Tool 1: 'Atleast One' Through the Complement

JEE loves 'atleast one'. Direct case-counting explodes; the complement collapses it to one case:

P(atleast one)=1P(none).P(\text{atleast one}) = 1 - P(\text{none}).

Complement shortcut for atleast one computations

When the complement is the bigger side (e.g. 'atleast 3 Kings' in a 7-card hand), flip strategy: split into the few exact cases and add — the cases are mutually exclusive.

Derangements (letters in wrong envelopes). The number of ways to place nn letters so that NO letter reaches its own envelope: D3=2D_3 = 2, D4=9D_4 = 9 (memorise these two). So with 4 letters, P(none correct)=924=38P(\text{none correct}) = \frac{9}{24} = \frac{3}{8}, and P(exactly one correct)=(41)D34!=824=13P(\text{exactly one correct}) = \frac{\binom{4}{1} D_3}{4!} = \frac{8}{24} = \frac{1}{3}.

All six letter placements for three envelopes with the two derangements highlighted

Tool 2: Inclusion-Exclusion for Three Events

P(ABC)=P(A)+P(B)+P(C)P(AB)P(BC)P(AC)+P(ABC)P(A \cup B \cup C) = P(A) + P(B) + P(C) - P(A \cap B) - P(B \cap C) - P(A \cap C) + P(A \cap B \cap C)

Three overlapping circles and the inclusion exclusion formula

Add singles, subtract pairs, add the triple back. 'None of the three' is then 1P(ABC)1 - P(A \cup B \cup C).

Tool 3: Bounds and Identities

From P(AB)1P(A \cup B) \leq 1 and ABA,BA \cap B \subseteq A, B:

max(0,  P(A)+P(B)1)    P(AB)    min(P(A),P(B))\max(0,\; P(A) + P(B) - 1) \;\leq\; P(A \cap B) \;\leq\; \min(P(A), P(B))

max(P(A),P(B))    P(AB)    min(1,  P(A)+P(B))\max(P(A), P(B)) \;\leq\; P(A \cup B) \;\leq\; \min(1,\; P(A) + P(B))

Two identities that headline JEE questions:

  • Exactly one of AA, BB occurs:   P(AB)+P(AB)=P(A)+P(B)2P(AB)\;P(A \cap B') + P(A' \cap B) = P(A) + P(B) - 2P(A \cap B).
  • Complement sum:   P(A)+P(B)=2[P(A)+P(B)]=2[P(AB)+P(AB)]\;P(A') + P(B') = 2 - [P(A) + P(B)] = 2 - [P(A \cup B) + P(A \cap B)].

Tool 4: Odds

'Odds in favour of EE are a:ba : b' means P(E):P(E)=a:bP(E) : P(E') = a : b, i.e. P(E)=aa+bP(E) = \frac{a}{a + b}. 'Odds against EE are a:ba : b' means P(E):P(E)=a:bP(E') : P(E) = a : b, i.e. P(E)=ba+bP(E) = \frac{b}{a + b}. Translate odds to probability immediately, then compute as usual.

Tool 5: Heavy Counting

The hardest Chapter 14 questions are Chapter 6 questions in disguise: multinomial letter arrangements, committee selections with constraints, digit constructions. Build n(S)n(S) and n(E)n(E) with nCr^nC_r, nPr^nP_r, n!p!q!r!\frac{n!}{p!\,q!\,r!} — then divide. Every JEE probability mistake is usually a counting mistake.

Solved Examples

Example 1. Four letters are placed at random into four addressed envelopes. Find the probability that (i) no letter is in its correct envelope (ii) atleast one is correct (iii) exactly one is correct.

Solution.

Step 1 — sample space. The letters fill the envelopes in 4!=244! = 24 equally likely ways.

(i) Step 2 — derangements. Placements with NO letter correct are the derangements of 4 objects: D4=9D_4 = 9 (a fact worth memorising along with D3=2D_3 = 2). So P(none)=924=38P(\text{none}) = \frac{9}{24} = \frac{3}{8}.

(ii) Step 3 — complement. P(atleast one correct)=1P(none)=138=58P(\text{atleast one correct}) = 1 - P(\text{none}) = 1 - \frac{3}{8} = \frac{5}{8}.

(iii) Step 4 — build 'exactly one'. Choose WHICH letter is correct ((41)=4\binom{4}{1} = 4 ways), then derange the other three so none of them is correct (D3=2D_3 = 2 ways): 4×2=84 \times 2 = 8 placements → P=824=13P = \frac{8}{24} = \frac{1}{3}.


Example 2. P(A)=0.5P(A) = 0.5, P(B)=0.4P(B) = 0.4, P(C)=0.3P(C) = 0.3, P(AB)=0.2P(A \cap B) = 0.2, P(BC)=0.1P(B \cap C) = 0.1, P(AC)=0.15P(A \cap C) = 0.15, P(ABC)=0.05P(A \cap B \cap C) = 0.05. Find P(atleast one occurs)P(\text{atleast one occurs}) and P(none occurs)P(\text{none occurs}).

Solution.

Step 1 — 'atleast one' is the union. Apply three-event inclusion-exclusion: singles 0.5+0.4+0.3=1.20.5 + 0.4 + 0.3 = 1.2; pairs 0.2+0.1+0.15=0.450.2 + 0.1 + 0.15 = 0.45; triple 0.050.05.

Step 2 — combine. P(ABC)=1.20.45+0.05=0.8P(A \cup B \cup C) = 1.2 - 0.45 + 0.05 = 0.8.

Step 3 — 'none' is the complement. P(none)=10.8=0.2P(\text{none}) = 1 - 0.8 = 0.2.


Example 3. P(A)=0.6P(A) = 0.6 and P(B)=0.7P(B) = 0.7. Show that 0.3P(AB)0.60.3 \leq P(A \cap B) \leq 0.6, and find the possible range of P(AB)P(A \cup B).

Solution.

Step 1 — upper bound for the intersection. ABAA \cap B \subseteq A forces P(AB)P(A)=0.6P(A \cap B) \leq P(A) = 0.6 (and also 0.7\leq 0.7; the smaller wins).

Step 2 — lower bound from the union cap. The addition rule gives P(AB)=P(A)+P(B)P(AB)=1.3P(AB)P(A \cap B) = P(A) + P(B) - P(A \cup B) = 1.3 - P(A \cup B). Since P(AB)1P(A \cup B) \leq 1, we get P(AB)1.31=0.3P(A \cap B) \geq 1.3 - 1 = 0.3. Together: 0.3P(AB)0.60.3 \leq P(A \cap B) \leq 0.6.

Step 3 — range of the union. The union contains each event, so P(AB)max(0.6,0.7)=0.7P(A \cup B) \geq \max(0.6, 0.7) = 0.7; and from Step 2's identity with P(AB)0.3P(A \cap B) \geq 0.3: P(AB)=1.3P(AB)1P(A \cup B) = 1.3 - P(A \cap B) \leq 1. Range: [0.7,1]\mathbf{[0.7, 1]} — both endpoints achievable (BAB \supseteq A gives 0.7; minimal overlap gives 1).


Example 4. P(A)=0.42P(A) = 0.42, P(B)=0.48P(B) = 0.48, P(AB)=0.16P(A \cap B) = 0.16. Find the probability that exactly one of AA, BB occurs.

Solution.

Step 1 — decompose into disjoint pieces. 'Exactly one' =(AB)(AB)= (A \cap B') \cup (A' \cap B), and the two pieces cannot overlap.

Step 2 — each piece strips the overlap. P(AB)=0.420.16=0.26P(A \cap B') = 0.42 - 0.16 = 0.26; P(AB)=0.480.16=0.32P(A' \cap B) = 0.48 - 0.16 = 0.32.

Step 3 — add. P(exactly one)=0.26+0.32=0.58P(\text{exactly one}) = 0.26 + 0.32 = \mathbf{0.58} — equivalently the formula P(A)+P(B)2P(AB)P(A) + P(B) - 2P(A \cap B): the overlap is subtracted twice because 'both' must leave BOTH pieces.


Example 5. (a) The odds in favour of an event are 3 : 5. Find its probability. (b) The odds against an event are 7 : 3. Find its probability.

Solution.

(a) Step 1 — unpack the ratio. In favour 3:53 : 5 means P(E):P(E)=3:5P(E) : P(E') = 3 : 5. Step 2 — the two parts total 1, so P(E)=33+5=38P(E) = \frac{3}{3 + 5} = \frac{3}{8}.

(b) Step 3 — 'against' swaps the roles. Against 7:37 : 3 means P(E):P(E)=7:3P(E') : P(E) = 7 : 3, so P(E)=37+3=310P(E) = \frac{3}{7 + 3} = \frac{3}{10}.

Step 4 — sanity. In both parts the favourable share sits over the SUM of the ratio terms; the only question is which term is favourable.


Example 6. Five cards are drawn from a deck of 52. Find the probability of exactly 2 aces.

Solution.

Step 1 — sample space. Unordered hands: (525)=2598960\binom{52}{5} = 2598960.

Step 2 — construct a favourable hand. Exactly 2 aces: choose them from the 4 aces, (42)=6\binom{4}{2} = 6 ways; the other 52=35 - 2 = 3 cards must be non-aces, (483)=17296\binom{48}{3} = 17296 ways.

Step 3 — multiply and divide. P=6×172962598960=1037762598960=2162541450.04P = \frac{6 \times 17296}{2598960} = \frac{103776}{2598960} = \frac{2162}{54145} \approx 0.04. Forgetting the (483)\binom{48}{3} factor leaves the hand incomplete — a standard error.


Example 7. Three dice are thrown. Find the probability that the sum is 9.

Solution.

Step 1 — sample space. Ordered triples: 63=2166^3 = 216.

Step 2 — organise by unordered pattern. Digit triples summing to 9 with entries 1-6: (1,2,6),(1,3,5),(1,4,4),(2,2,5),(2,3,4),(3,3,3)(1,2,6), (1,3,5), (1,4,4), (2,2,5), (2,3,4), (3,3,3).

Step 3 — count arrangements of each. All-distinct patterns give 3!=63! = 6 ordered triples each: (1,2,6),(1,3,5),(2,3,4)(1,2,6), (1,3,5), (2,3,4)3×6=183 \times 6 = 18. One-repeat patterns give 3!2!=3\frac{3!}{2!} = 3 each: (1,4,4),(2,2,5)(1,4,4), (2,2,5)2×3=62 \times 3 = 6. The triple-repeat (3,3,3)(3,3,3) gives 1.

Step 4 — total and divide. 18+6+1=2518 + 6 + 1 = 25P=25216P = \frac{25}{216}.


Example 8. The letters of MATHEMATICS are arranged at random. Find the probability that all vowels are together.

Solution.

Step 1 — inventory. MATHEMATICS has 11 letters: M×2, A×2, T×2, H, E, I, C, S. Total arrangements =11!2!2!2!= \frac{11!}{2!\,2!\,2!} (divide once per repeated letter).

Step 2 — glue the vowels. The vowels are A, A, E, I. As one block, the units are the 7 consonants (M, M, T, T, H, C, S) plus the block: 8 units with M and T still doubled → 8!2!2!\frac{8!}{2!\,2!} arrangements.

Step 3 — arrange inside the block. The four vowels with A doubled: 4!2!=12\frac{4!}{2!} = 12 internal orders.

Step 4 — divide. P=8!2!2!×4!2!11!2!2!2!=10080×124989600=1209604989600=4165P = \dfrac{\frac{8!}{2!2!} \times \frac{4!}{2!}}{\frac{11!}{2!2!2!}} = \dfrac{10080 \times 12}{4989600} = \dfrac{120960}{4989600} = \dfrac{4}{165}.


Example 9. From 6 boys and 4 girls, a committee of 4 is chosen at random. Find the probability that it has atleast 2 girls.

Solution.

Step 1 — sample space. (104)=210\binom{10}{4} = 210 committees.

Step 2 — split 'atleast 2' into exact disjoint cases. Exactly 2 girls: (42)(62)=6×15=90\binom{4}{2}\binom{6}{2} = 6 \times 15 = 90. Exactly 3 girls: (43)(61)=4×6=24\binom{4}{3}\binom{6}{1} = 4 \times 6 = 24. Exactly 4 girls: (44)=1\binom{4}{4} = 1.

Step 3 — add and divide. 90+24+1210=115210=2342\frac{90 + 24 + 1}{210} = \frac{115}{210} = \frac{23}{42}.

Step 4 — cross-check via the complement. 0 girls: (64)=15\binom{6}{4} = 15; 1 girl: (41)(63)=80\binom{4}{1}\binom{6}{3} = 80. 195210=1152101 - \frac{95}{210} = \frac{115}{210} ✓.


Example 10. P(AB)=0.6P(A \cup B) = 0.6 and P(AB)=0.2P(A \cap B) = 0.2. Find P(A)+P(B)P(A') + P(B').

Solution.

Step 1 — the key identity. Adding the addition rule's two sides differently: P(A)+P(B)=P(AB)+P(AB)P(A) + P(B) = P(A \cup B) + P(A \cap B) — union plus intersection recovers the sum.

Step 2 — substitute. P(A)+P(B)=0.6+0.2=0.8P(A) + P(B) = 0.6 + 0.2 = 0.8.

Step 3 — complement each and add. P(A)+P(B)=(1P(A))+(1P(B))=20.8=1.2P(A') + P(B') = (1 - P(A)) + (1 - P(B)) = 2 - 0.8 = \mathbf{1.2}. (A sum of two probabilities may exceed 1 — it is not itself a probability.)


Example 11. A number is chosen at random from the first 200 natural numbers. Find the probability that it is divisible by 6 or 8.

Solution.

Step 1 — count each family. Multiples of 6 up to 200: 200/6=33\lfloor 200/6 \rfloor = 33. Multiples of 8: 200/8=25\lfloor 200/8 \rfloor = 25.

Step 2 — the overlap. Divisible by both 6 and 8 means divisible by lcm(6,8)=24\mathrm{lcm}(6, 8) = 24 (note: NOT 4848): 200/24=8\lfloor 200/24 \rfloor = 8.

Step 3 — inclusion-exclusion and divide. Favourable =33+258=50= 33 + 25 - 8 = 50P=50200=14P = \frac{50}{200} = \frac{1}{4}.


Example 12. A card is drawn from a deck of 52. Events: A = 'a spade', B = 'a face card (J, Q, K)'. Find P(AB)P(A \cup B) and the odds in favour of ABA \cup B.

Solution.

Step 1 — the three ingredient counts. Spades: 13. Face cards: 3 per suit ×\times 4 suits =12= 12. Spade face cards (J♠, Q♠, K♠): 3.

Step 2 — addition rule. P(AB)=1352+1252352=2252=1126P(A \cup B) = \frac{13}{52} + \frac{12}{52} - \frac{3}{52} = \frac{22}{52} = \frac{11}{26}.

Step 3 — convert to odds. P(AB):P((AB))=1126:1526=11:15P(A \cup B) : P\big((A \cup B)'\big) = \frac{11}{26} : \frac{15}{26} = 11 : 15 — odds in favour are 11:1511 : 15.