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Academic Support AP Statistics Unit 2: Probability, Random Variables, and Probability Distributions

Probability Rules: Addition, Multiplication, and Complement Rules

Learn probability rules with current AP Statistics scope, proper formulas, worked examples, and original Easy, Tough, and Toughest questions.

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Concept Lesson

Probability Rules: Addition, Multiplication, and Complement Rules

A lesson in addition, multiplication, and complement rules that moves from intuition and definitions to worked reasoning, error correction, and independent practice.

Course status: Revised 2026-27 course
Updated: July 18, 2026
Practice: Easy, Tough and Toughest

Lesson Goals: Probability Rules

Probability rules must preserve the meanings of union, intersection, complement, disjointness, and independence; addition and multiplication formulas are not interchangeable.

Reader tasksample spaces, unions, intersections, disjoint events, and independence
Planned modules8
Mathematics3 expressions
Worked checks60

Boundary: Conditional probability and Bayes extensions belong in P42.

Probability notation

Probability notation in probability rules: P(AB)=0.43 and P(AB)=0.688. The conditional probability restricts the reference group to outcomes where B occurs.

Worked reasoning

For Probability notation in probability rules, For constructed events A and B in a greenhouse germination experiment, P(A)=0.33, P(B)=0.32, and P(AB)=0.22. Apply probability notation.

P(AB)=0.33+0.320.22=0.43,P(AB)=0.220.32=0.688.

When the idea is valid

For Probability notation in probability rules, Check that probabilities are coherent and that the denominator event has positive probability.

Misconception to remove

For Probability notation in probability rules, reject this error: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Sample space

Sample space in probability rules: P(AB)=0.49 and P(AB)=0.722. The conditional probability restricts the reference group to outcomes where B occurs.

Worked reasoning

For Sample space in probability rules, For constructed events A and B in a tutoring-program evaluation, P(A)=0.39, P(B)=0.36, and P(AB)=0.26. Apply sample space.

P(AB)=0.39+0.360.26=0.49,P(AB)=0.260.36=0.722.

When the idea is valid

For Sample space in probability rules, Check that probabilities are coherent and that the denominator event has positive probability.

Misconception to remove

For Sample space in probability rules, reject this error: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Complement rule

Complement rule in probability rules: P(AB)=0.58 and P(AB)=0.730. The conditional probability restricts the reference group to outcomes where B occurs.

Worked reasoning

For Complement rule in probability rules, For constructed events A and B in a package-delivery sample, P(A)=0.48, P(B)=0.37, and P(AB)=0.27. Apply complement rule.

P(AB)=0.48+0.370.27=0.58,P(AB)=0.270.37=0.730.

When the idea is valid

For Complement rule in probability rules, Check that probabilities are coherent and that the denominator event has positive probability.

Misconception to remove

For Complement rule in probability rules, reject this error: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Addition rule

Addition rule in probability rules: P(AB)=0.53 and P(AB)=0.737. The conditional probability restricts the reference group to outcomes where B occurs.

Worked reasoning

For Addition rule in probability rules, For constructed events A and B in a classroom memory study, P(A)=0.43, P(B)=0.38, and P(AB)=0.28. Apply addition rule.

P(AB)=0.43+0.380.28=0.53,P(AB)=0.280.38=0.737.

When the idea is valid

For Addition rule in probability rules, Check that probabilities are coherent and that the denominator event has positive probability.

Misconception to remove

For Addition rule in probability rules, reject this error: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Multiplication rule

Multiplication rule in probability rules: P(AB)=0.47 and P(AB)=0.541. The conditional probability restricts the reference group to outcomes where B occurs.

Worked reasoning

For Multiplication rule in probability rules, For constructed events A and B in a classroom memory study, P(A)=0.30, P(B)=0.37, and P(AB)=0.20. Apply multiplication rule.

P(AB)=0.30+0.370.20=0.47,P(AB)=0.200.37=0.541.

When the idea is valid

For Multiplication rule in probability rules, Check that probabilities are coherent and that the denominator event has positive probability.

Misconception to remove

For Multiplication rule in probability rules, reject this error: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Mutually exclusive events

Mutually exclusive events in probability rules: P(AB)=0.56 and P(AB)=0.655. The conditional probability restricts the reference group to outcomes where B occurs.

Worked reasoning

For Mutually exclusive events in probability rules, For constructed events A and B in a quality-control inspection, P(A)=0.46, P(B)=0.29, and P(AB)=0.19. Apply mutually exclusive events.

P(AB)=0.46+0.290.19=0.56,P(AB)=0.190.29=0.655.

When the idea is valid

For Mutually exclusive events in probability rules, Check that probabilities are coherent and that the denominator event has positive probability.

Misconception to remove

For Mutually exclusive events in probability rules, reject this error: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Worked tables and trees

Worked tables and trees in probability rules: P(AB)=0.54 and P(AB)=0.697. The conditional probability restricts the reference group to outcomes where B occurs.

Worked reasoning

For Worked tables and trees in probability rules, For constructed events A and B in a package-delivery sample, P(A)=0.44, P(B)=0.33, and P(AB)=0.23. Apply worked tables and trees.

P(AB)=0.44+0.330.23=0.54,P(AB)=0.230.33=0.697.

When the idea is valid

For Worked tables and trees in probability rules, Check that probabilities are coherent and that the denominator event has positive probability.

Misconception to remove

For Worked tables and trees in probability rules, reject this error: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Practice

Practice in probability rules: P(AB)=0.48 and P(AB)=0.697. The conditional probability restricts the reference group to outcomes where B occurs.

Worked reasoning

For Practice in probability rules, For constructed events A and B in a water-filtration experiment, P(A)=0.38, P(B)=0.33, and P(AB)=0.23. Apply practice.

P(AB)=0.38+0.330.23=0.48,P(AB)=0.230.33=0.697.

When the idea is valid

For Practice in probability rules, Check that probabilities are coherent and that the denominator event has positive probability.

Misconception to remove

For Practice in probability rules, reject this error: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Formula and Notation Reference

Complement rule

P(Ac)=1P(A)

Complement rule in Probability Rules: Define the event or random variable first; complements, conditioning, and trial assumptions determine which probability expression applies.

General addition rule

P(AB)=P(A)+P(B)P(AB)

General addition rule in Probability Rules: Define the event or random variable first; complements, conditioning, and trial assumptions determine which probability expression applies.

General multiplication rule

P(AB)=P(A)P(BA)

General multiplication rule in Probability Rules: Define the event or random variable first; complements, conditioning, and trial assumptions determine which probability expression applies.

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Guided, Independent and Challenge Practice

Every question in Probability Rules: Addition, Multiplication, and Complement Rules is newly written from the revised framework and the logic visible in public College Board materials. Constructed numerical settings are identified as instructional scenarios and are never represented as measurements from a real population. No released or secure question wording is reproduced.

Easy Practice

Easy 1: Sample space

Question P41-Easy-1. For constructed events A and B in a recycling-behavior survey, P(A)=0.37, P(B)=0.42, and P(AB)=0.27. Apply sample space.

Worked solution and validity check

Worked solution P41-Easy-1. P(AB)=0.52 and P(AB)=0.643. P(AB)=0.37+0.420.27=0.52,P(AB)=0.270.42=0.643. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 2: Complement rule

Question P41-Easy-2. For constructed events A and B in a city bus arrival investigation, P(A)=0.47, P(B)=0.26, and P(AB)=0.16. Apply complement rule.

Worked solution and validity check

Worked solution P41-Easy-2. P(AB)=0.57 and P(AB)=0.615. P(AB)=0.47+0.260.16=0.57,P(AB)=0.160.26=0.615. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 3: Addition rule

Question P41-Easy-3. For constructed events A and B in a manufacturing fill-volume check, P(A)=0.43, P(B)=0.34, and P(AB)=0.24. Apply addition rule.

Worked solution and validity check

Worked solution P41-Easy-3. P(AB)=0.53 and P(AB)=0.706. P(AB)=0.43+0.340.24=0.53,P(AB)=0.240.34=0.706. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 4: Multiplication rule

Question P41-Easy-4. For constructed events A and B in a public-parks visitor survey, P(A)=0.49, P(B)=0.34, and P(AB)=0.24. Apply multiplication rule.

Worked solution and validity check

Worked solution P41-Easy-4. P(AB)=0.59 and P(AB)=0.706. P(AB)=0.49+0.340.24=0.59,P(AB)=0.240.34=0.706. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 5: Mutually exclusive events

Question P41-Easy-5. For constructed events A and B in a greenhouse germination experiment, P(A)=0.31, P(B)=0.40, and P(AB)=0.21. Apply mutually exclusive events.

Worked solution and validity check

Worked solution P41-Easy-5. P(AB)=0.50 and P(AB)=0.525. P(AB)=0.31+0.400.21=0.50,P(AB)=0.210.40=0.525. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 6: Worked tables and trees

Question P41-Easy-6. For constructed events A and B in a reading-speed investigation, P(A)=0.30, P(B)=0.33, and P(AB)=0.20. Apply worked tables and trees.

Worked solution and validity check

Worked solution P41-Easy-6. P(AB)=0.43 and P(AB)=0.606. P(AB)=0.30+0.330.20=0.43,P(AB)=0.200.33=0.606. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 7: Practice

Question P41-Easy-7. For constructed events A and B in a classroom memory study, P(A)=0.40, P(B)=0.29, and P(AB)=0.19. Apply practice.

Worked solution and validity check

Worked solution P41-Easy-7. P(AB)=0.50 and P(AB)=0.655. P(AB)=0.40+0.290.19=0.50,P(AB)=0.190.29=0.655. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 8: Probability notation

Question P41-Easy-8. For constructed events A and B in a school library checkout study, P(A)=0.43, P(B)=0.36, and P(AB)=0.26. Apply probability notation.

Worked solution and validity check

Worked solution P41-Easy-8. P(AB)=0.53 and P(AB)=0.722. P(AB)=0.43+0.360.26=0.53,P(AB)=0.260.36=0.722. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 9: Sample space

Question P41-Easy-9. For constructed events A and B in a package-delivery sample, P(A)=0.46, P(B)=0.25, and P(AB)=0.15. Apply sample space.

Worked solution and validity check

Worked solution P41-Easy-9. P(AB)=0.56 and P(AB)=0.600. P(AB)=0.46+0.250.15=0.56,P(AB)=0.150.25=0.600. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 10: Complement rule

Question P41-Easy-10. For constructed events A and B in a classroom memory study, P(A)=0.43, P(B)=0.26, and P(AB)=0.16. Apply complement rule.

Worked solution and validity check

Worked solution P41-Easy-10. P(AB)=0.53 and P(AB)=0.615. P(AB)=0.43+0.260.16=0.53,P(AB)=0.160.26=0.615. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 11: Addition rule

Question P41-Easy-11. For constructed events A and B in a campus dining survey, P(A)=0.34, P(B)=0.37, and P(AB)=0.24. Apply addition rule.

Worked solution and validity check

Worked solution P41-Easy-11. P(AB)=0.47 and P(AB)=0.649. P(AB)=0.34+0.370.24=0.47,P(AB)=0.240.37=0.649. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 12: Multiplication rule

Question P41-Easy-12. For constructed events A and B in a quality-control inspection, P(A)=0.40, P(B)=0.35, and P(AB)=0.25. Apply multiplication rule.

Worked solution and validity check

Worked solution P41-Easy-12. P(AB)=0.50 and P(AB)=0.714. P(AB)=0.40+0.350.25=0.50,P(AB)=0.250.35=0.714. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 13: Mutually exclusive events

Question P41-Easy-13. For constructed events A and B in a classroom memory study, P(A)=0.40, P(B)=0.41, and P(AB)=0.30. Apply mutually exclusive events.

Worked solution and validity check

Worked solution P41-Easy-13. P(AB)=0.51 and P(AB)=0.732. P(AB)=0.40+0.410.30=0.51,P(AB)=0.300.41=0.732. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 14: Worked tables and trees

Question P41-Easy-14. For constructed events A and B in a seedling-growth comparison, P(A)=0.41, P(B)=0.26, and P(AB)=0.16. Apply worked tables and trees.

Worked solution and validity check

Worked solution P41-Easy-14. P(AB)=0.51 and P(AB)=0.615. P(AB)=0.41+0.260.16=0.51,P(AB)=0.160.26=0.615. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 15: Practice

Question P41-Easy-15. For constructed events A and B in a manufacturing fill-volume check, P(A)=0.39, P(B)=0.40, and P(AB)=0.29. Apply practice.

Worked solution and validity check

Worked solution P41-Easy-15. P(AB)=0.50 and P(AB)=0.725. P(AB)=0.39+0.400.29=0.50,P(AB)=0.290.40=0.725. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 16: Probability notation

Question P41-Easy-16. For constructed events A and B in a website response-time study, P(A)=0.42, P(B)=0.35, and P(AB)=0.25. Apply probability notation.

Worked solution and validity check

Worked solution P41-Easy-16. P(AB)=0.52 and P(AB)=0.714. P(AB)=0.42+0.350.25=0.52,P(AB)=0.250.35=0.714. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 17: Sample space

Question P41-Easy-17. For constructed events A and B in a water-filtration experiment, P(A)=0.31, P(B)=0.36, and P(AB)=0.21. Apply sample space.

Worked solution and validity check

Worked solution P41-Easy-17. P(AB)=0.46 and P(AB)=0.583. P(AB)=0.31+0.360.21=0.46,P(AB)=0.210.36=0.583. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 18: Complement rule

Question P41-Easy-18. For constructed events A and B in a public-parks visitor survey, P(A)=0.49, P(B)=0.38, and P(AB)=0.28. Apply complement rule.

Worked solution and validity check

Worked solution P41-Easy-18. P(AB)=0.59 and P(AB)=0.737. P(AB)=0.49+0.380.28=0.59,P(AB)=0.280.38=0.737. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 19: Addition rule

Question P41-Easy-19. For constructed events A and B in a campus dining survey, P(A)=0.40, P(B)=0.29, and P(AB)=0.19. Apply addition rule.

Worked solution and validity check

Worked solution P41-Easy-19. P(AB)=0.50 and P(AB)=0.655. P(AB)=0.40+0.290.19=0.50,P(AB)=0.190.29=0.655. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Easy 20: Multiplication rule

Question P41-Easy-20. For constructed events A and B in a reading-speed investigation, P(A)=0.42, P(B)=0.37, and P(AB)=0.27. Apply multiplication rule.

Worked solution and validity check

Worked solution P41-Easy-20. P(AB)=0.52 and P(AB)=0.730. P(AB)=0.42+0.370.27=0.52,P(AB)=0.270.37=0.730. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough Practice

Tough 1: Worked tables and trees

Question P41-Tough-1. For constructed events A and B in an online-course completion sample, P(A)=0.40, P(B)=0.41, and P(AB)=0.30. Apply worked tables and trees.

Worked solution and validity check

Worked solution P41-Tough-1. P(AB)=0.51 and P(AB)=0.732. P(AB)=0.40+0.410.30=0.51,P(AB)=0.300.41=0.732. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 2: Practice

Question P41-Tough-2. For constructed events A and B in a seedling-growth comparison, P(A)=0.45, P(B)=0.38, and P(AB)=0.28. Apply practice.

Worked solution and validity check

Worked solution P41-Tough-2. P(AB)=0.55 and P(AB)=0.737. P(AB)=0.45+0.380.28=0.55,P(AB)=0.280.38=0.737. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 3: Probability notation

Question P41-Tough-3. For constructed events A and B in an online-course completion sample, P(A)=0.44, P(B)=0.39, and P(AB)=0.29. Apply probability notation.

Worked solution and validity check

Worked solution P41-Tough-3. P(AB)=0.54 and P(AB)=0.744. P(AB)=0.44+0.390.29=0.54,P(AB)=0.290.39=0.744. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 4: Sample space

Question P41-Tough-4. For constructed events A and B in a classroom memory study, P(A)=0.49, P(B)=0.32, and P(AB)=0.22. Apply sample space.

Worked solution and validity check

Worked solution P41-Tough-4. P(AB)=0.59 and P(AB)=0.688. P(AB)=0.49+0.320.22=0.59,P(AB)=0.220.32=0.688. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 5: Complement rule

Question P41-Tough-5. For constructed events A and B in a public-parks visitor survey, P(A)=0.46, P(B)=0.33, and P(AB)=0.23. Apply complement rule.

Worked solution and validity check

Worked solution P41-Tough-5. P(AB)=0.56 and P(AB)=0.697. P(AB)=0.46+0.330.23=0.56,P(AB)=0.230.33=0.697. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 6: Addition rule

Question P41-Tough-6. For constructed events A and B in a greenhouse germination experiment, P(A)=0.40, P(B)=0.39, and P(AB)=0.29. Apply addition rule.

Worked solution and validity check

Worked solution P41-Tough-6. P(AB)=0.50 and P(AB)=0.744. P(AB)=0.40+0.390.29=0.50,P(AB)=0.290.39=0.744. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 7: Multiplication rule

Question P41-Tough-7. For constructed events A and B in a battery-life laboratory trial, P(A)=0.39, P(B)=0.42, and P(AB)=0.29. Apply multiplication rule.

Worked solution and validity check

Worked solution P41-Tough-7. P(AB)=0.52 and P(AB)=0.690. P(AB)=0.39+0.420.29=0.52,P(AB)=0.290.42=0.690. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 8: Mutually exclusive events

Question P41-Tough-8. For constructed events A and B in a reading-speed investigation, P(A)=0.46, P(B)=0.31, and P(AB)=0.21. Apply mutually exclusive events.

Worked solution and validity check

Worked solution P41-Tough-8. P(AB)=0.56 and P(AB)=0.677. P(AB)=0.46+0.310.21=0.56,P(AB)=0.210.31=0.677. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 9: Worked tables and trees

Question P41-Tough-9. For constructed events A and B in a water-filtration experiment, P(A)=0.31, P(B)=0.26, and P(AB)=0.16. Apply worked tables and trees.

Worked solution and validity check

Worked solution P41-Tough-9. P(AB)=0.41 and P(AB)=0.615. P(AB)=0.31+0.260.16=0.41,P(AB)=0.160.26=0.615. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 10: Practice

Question P41-Tough-10. For constructed events A and B in a tutoring-program evaluation, P(A)=0.49, P(B)=0.40, and P(AB)=0.30. Apply practice.

Worked solution and validity check

Worked solution P41-Tough-10. P(AB)=0.59 and P(AB)=0.750. P(AB)=0.49+0.400.30=0.59,P(AB)=0.300.40=0.750. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 11: Probability notation

Question P41-Tough-11. For constructed events A and B in a package-delivery sample, P(A)=0.46, P(B)=0.41, and P(AB)=0.31. Apply probability notation.

Worked solution and validity check

Worked solution P41-Tough-11. P(AB)=0.56 and P(AB)=0.756. P(AB)=0.46+0.410.31=0.56,P(AB)=0.310.41=0.756. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 12: Sample space

Question P41-Tough-12. For constructed events A and B in a public-parks visitor survey, P(A)=0.35, P(B)=0.26, and P(AB)=0.16. Apply sample space.

Worked solution and validity check

Worked solution P41-Tough-12. P(AB)=0.45 and P(AB)=0.615. P(AB)=0.35+0.260.16=0.45,P(AB)=0.160.26=0.615. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 13: Complement rule

Question P41-Tough-13. For constructed events A and B in a website response-time study, P(A)=0.37, P(B)=0.38, and P(AB)=0.27. Apply complement rule.

Worked solution and validity check

Worked solution P41-Tough-13. P(AB)=0.48 and P(AB)=0.711. P(AB)=0.37+0.380.27=0.48,P(AB)=0.270.38=0.711. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 14: Addition rule

Question P41-Tough-14. For constructed events A and B in a reading-speed investigation, P(A)=0.32, P(B)=0.25, and P(AB)=0.15. Apply addition rule.

Worked solution and validity check

Worked solution P41-Tough-14. P(AB)=0.42 and P(AB)=0.600. P(AB)=0.32+0.250.15=0.42,P(AB)=0.150.25=0.600. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 15: Multiplication rule

Question P41-Tough-15. For constructed events A and B in a reading-speed investigation, P(A)=0.39, P(B)=0.42, and P(AB)=0.29. Apply multiplication rule.

Worked solution and validity check

Worked solution P41-Tough-15. P(AB)=0.52 and P(AB)=0.690. P(AB)=0.39+0.420.29=0.52,P(AB)=0.290.42=0.690. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 16: Mutually exclusive events

Question P41-Tough-16. For constructed events A and B in an online-course completion sample, P(A)=0.33, P(B)=0.26, and P(AB)=0.16. Apply mutually exclusive events.

Worked solution and validity check

Worked solution P41-Tough-16. P(AB)=0.43 and P(AB)=0.615. P(AB)=0.33+0.260.16=0.43,P(AB)=0.160.26=0.615. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 17: Worked tables and trees

Question P41-Tough-17. For constructed events A and B in a seedling-growth comparison, P(A)=0.38, P(B)=0.41, and P(AB)=0.28. Apply worked tables and trees.

Worked solution and validity check

Worked solution P41-Tough-17. P(AB)=0.51 and P(AB)=0.683. P(AB)=0.38+0.410.28=0.51,P(AB)=0.280.41=0.683. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 18: Practice

Question P41-Tough-18. For constructed events A and B in a battery-life laboratory trial, P(A)=0.32, P(B)=0.31, and P(AB)=0.21. Apply practice.

Worked solution and validity check

Worked solution P41-Tough-18. P(AB)=0.42 and P(AB)=0.677. P(AB)=0.32+0.310.21=0.42,P(AB)=0.210.31=0.677. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 19: Probability notation

Question P41-Tough-19. For constructed events A and B in a water-filtration experiment, P(A)=0.43, P(B)=0.34, and P(AB)=0.24. Apply probability notation.

Worked solution and validity check

Worked solution P41-Tough-19. P(AB)=0.53 and P(AB)=0.706. P(AB)=0.43+0.340.24=0.53,P(AB)=0.240.34=0.706. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Tough 20: Sample space

Question P41-Tough-20. For constructed events A and B in a school library checkout study, P(A)=0.49, P(B)=0.42, and P(AB)=0.32. Apply sample space.

Worked solution and validity check

Worked solution P41-Tough-20. P(AB)=0.59 and P(AB)=0.762. P(AB)=0.49+0.420.32=0.59,P(AB)=0.320.42=0.762. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest Practice

Toughest 1: Mutually exclusive events

Question P41-Toughest-1. For constructed events A and B in a package-delivery sample, P(A)=0.32, P(B)=0.33, and P(AB)=0.22. Apply mutually exclusive events.

Worked solution and validity check

Worked solution P41-Toughest-1. P(AB)=0.43 and P(AB)=0.667. P(AB)=0.32+0.330.22=0.43,P(AB)=0.220.33=0.667. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 2: Worked tables and trees

Question P41-Toughest-2. For constructed events A and B in a tutoring-program evaluation, P(A)=0.39, P(B)=0.30, and P(AB)=0.20. Apply worked tables and trees.

Worked solution and validity check

Worked solution P41-Toughest-2. P(AB)=0.49 and P(AB)=0.667. P(AB)=0.39+0.300.20=0.49,P(AB)=0.200.30=0.667. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 3: Practice

Question P41-Toughest-3. For constructed events A and B in an online-course completion sample, P(A)=0.48, P(B)=0.39, and P(AB)=0.29. Apply practice.

Worked solution and validity check

Worked solution P41-Toughest-3. P(AB)=0.58 and P(AB)=0.744. P(AB)=0.48+0.390.29=0.58,P(AB)=0.290.39=0.744. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 4: Probability notation

Question P41-Toughest-4. For constructed events A and B in a city bus arrival investigation, P(A)=0.41, P(B)=0.42, and P(AB)=0.31. Apply probability notation.

Worked solution and validity check

Worked solution P41-Toughest-4. P(AB)=0.52 and P(AB)=0.738. P(AB)=0.41+0.420.31=0.52,P(AB)=0.310.42=0.738. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 5: Sample space

Question P41-Toughest-5. For constructed events A and B in a reading-speed investigation, P(A)=0.35, P(B)=0.34, and P(AB)=0.24. Apply sample space.

Worked solution and validity check

Worked solution P41-Toughest-5. P(AB)=0.45 and P(AB)=0.706. P(AB)=0.35+0.340.24=0.45,P(AB)=0.240.34=0.706. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 6: Complement rule

Question P41-Toughest-6. For constructed events A and B in a water-filtration experiment, P(A)=0.44, P(B)=0.29, and P(AB)=0.19. Apply complement rule.

Worked solution and validity check

Worked solution P41-Toughest-6. P(AB)=0.54 and P(AB)=0.655. P(AB)=0.44+0.290.19=0.54,P(AB)=0.190.29=0.655. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 7: Addition rule

Question P41-Toughest-7. For constructed events A and B in a manufacturing fill-volume check, P(A)=0.41, P(B)=0.30, and P(AB)=0.20. Apply addition rule.

Worked solution and validity check

Worked solution P41-Toughest-7. P(AB)=0.51 and P(AB)=0.667. P(AB)=0.41+0.300.20=0.51,P(AB)=0.200.30=0.667. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 8: Multiplication rule

Question P41-Toughest-8. For constructed events A and B in a tutoring-program evaluation, P(A)=0.31, P(B)=0.42, and P(AB)=0.21. Apply multiplication rule.

Worked solution and validity check

Worked solution P41-Toughest-8. P(AB)=0.52 and P(AB)=0.500. P(AB)=0.31+0.420.21=0.52,P(AB)=0.210.42=0.500. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 9: Mutually exclusive events

Question P41-Toughest-9. For constructed events A and B in a quality-control inspection, P(A)=0.49, P(B)=0.38, and P(AB)=0.28. Apply mutually exclusive events.

Worked solution and validity check

Worked solution P41-Toughest-9. P(AB)=0.59 and P(AB)=0.737. P(AB)=0.49+0.380.28=0.59,P(AB)=0.280.38=0.737. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 10: Worked tables and trees

Question P41-Toughest-10. For constructed events A and B in a recycling-behavior survey, P(A)=0.32, P(B)=0.33, and P(AB)=0.22. Apply worked tables and trees.

Worked solution and validity check

Worked solution P41-Toughest-10. P(AB)=0.43 and P(AB)=0.667. P(AB)=0.32+0.330.22=0.43,P(AB)=0.220.33=0.667. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 11: Practice

Question P41-Toughest-11. For constructed events A and B in a campus dining survey, P(A)=0.44, P(B)=0.37, and P(AB)=0.27. Apply practice.

Worked solution and validity check

Worked solution P41-Toughest-11. P(AB)=0.54 and P(AB)=0.730. P(AB)=0.44+0.370.27=0.54,P(AB)=0.270.37=0.730. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 12: Probability notation

Question P41-Toughest-12. For constructed events A and B in a seedling-growth comparison, P(A)=0.37, P(B)=0.28, and P(AB)=0.18. Apply probability notation.

Worked solution and validity check

Worked solution P41-Toughest-12. P(AB)=0.47 and P(AB)=0.643. P(AB)=0.37+0.280.18=0.47,P(AB)=0.180.28=0.643. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 13: Sample space

Question P41-Toughest-13. For constructed events A and B in a reading-speed investigation, P(A)=0.31, P(B)=0.26, and P(AB)=0.16. Apply sample space.

Worked solution and validity check

Worked solution P41-Toughest-13. P(AB)=0.41 and P(AB)=0.615. P(AB)=0.31+0.260.16=0.41,P(AB)=0.160.26=0.615. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 14: Complement rule

Question P41-Toughest-14. For constructed events A and B in a commuter route study, P(A)=0.44, P(B)=0.27, and P(AB)=0.17. Apply complement rule.

Worked solution and validity check

Worked solution P41-Toughest-14. P(AB)=0.54 and P(AB)=0.630. P(AB)=0.44+0.270.17=0.54,P(AB)=0.170.27=0.630. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 15: Addition rule

Question P41-Toughest-15. For constructed events A and B in a manufacturing fill-volume check, P(A)=0.37, P(B)=0.40, and P(AB)=0.27. Apply addition rule.

Worked solution and validity check

Worked solution P41-Toughest-15. P(AB)=0.50 and P(AB)=0.675. P(AB)=0.37+0.400.27=0.50,P(AB)=0.270.40=0.675. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 16: Multiplication rule

Question P41-Toughest-16. For constructed events A and B in a recycling-behavior survey, P(A)=0.32, P(B)=0.27, and P(AB)=0.17. Apply multiplication rule.

Worked solution and validity check

Worked solution P41-Toughest-16. P(AB)=0.42 and P(AB)=0.630. P(AB)=0.32+0.270.17=0.42,P(AB)=0.170.27=0.630. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 17: Mutually exclusive events

Question P41-Toughest-17. For constructed events A and B in a classroom memory study, P(A)=0.42, P(B)=0.37, and P(AB)=0.27. Apply mutually exclusive events.

Worked solution and validity check

Worked solution P41-Toughest-17. P(AB)=0.52 and P(AB)=0.730. P(AB)=0.42+0.370.27=0.52,P(AB)=0.270.37=0.730. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 18: Worked tables and trees

Question P41-Toughest-18. For constructed events A and B in a tutoring-program evaluation, P(A)=0.49, P(B)=0.32, and P(AB)=0.22. Apply worked tables and trees.

Worked solution and validity check

Worked solution P41-Toughest-18. P(AB)=0.59 and P(AB)=0.688. P(AB)=0.49+0.320.22=0.59,P(AB)=0.220.32=0.688. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 19: Practice

Question P41-Toughest-19. For constructed events A and B in a school library checkout study, P(A)=0.42, P(B)=0.25, and P(AB)=0.15. Apply practice.

Worked solution and validity check

Worked solution P41-Toughest-19. P(AB)=0.52 and P(AB)=0.600. P(AB)=0.42+0.250.15=0.52,P(AB)=0.150.25=0.600. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Toughest 20: Probability notation

Question P41-Toughest-20. For constructed events A and B in a website response-time study, P(A)=0.32, P(B)=0.31, and P(AB)=0.21. Apply probability notation.

Worked solution and validity check

Worked solution P41-Toughest-20. P(AB)=0.42 and P(AB)=0.677. P(AB)=0.32+0.310.21=0.42,P(AB)=0.210.31=0.677. Interpretation: The conditional probability restricts the reference group to outcomes where B occurs. Validity: Check that probabilities are coherent and that the denominator event has positive probability. Error to reject: Adding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

AP Response and Publication Checklist

Audit pointRequired evidence for probability rules
ScopeConditional probability and Bayes extensions belong in P42.
Method or sourceProbability rules must preserve the meanings of union, intersection, complement, disjointness, and independence; addition and multiplication formulas are not interchangeable.
CalculationP(AB)=0.42+0.370.27=0.52,P(AB)=0.270.37=0.730.
InterpretationThe conditional probability restricts the reference group to outcomes where B occurs.
ValidityCheck that probabilities are coherent and that the denominator event has positive probability.
CorrectionAdding P(A) and P(B) without subtracting the intersection double-counts outcomes in both events.

Frequently Asked Questions

How does probability notation work in probability rules?

Answer for probability rules and Probability notation. P(AB)=0.57 and P(AB)=0.737. The conditional probability restricts the reference group to outcomes where B occurs. The required validity evidence is: Check that probabilities are coherent and that the denominator event has positive probability.

How does sample space work in probability rules?

Answer for probability rules and Sample space. P(AB)=0.53 and P(AB)=0.688. The conditional probability restricts the reference group to outcomes where B occurs. The required validity evidence is: Check that probabilities are coherent and that the denominator event has positive probability.

How does complement rule work in probability rules?

Answer for probability rules and Complement rule. P(AB)=0.57 and P(AB)=0.737. The conditional probability restricts the reference group to outcomes where B occurs. The required validity evidence is: Check that probabilities are coherent and that the denominator event has positive probability.

How does addition rule work in probability rules?

Answer for probability rules and Addition rule. P(AB)=0.59 and P(AB)=0.667. The conditional probability restricts the reference group to outcomes where B occurs. The required validity evidence is: Check that probabilities are coherent and that the denominator event has positive probability.

How does multiplication rule work in probability rules?

Answer for probability rules and Multiplication rule. P(AB)=0.52 and P(AB)=0.600. The conditional probability restricts the reference group to outcomes where B occurs. The required validity evidence is: Check that probabilities are coherent and that the denominator event has positive probability.

How does mutually exclusive events work in probability rules?

Answer for probability rules and Mutually exclusive events. P(AB)=0.53 and P(AB)=0.643. The conditional probability restricts the reference group to outcomes where B occurs. The required validity evidence is: Check that probabilities are coherent and that the denominator event has positive probability.

How does rules probability connect to Probability Rules?

rules probability within probability rules. P(AB)=0.50 and P(AB)=0.575. The conditional probability restricts the reference group to outcomes where B occurs. For Probability notation, the controlling scope is: Conditional probability and Bayes extensions belong in P42.

How does addition rule of probability connect to Probability Rules?

addition rule of probability within probability rules. P(AB)=0.55 and P(AB)=0.706. The conditional probability restricts the reference group to outcomes where B occurs. For Sample space, the controlling scope is: Conditional probability and Bayes extensions belong in P42.

How does multiplication rule of probability connect to Probability Rules?

multiplication rule of probability within probability rules. P(AB)=0.44 and P(AB)=0.618. The conditional probability restricts the reference group to outcomes where B occurs. For Complement rule, the controlling scope is: Conditional probability and Bayes extensions belong in P42.

How does complement rule probability connect to Probability Rules?

complement rule probability within probability rules. P(AB)=0.40 and P(AB)=0.630. The conditional probability restricts the reference group to outcomes where B occurs. For Addition rule, the controlling scope is: Conditional probability and Bayes extensions belong in P42.

How does probability multiplication rule connect to Probability Rules?

probability multiplication rule within probability rules. P(AB)=0.48 and P(AB)=0.697. The conditional probability restricts the reference group to outcomes where B occurs. For Multiplication rule, the controlling scope is: Conditional probability and Bayes extensions belong in P42.

How does rules of probability connect to Probability Rules?

rules of probability within probability rules. P(AB)=0.51 and P(AB)=0.706. The conditional probability restricts the reference group to outcomes where B occurs. For Mutually exclusive events, the controlling scope is: Conditional probability and Bayes extensions belong in P42.

How does addition probability rule connect to Probability Rules?

addition probability rule within probability rules. P(AB)=0.49 and P(AB)=0.513. The conditional probability restricts the reference group to outcomes where B occurs. For Worked tables and trees, the controlling scope is: Conditional probability and Bayes extensions belong in P42.

Sources

Administrative and curricular statements in Probability Rules: Addition, Multiplication, and Complement Rules were checked on July 18, 2026. The linked College Board pages control any later policy change; all instructional datasets in original questions are explicitly constructed rather than attributed to a real study.

Probability Rules Conclusion

Probability rules must preserve the meanings of union, intersection, complement, disjointness, and independence; addition and multiplication formulas are not interchangeable. Mastery of probability rules therefore requires the exact evidence, mathematics, interpretation, and scope developed in this guide, while preserving this boundary: Conditional probability and Bayes extensions belong in P42.

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