120 underwent chemical analysis, and 100100 underwent radiocarbon dating. If 4040 artifacts underwent both micro-scanning and chemical analysis, 3535 underwent both chemical analysis and radiocarbon dating, and 4545 underwent both micro-scanning and radiocarbon dating, how many artifacts underwent all three procedures?

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Answer: 10

Answer

10 artifacts underwent all three preservation procedures.
Using the Inclusion-Exclusion Principle for three sets, the total union is equal to the sum of individual set sizes (140+120+100=360140 + 120 + 100 = 360), minus the sum of two-set overlaps (40+35+45=12040 + 35 + 45 = 120), plus the three-set overlap. Setting up 250=360120+x250 = 360 - 120 + x yields 250=240+x250 = 240 + x, so x=10x = 10.

Step-by-Step Solution

1
Set up the Inclusion-Exclusion formula for three overlapping sets.
ABC=A+B+C(AB+BC+AC)+ABC|A \cup B \cup C| = |A| + |B| + |C| - (|A \cap B| + |B \cap C| + |A \cap C|) + |A \cap B \cap C|
The total size of the union equals the sum of the individual set sizes minus the pairwise intersections plus the triple intersection.
2
Substitute the given values into the formula.
250=140+120+100(40+35+45)+ABC250 = 140 + 120 + 100 - (40 + 35 + 45) + |A \cap B \cap C|
Since every artifact underwent at least one procedure, the total number of artifacts equals the union of all three sets.
3
Compute the sum of individual sets and pairwise intersections to isolate the unknown.
250=360120+ABC250=240+ABC250 = 360 - 120 + |A \cap B \cap C| \Rightarrow 250 = 240 + |A \cap B \cap C|
Simplifying the arithmetic terms allows direct calculation of the triple intersection.
4
Subtract 240240 from 250250 to find the final value.
ABC=10|A \cap B \cap C| = 10
Solving the linear equation yields the number of artifacts undergoing all three procedures.

Key Concept

Principle of Inclusion-Exclusion for Three Sets
Question 8Question

A corporate venture capital firm evaluated 120120 technology startups for investment. Each startup met at least one of three key criteria: strong artificial intelligence capability, established revenue growth, or international market presence. Exactly 6565 startups met the artificial intelligence criteria, 5555 met the revenue growth criteria, and 5050 met the international presence criteria. Furthermore, 2525 startups met both the artificial intelligence and revenue growth criteria, 2020 met both the revenue growth and international presence criteria, and 1515 met both the artificial intelligence and international presence criteria. How many startups met all three investment criteria?

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Answer: 1010

Answer

The number of startups that met all three investment criteria is 10.
According to the Inclusion-Exclusion Principle for three sets, the total population is equal to the sum of the three individual sets minus the sum of the three pairwise intersections, plus the intersection of all three sets. Substituting the given values: 120=65+55+50(25+20+15)+x120 = 65 + 55 + 50 - (25 + 20 + 15) + x, which simplifies to 120=110+x120 = 110 + x, giving x=10x = 10. Thus, 1010 startups met all three criteria.

Step-by-Step Solution

1
State the Principle of Inclusion-Exclusion for three sets
ABC=A+B+C(AB+BC+AC)+ABC|A \cup B \cup C| = |A| + |B| + |C| - (|A \cap B| + |B \cap C| + |A \cap C|) + |A \cap B \cap C|
To account for startups counted in multiple overlapping categories without double-counting or over-subtracting.
2
Substitute the known values from the problem statement into the formula
120=65+55+50(25+20+15)+x120 = 65 + 55 + 50 - (25 + 20 + 15) + x, where x=ABCx = |A \cap B \cap C|
Every startup meets at least one criterion, so the union size equals the total number of startups (120120).
3
Simplify the sums and solve for xx
120=17060+x    120=110+x    x=10120 = 170 - 60 + x \implies 120 = 110 + x \implies x = 10
Subtracting 110110 from 120120 gives the exact number of startups meeting all three criteria.

Key Concept

Three-Set Inclusion-Exclusion Principle
Overlapping Sets and Inclusion-Exclusion Principle Practice Questions — GMAT | Examkin