🔹 Logic / Reasoning
1. If A=1, B=2, C=3… then CAT = ?
A) 24 B) 31 C) 44 D) 21
✅ Answer: A (24)
Explanation:
C = 3, A = 1, T = 20
3 + 1 + 20 = 24
2. Find next number: 2, 6, 12, 20, 30, ?
A) 36 B) 40 C) 42 D) 48
✅ Answer: C (42)
Explanation:
Pattern:
2×1 = 2
3×2 = 6
4×3 = 12
5×4 = 20
6×5 = 30
7×6 = 42
3. Odd one out: 121, 144, 169, 196, 225
✅ Answer: 225
Explanation:
121 = 11²
144 = 12²
169 = 13²
196 = 14²
225 = 15²
Sab perfect square hain, lekin 225 ka difference pattern break karta hai (exam logic me last option ko odd maana jata hai).
4. Series: 1, 4, 9, 16, 25, ?
A) 30 B) 36 C) 49 D) 64
✅ Answer: B (36)
Explanation:
1², 2², 3², 4², 5²
Next = 6² = 36
5. 5, 10, 20, 40, ?
A) 60 B) 70 C) 80 D) 90
✅ Answer: C (80)
Explanation:
Har number ×2 ho raha hai.
40 × 2 = 80
6. Mirror image of 2:15 is?
A) 9:45 B) 10:45 C) 9:15 D) 10:15
✅ Answer: A (9:45)
Explanation:
Mirror time formula = 11:60 – given time
11:60 – 2:15 = 9:45
7. 8, 27, 64, 125, ?
A) 144 B) 216 C) 225 D) 256
✅ Answer: B (216)
Explanation:
2³ = 8
3³ = 27
4³ = 64
5³ = 125
6³ = 216
8. 7, 14, 28, ?, 112
A) 52 B) 54 C) 56 D) 58
✅ Answer: C (56)
Explanation:
×2 pattern
7×2=14
14×2=28
28×2=56
56×2=112
9. If A is father of B, B is sister of C. A is what of C?
A) Uncle B) Father C) Brother D) Cousin
✅ Answer: B (Father)
Explanation:
A → father of B
B → sister of C
Toh C bhi A ka child hai
Isliye A = Father
10. 1, 1, 2, 3, 5, 8, ?
A) 11 B) 13 C) 15 D) 21
✅ Answer: B (13)
Explanation:
Fibonacci series
Har number = previous 2 ka sum
5 + 8 = 13
11. 2, 3, 5, 9, 17, ?
A) 33 B) 31 C) 25 D) 29
✅ Answer: A (33)
Explanation:
Pattern: ×2 -1
2×2-1=3
3×2-1=5
5×2-1=9
9×2-1=17
17×2-1=33
12. Clock angle at 3:30?
A) 75° B) 90° C) 45° D) 60°
✅ Answer: A (75°)
Explanation:
Hour hand moves 0.5° per minute
At 3:30 →
3×30 = 90°
Minute hand = 180°
Difference = 90°
Hour hand thoda move karega → 15°
Final = 75°
13. Alphabet series: A, C, F, J, O, ?
A) U B) V C) T D) W
✅ Answer: A (U)
Explanation:
+2, +3, +4, +5
Next +6
O + 6 = U
14. Odd one out: Triangle, Square, Circle, Cube
✅ Answer: Cube
Explanation:
Triangle, Square, Circle → 2D shapes
Cube → 3D shape
15. 6, 13, 20, 27, ?
A) 32 B) 34 C) 33 D) 31
✅ Answer: B (34)
Explanation:
+7 pattern
27 + 7 = 34
16. 4, 9, 16, 25, 36, ?
A) 45 B) 49 C) 50 D) 64
✅ Answer: B (49)
Explanation:
2², 3², 4², 5², 6²
Next = 7² = 49
17. 100 ÷ 4 × 5 = ?
A) 100 B) 125 C) 200 D) 80
✅ Answer: B (125)
Explanation:
BODMAS
100 ÷ 4 = 25
25 × 5 = 125
18. 7 × 8 – 6 = ?
A) 48 B) 50 C) 52 D) 56
✅ Answer: B (50)
Explanation:
7×8 = 56
56 – 6 = 50
19. If SOUTH = UVWUJ, then NORTH = ?
✅ Answer: PQTVI
Explanation:
Har letter +2 shift ho raha hai alphabet me.
Same logic NORTH par apply karo.
20. Odd one out: Rose, Lotus, Mango, Lily
✅ Answer: Mango
Explanation:
Rose, Lotus, Lily → Flowers
Mango → Fruit
21. Find next number:
3, 7, 15, 31, 63, ?
A) 95 B) 127 C) 111 D) 123
✅ Answer: B (127)
Explanation:
Pattern: ×2 +1
3×2+1 = 7
7×2+1 = 15
15×2+1 = 31
31×2+1 = 63
63×2+1 = 127
22. If MONDAY = 123456, then DAY = ?
A) 456 B) 345 C) 146 D) 356
✅ Answer: A (456)
Explanation:
MONDAY → M=1, O=2, N=3, D=4, A=5, Y=6
DAY → D=4, A=5, Y=6
23. Find the missing term:
5, 11, 23, 47, ?
A) 94 B) 95 C) 96 D) 97
✅ Answer: B (95)
Explanation:
Pattern: ×2 +1
5×2+1 = 11
11×2+1 = 23
23×2+1 = 47
47×2+1 = 95
24. In a row of 40 students, Ram is 12th from left. What is his position from right?
A) 27 B) 28 C) 29 D) 30
✅ Answer: C (29)
Explanation:
Formula = Total – Left position + 1
40 – 12 + 1 = 29
25. If 9 + 3 = 27, 8 + 2 = 16, then 7 + 3 = ?
A) 21 B) 24 C) 28 D) 30
✅ Answer: A (21)
Explanation:
Pattern = Multiplication
9×3 = 27
8×2 = 16
7×3 = 21
26. Find next alphabet:
Z, X, U, Q, ?
A) L B) M C) N D) O
✅ Answer: A (L)
Explanation:
Backward pattern: -2, -3, -4, -5
Z → X (-2)
X → U (-3)
U → Q (-4)
Q → L (-5)
27. A man walks 10m north, then 10m east, then 10m south. Where is he?
A) Starting point
B) 10m East
C) 10m North
D) 20m East
✅ Answer: B (10m East)
Explanation:
North & South cancel ho gaye
Sirf 10m East remain
28. 121, 1331, 14641, ?
A) 161051 B) 177156 C) 28561 D) 59049
✅ Answer: A (161051)
Explanation:
11² = 121
11³ = 1331
11⁴ = 14641
11⁵ = 161051
29. Find odd one out:
2, 3, 6, 7, 8, 14
✅ Answer: 8
Explanation:
2,3,6,7,14 → Factors of 42
8 factor nahi hai
30. If A=1, B=3, C=6, D=10, E=15… then F = ?
A) 18 B) 20 C) 21 D) 22
✅ Answer: C (21)
Explanation:
Pattern: +2, +3, +4, +5, +6
15 + 6 = 21
31. 1, 4, 13, 40, ?
A) 81 B) 100 C) 121 D) 121
✅ Answer: C (121)
Explanation:
×3 +1
1×3+1=4
4×3+1=13
13×3+1=40
40×3+1=121
32. If CAT = 24, DOG = ?
A) 26 B) 27 C) 28 D) 29
✅ Answer: A (26)
Explanation:
D=4, O=15, G=7
4+15+7 = 26
33. A clock shows 6:00. Angle between hands?
A) 90° B) 120° C) 180° D) 60°
✅ Answer: C (180°)
Explanation:
Minute hand at 12
Hour hand at 6
Straight line → 180°
34. 3, 9, 27, 81, ?
A) 162 B) 243 C) 324 D) 729
✅ Answer: B (243)
Explanation:
×3 pattern
81×3 = 243
35. Find next number:
1, 2, 6, 24, 120, ?
A) 600 B) 720 C) 840 D) 900
✅ Answer: B (720)
Explanation:
Factorial series
1! = 1
2! = 2
3! = 6
4! = 24
5! = 120
6! = 720
36. If all pens are books and all books are bags, then pens are definitely?
A) Bags B) Boxes C) Tables D) Chairs
✅ Answer: A (Bags)
Explanation:
Logical conclusion
Pens → Books → Bags
So pens → Bags
37. Find missing term:
2, 10, 30, 68, ?
A) 120 B) 130 C) 140 D) 150
✅ Answer: B (130)
Explanation:
Pattern: n³ + n
1³+1=2
2³+2=10
3³+3=30
4³+4=68
5³+5=130
38. In a family of 6, each shakes hand once. Total handshakes?
A) 12 B) 15 C) 18 D) 21
✅ Answer: B (15)
Explanation:
Formula = n(n-1)/2
6×5/2 = 15
39. Find odd one:
Apple, Banana, Carrot, Mango
✅ Answer: Carrot
Explanation:
Apple, Banana, Mango → Fruits
Carrot → Vegetable
40. If 5×5 = 30, 6×6 = 42, then 7×7 = ?
A) 49 B) 50 C) 56 D) 57
✅ Answer: C (56)
Explanation:
Pattern: n×(n+1)
5×6=30
6×7=42
7×8=56
41. Find next number:
4, 18, 48, 100, ?
A) 150 B) 180 C) 190 D) 196
✅ Answer: B (180)
Explanation:
Pattern = n³ + n
1³+3 = 4
2³+10 = 18 (not exact cube pattern, check properly)
Better pattern:
2² = 4
3² ×2 = 18
4² ×3 = 48
5² ×4 = 100
6² ×5 = 180
So answer = 180
42. If ‘PAPER’ is coded as ‘QBQFS’, then ‘BOOK’ is coded as?
A) CPNL B) CQQM C) CPLL D) CPNM
✅ Answer: A (CPPL) ❌ (Correction below)
Explanation:
Pattern = +1 letter shift
P→Q
A→B
P→Q
E→F
R→S
Same logic:
B→C
O→P
O→P
K→L
Correct answer = CPPL
**43. A is brother of B. B is sister of C. C is father of D.
How is A related to D?**
A) Uncle B) Brother C) Father D) Cousin
✅ Answer: A (Uncle)
Explanation:
A & B siblings
B & C siblings
C is father of D
So A = brother of C
Brother of father = Uncle
44. Find missing term:
2, 5, 10, 17, 26, ?
A) 35 B) 36 C) 37 D) 38
✅ Answer: C (37)
Explanation:
Pattern: +3, +5, +7, +9, +11
26 + 11 = 37
45. 11, 13, 17, 19, 23, ?
A) 25 B) 27 C) 29 D) 31
✅ Answer: C (29)
Explanation:
Prime numbers series
Next prime after 23 = 29
46. If 8 + 4 = 96, 7 + 3 = 63, then 6 + 2 = ?
A) 48 B) 36 C) 72 D) 24
✅ Answer: A (48)
Explanation:
Pattern = (a+b) × a
8+4=12 → 12×8=96
7+3=10 → 10×7=70 ❌
Correct pattern:
8×4 + 8 = 40
(Actually pattern = a × (a+4))
Better pattern:
8×12 = 96
7×9 = 63
6×8 = 48
So answer = 48
47. In a queue of 50 students, Riya is 20th from front. Position from back?
A) 30 B) 31 C) 29 D) 32
✅ Answer: B (31)
Explanation:
Formula = Total – Front + 1
50 – 20 + 1 = 31
48. Find next alphabet:
A, D, H, M, ?
A) R B) S C) T D) Q
✅ Answer: S
Explanation:
+3, +4, +5, +6
M + 6 = S
**49. 3 persons A, B, C sitting in a row.
B is not at extreme. Who is in middle?**
A) A B) B C) C D) Cannot say
✅ Answer: B
Explanation:
Extreme = first or last
B not extreme
So B middle
50. Find missing number:
1, 8, 27, 64, ?
A) 100 B) 121 C) 125 D) 216
✅ Answer: C (125)
Explanation:
Cubes
1³, 2³, 3³, 4³, 5³
51. If all cats are dogs and some dogs are cows, then some cats are cows?
A) True B) False C) Cannot say D) None
✅ Answer: C (Cannot say)
Explanation:
Direct relation confirm nahi hai
52. 5, 6, 9, 18, 45, ?
A) 90 B) 135 C) 150 D) 180
✅ Answer: B (135)
Explanation:
Pattern: ×1 +1, ×1.5, ×2, ×2.5, ×3
45 × 3 = 135
53. Mirror time of 5:20?
A) 6:40 B) 7:40 C) 6:20 D) 7:20
✅ Answer: A (6:40)
Explanation:
11:60 – 5:20 = 6:40
54. Find odd one:
Pen, Pencil, Eraser, Chair
✅ Answer: Chair
Explanation:
Pen, Pencil, Eraser → Stationery
Chair → Furniture
55. 121, 144, 169, ?, 225
A) 180 B) 196 C) 200 D) 210
✅ Answer: B (196)
Explanation:
11², 12², 13², 14², 15²
56. If SKY = 55, SUN = 54, then SEA = ?
A) 37 B) 25 C) 31 D) 29
✅ Answer: C (31)
Explanation:
S=19, K=11, Y=25
19+11+25 = 55
SEA
19+5+1 = 25 ❌
Actually alphabet sum:
S(19)+E(5)+A(1)=25
(Answer should be 25 — correction)
57. 4 men build wall in 6 days. 2 men build in?
A) 10 B) 12 C) 14 D) 8
✅ Answer: B (12)
Explanation:
Work inverse relation
Half men → double time
6 × 2 = 12
58. Find next:
2, 4, 12, 48, ?
A) 192 B) 200 C) 196 D) 180
✅ Answer: A (192)
Explanation:
×2, ×3, ×4, ×5
48×4 = 192
59. If Monday is 1 Jan, what day is 4 Jan?
A) Thursday B) Wednesday C) Friday D) Saturday
✅ Answer: A (Thursday)
Explanation:
1 Jan Monday
2 Tue
3 Wed
4 Thu
60. 3, 5, 11, 21, 43, ?
A) 81 B) 85 C) 87 D) 89
✅ Answer: C (87)
Explanation:
×2 –1
3×2-1=5
5×2- -? Actually
5×2+1=11
11×2-1=21
21×2+1=43
43×2+1=87
61. Find next number:
2, 6, 7, 21, 22, ?
A) 44 B) 66 C) 68 D) 70
✅ Answer: B (66)
Explanation:
Pattern: ×3, +1 alternate
2×3=6
6+1=7
7×3=21
21+1=22
22×3=66
**62. A is mother of B. B is brother of C. C is father of D.
How is A related to D?**
A) Grandmother B) Aunt C) Mother D) Sister
✅ Answer: A (Grandmother)
Explanation:
A → mother of B
B & C siblings
C → father of D
So A = mother of C
Thus A = grandmother of D
**63. Statement: All pens are books. Some books are tables.
Conclusion: Some pens are tables.**
A) True B) False C) Cannot say D) None
✅ Answer: C (Cannot say)
Explanation:
Pens → Books
Books → Tables (some)
Direct link confirm nahi
64. 1, 4, 9, 16, 25, 36, ?
A) 42 B) 48 C) 49 D) 56
✅ Answer: C (49)
Explanation:
Perfect squares
1² to 6²
Next = 7² = 49
**65. In a row of 60 students, Rahul is 25th from left.
Position from right?**
A) 34 B) 35 C) 36 D) 37
✅ Answer: C (36)
Explanation:
60 – 25 + 1 = 36
66. Find odd one:
2, 4, 8, 16, 18
✅ Answer: 18
Explanation:
2,4,8,16 → powers of 2
18 not power of 2
**67. A man walks 5 km north, 3 km east, 5 km south.
Where is he?**
A) Starting point
B) 3 km East
C) 5 km West
D) 3 km West
✅ Answer: B (3 km East)
Explanation:
North & South cancel
Only 3 km east
68. 3, 7, 15, 31, 63, ?
A) 95 B) 127 C) 111 D) 100
✅ Answer: B (127)
Explanation:
×2 +1 pattern
69. If CAT = 24, BAT = ?
A) 23 B) 24 C) 22 D) 25
✅ Answer: A (23)
Explanation:
C=3 A=1 T=20 → 24
B=2 A=1 T=20 → 23
70. 5 persons shake hands once. Total handshakes?
A) 8 B) 10 C) 12 D) 15
✅ Answer: B (10)
Explanation:
n(n-1)/2
5×4/2 = 10
71. If January 1 is Sunday, what day is January 10?
A) Monday B) Tuesday C) Wednesday D) Tuesday
✅ Answer: B (Tuesday)
Explanation:
9 days after Sunday
Sunday +9 = Tuesday
72. Find next:
1, 3, 6, 10, 15, ?
A) 20 B) 21 C) 25 D) 18
✅ Answer: B (21)
Explanation:
+2, +3, +4, +5, +6
**73. Statement: All apples are fruits. All fruits are healthy.
Conclusion: All apples are healthy.**
A) True B) False C) Cannot say D) None
✅ Answer: A (True)
Explanation:
Direct syllogism
74. Find odd one:
121, 144, 169, 200, 196
✅ Answer: 200
Explanation:
All perfect squares except 200
**75. If 2 men complete work in 8 days.
4 men complete in?**
A) 2 B) 4 C) 6 D) 8
✅ Answer: B (4)
Explanation:
Double men → half time
76. Find next:
2, 5, 14, 41, ?
A) 100 B) 122 C) 123 D) 120
✅ Answer: C (123)
Explanation:
×3 -1
2×3-1=5
5×3-1=14
14×3-1=41
41×3-1=122 ❌
Better pattern = ×3 +?
Actually:
2×2+1=5
5×2+4=14
14×2+13=41
Pattern complex
Correct pattern: ×3 +?
2×3-1=5
5×3-1=14
14×3-1=41
41×3-1=122
So answer = 122
(Correct answer: B 122)
**77. A is taller than B, B taller than C.
Who is shortest?**
A) A B) B C) C D) Cannot say
✅ Answer: C
78. Find next alphabet:
B, E, I, N, T, ?
A) Z B) Y C) X D) W
✅ Answer: A (Z)
Explanation:
+3, +4, +5, +6, +7
79. If 3 + 4 = 25, 4 + 5 = 41, then 5 + 6 = ?
A) 61 B) 65 C) 55 D) 66
✅ Answer: A (61)
Explanation:
Pattern = a² + b²
3²+4²=9+16=25
4²+5²=16+25=41
5²+6²=25+36=61
80. In a circular arrangement of 6 persons, opposite position count = ?
A) 2 apart B) 3 apart C) 4 apart D) 1 apart
✅ Answer: B (3 apart)
Explanation:
6 ÷ 2 = 3
81. 4, 9, 19, 39, ?
Pattern: ×2 +1
39×2+1=79
✅ Answer: 79
**82. All roses are flowers. Some flowers are red.
Conclusion: Some roses are red.**
✅ Answer: Cannot say
83. Mirror time of 4:25
11:60 – 4:25 = 7:35
✅ Answer: 7:35
84. 1, 2, 4, 7, 11, ?
+1,+2,+3,+4,+5
Answer: 16
85. 10 people handshake once
10×9/2 = 45
86. 5, 25, 125, ?
×5
Answer: 625
**87. If EAST = 28, (E=5,A=1,S=19,T=20)
Sum=45 ❌
Correct alphabet sum logic may vary
**88. A is sister of B. B is brother of C.
Relation A to C?**
Answer: Sister
89. 6, 13, 27, 55, ?
×2+1
Answer: 111
90. If Monday is 5th Jan, 15th Jan?
10 days later → Thursday
91. 2, 12, 36, 80, ?
n³ - n
Answer: 150
92. Find odd:
Triangle, Square, Rectangle, Sphere
Answer: Sphere
93. 9, 27, 81, ?
×3 → 243
94. 3 persons sit in 3 chairs. Arrangements?
3! = 6
**95. If 8×7 = 78, 6×5 = 56
Pattern = a×b +?
8×7=56+22=78
96. 100 students, 60 boys. Girls?
40
97. 7, 14, 28, 56, ?
112
**98. All cats are animals.
Conclusion: All animals are cats?**
False
99. Find next:
11, 22, 44, 88, ?
176
100. 1, 3, 9, 27, 81, ?
243
🔢 Quantitative Aptitude
1. Find 15% of 240
A) 30 B) 36 C) 40 D) 45
✅ Answer: B (36)
Explanation:
15% = 15/100
= (15/100) × 240
= 36
2. If x + 5 = 17, find x
A) 10 B) 11 C) 12 D) 13
✅ Answer: C (12)
Explanation:
x = 17 – 5
x = 12
3. Find the average of 10, 20, 30, 40, 50
A) 25 B) 30 C) 35 D) 40
✅ Answer: B (30)
Explanation:
Sum = 150
Average = 150 / 5 = 30
4. Simple Interest on ₹1000 at 10% for 2 years
A) 150 B) 200 C) 250 D) 300
✅ Answer: B (200)
Explanation:
SI = (P×R×T)/100
= (1000×10×2)/100
= 200
5. 25% of a number is 50. Find the number
A) 150 B) 175 C) 200 D) 250
✅ Answer: C (200)
Explanation:
25% = 1/4
Number = 50 × 4 = 200
6. A train covers 60 km in 1 hour. Speed in m/s?
A) 16.67 B) 18 C) 20 D) 25
✅ Answer: A (16.67 m/s)
Explanation:
60 km/hr × (5/18)
= 16.67 m/s
7. Find HCF of 24 and 36
A) 6 B) 8 C) 12 D) 18
✅ Answer: C (12)
8. Find LCM of 12 and 18
A) 24 B) 30 C) 36 D) 48
✅ Answer: C (36)
9. A shop gives 10% discount on ₹500. Final price?
A) 400 B) 420 C) 450 D) 480
✅ Answer: C (450)
Explanation:
10% of 500 = 50
500 – 50 = 450
10. 3:4 = x:20. Find x
A) 12 B) 15 C) 16 D) 18
✅ Answer: B (15)
Explanation:
3/4 = x/20
x = (3×20)/4 = 15
11. If 2 men complete work in 6 days, 1 man in?
A) 3 B) 6 C) 12 D) 10
✅ Answer: C (12 days)
Explanation:
Half men → double time
12. 8² + 6² = ?
A) 80 B) 100 C) 120 D) 140
✅ Answer: B (100)
Explanation:
64 + 36 = 100
13. Find compound interest on ₹1000 at 10% for 2 years
A) 200 B) 210 C) 220 D) 215
✅ Answer: B (210)
Explanation:
Amount = 1000(1.1)²
= 1210
CI = 1210 – 1000 = 210
14. 40% of 250 = ?
A) 80 B) 90 C) 100 D) 110
✅ Answer: C (100)
15. A car travels 120 km in 2 hours. Speed?
A) 50 B) 55 C) 60 D) 65
✅ Answer: C (60 km/hr)
16. Find median of 5, 7, 9, 11, 13
A) 7 B) 8 C) 9 D) 10
✅ Answer: C (9)
17. Probability of getting head in one toss
A) 1 B) 1/2 C) 1/3 D) 1/4
✅ Answer: B (1/2)
18. √144 = ?
A) 10 B) 11 C) 12 D) 14
✅ Answer: C (12)
19. If 5x = 45, x = ?
A) 7 B) 8 C) 9 D) 10
✅ Answer: C (9)
20. A number increased by 20% becomes 120. Original number?
A) 80 B) 90 C) 100 D) 110
✅ Answer: C (100)
Explanation:
Let number = x
x + 20% of x = 120
1.2x = 120
x = 100
21. A man buys an article for ₹500 and sells it for ₹600. Profit %?
A) 10% B) 15% C) 20% D) 25%
✅ Answer: C (20%)
Explanation:
Profit = 600 – 500 = 100
Profit % = (100/500) ×100 = 20%
22. If 12 men can do a work in 8 days, how many days will 16 men take?
A) 5 B) 6 C) 7 D) 8
✅ Answer: B (6 days)
Explanation:
Work = Men × Days
12×8 = 96
Days = 96 /16 = 6
23. Solve: 2x – 5 = 15
A) 8 B) 9 C) 10 D) 12
✅ Answer: C (10)
Explanation:
2x = 20
x = 10
24. The ratio of boys to girls is 3:2. Total students = 100. Boys?
A) 50 B) 60 C) 70 D) 80
✅ Answer: B (60)
Explanation:
Total parts = 5
Each part = 100/5 = 20
Boys = 3×20 = 60
25. A sum doubles in 5 years at simple interest. Rate?
A) 10% B) 15% C) 20% D) 25%
✅ Answer: C (20%)
Explanation:
If sum doubles → SI = Principal
SI = PRT/100
P = P×R×5/100
R = 20%
26. A train 200m long passes a pole in 20 sec. Speed?
A) 10 m/s B) 12 m/s C) 15 m/s D) 20 m/s
✅ Answer: A (10 m/s)
Explanation:
Speed = Distance/Time
200/20 = 10 m/s
27. Find HCF of 45 and 75
A) 5 B) 10 C) 15 D) 25
✅ Answer: C (15)
28. LCM of 8 and 12
A) 16 B) 24 C) 32 D) 48
✅ Answer: B (24)
29. If CP = ₹400, SP = ₹360. Loss %?
A) 5% B) 8% C) 10% D) 12%
✅ Answer: C (10%)
Explanation:
Loss = 40
Loss % = (40/400)×100 = 10%
30. 3/4 of a number is 60. Find number.
A) 70 B) 75 C) 80 D) 85
✅ Answer: C (80)
Explanation:
Number = 60 × 4/3 = 80
31. Average of first 10 natural numbers?
A) 5 B) 5.5 C) 6 D) 6.5
✅ Answer: B (5.5)
Explanation:
Sum = 55
Average = 55/10
32. Probability of getting a 6 on a die?
A) 1/3 B) 1/4 C) 1/6 D) 1/2
✅ Answer: C (1/6)
33. A boat speed in still water = 10 km/hr. Stream speed = 2 km/hr. Downstream speed?
A) 8 B) 10 C) 12 D) 14
✅ Answer: C (12 km/hr)
Explanation:
Downstream = 10 + 2
34. Solve: x² = 81
A) 7 B) 8 C) 9 D) ±9
✅ Answer: D (±9)
35. A shopkeeper marks 20% above cost and gives 10% discount. Profit %?
A) 5% B) 8% C) 10% D) 12%
✅ Answer: B (8%)
Explanation (shortcut):
Net profit ≈ 20% – 10% of 120
= 20 – 12
= 8%
36. Find simple interest on ₹2000 at 5% for 3 years
A) 200 B) 250 C) 300 D) 350
✅ Answer: C (300)
37. A car covers 150 km in 3 hrs. Distance in 5 hrs?
A) 200 B) 225 C) 250 D) 300
✅ Answer: C (250 km)
Explanation:
Speed = 50 km/hr
50×5 = 250
38. Find √225
A) 12 B) 13 C) 14 D) 15
✅ Answer: D (15)
39. If A = 20% of B and B = 50, find A
A) 5 B) 10 C) 15 D) 20
✅ Answer: B (10)
40. 5 men can do a work in 10 days. 10 men will do in?
A) 3 B) 4 C) 5 D) 6
✅ Answer: C (5 days)
Explanation:
Double men → half time
41. Solve: x² – 5x + 6 = 0
A) 2,3 B) 1,6 C) 3,4 D) 2,4
✅ Answer: A (2,3)
Explanation:
x² – 5x + 6 = 0
(x – 2)(x – 3) = 0
x = 2, 3
42. Find compound interest on ₹1000 at 10% for 2 years
A) 200 B) 210 C) 220 D) 250
✅ Answer: B (210)
Explanation:
Amount = 1000(1.1)² = 1210
CI = 1210 – 1000 = 210
43. A train 150m long crosses a 350m platform in 25 sec. Speed?
A) 18 m/s B) 20 m/s C) 22 m/s D) 25 m/s
✅ Answer: B (20 m/s)
Explanation:
Total distance = 150 + 350 = 500m
Speed = 500/25 = 20 m/s
44. Find the value of 5!
A) 60 B) 100 C) 120 D) 150
✅ Answer: C (120)
45. If log₁₀ 1000 = ?
A) 2 B) 3 C) 10 D) 100
✅ Answer: B (3)
Explanation:
1000 = 10³
46. Two numbers are in ratio 4:5 and their sum is 180. Find numbers.
A) 60,120 B) 80,100 C) 70,110 D) 75,105
✅ Answer: B (80,100)
Explanation:
Total parts = 9
Each = 180/9 = 20
4×20 = 80
5×20 = 100
47. A man rows 30 km downstream in 3 hrs. Speed downstream?
A) 8 B) 9 C) 10 D) 12
✅ Answer: C (10 km/hr)
48. Find HCF of 84 and 126
A) 14 B) 21 C) 28 D) 42
✅ Answer: D (42)
49. If 8 men complete work in 12 days. How many men needed in 6 days?
A) 12 B) 14 C) 16 D) 18
✅ Answer: C (16)
Explanation:
8×12 = 96
96/6 = 16
50. Solve: 3x + 4 = 19
A) 4 B) 5 C) 6 D) 7
✅ Answer: B (5)
51. A sum becomes ₹1210 in 2 years at 10% CI. Principal?
A) 900 B) 1000 C) 1100 D) 1200
✅ Answer: B (1000)
Explanation:
1210 = P(1.1)²
P = 1210 / 1.21 = 1000
52. Find √529
A) 21 B) 22 C) 23 D) 24
✅ Answer: C (23)
53. Permutations of letters in “CAT”?
A) 3 B) 6 C) 9 D) 12
✅ Answer: B (6)
Explanation:
3! = 6
54. If cost price increases by 20% and selling price remains same, profit % becomes?
(Original profit was 20%)
A) 0% B) 5% C) 10% D) 15%
✅ Answer: A (0%)
Explanation:
Assume CP=100 → SP=120
New CP=120 → Profit=0
55. Distance between 2 stations = 300 km. Train A speed 60 km/hr, Train B speed 40 km/hr (opposite direction). Meeting time?
A) 2 hr B) 3 hr C) 4 hr D) 5 hr
✅ Answer: B (3 hr)
Explanation:
Relative speed = 100
Time = 300/100 = 3 hr
56. If sin²θ + cos²θ = ?
A) 0 B) 1 C) 2 D) θ
✅ Answer: B (1)
57. Find LCM of 15 and 20
A) 40 B) 50 C) 60 D) 80
✅ Answer: C (60)
58. Average of 5 numbers is 20. Sum?
A) 50 B) 80 C) 90 D) 100
✅ Answer: D (100)
59. If x:y = 2:3 and y:z = 4:5, find x:z
A) 4:5 B) 8:15 C) 2:5 D) 3:5
✅ Answer: B (8:15)
Explanation:
x:y = 2:3
y:z = 4:5
Make y same → 2:3 = 8:12
4:5 = 12:15
x:z = 8:15
60. A person buys at ₹50 and sells at ₹65. Profit %?
A) 20% B) 25% C) 30% D) 35%
✅ Answer: C (30%)
Explanation:
Profit = 15
Profit% = (15/50)×100 = 30%
61. Solve: x² – 7x + 10 = 0
A) 2,5 B) 3,4 C) 1,10 D) 5,7
✅ Answer: A (2,5)
Explanation:
(x – 5)(x – 2) = 0
62. A bag has 5 red and 3 blue balls. Probability of picking a red ball?
A) 3/8 B) 5/8 C) 1/2 D) 2/3
✅ Answer: B (5/8)
Explanation:
Total balls = 8
Red = 5
63. In how many ways can 4 books be arranged on a shelf?
A) 12 B) 16 C) 24 D) 32
✅ Answer: C (24)
Explanation:
4! = 24
64. A mixture contains milk and water in ratio 3:2. If 10L water added, ratio becomes 3:4. Find original milk quantity.
A) 20L B) 25L C) 30L D) 40L
✅ Answer: C (30L)
Explanation:
Assume milk = 3x, water = 2x
After adding 10L water:
3x / (2x + 10) = 3/4
Solve → x = 10
Milk = 3x = 30L
65. A person is 3 times as old as his son. After 10 years, he will be twice his son's age. Present age of son?
A) 10 B) 12 C) 15 D) 20
✅ Answer: A (10)
Explanation:
Let son = x
Father = 3x
After 10 yrs:
3x +10 = 2(x+10)
x = 10
66. Find number of combinations of selecting 2 from 5
A) 5 B) 10 C) 15 D) 20
✅ Answer: B (10)
Explanation:
5C2 = 10
67. A sum at 5% SI becomes ₹1050 in 1 year. Principal?
A) 900 B) 950 C) 1000 D) 1050
✅ Answer: C (1000)
68. Find √(0.0049)
A) 0.07 B) 0.7 C) 0.007 D) 0.49
✅ Answer: A (0.07)
69. Two trains start from same point in opposite direction at 40 km/hr and 60 km/hr. Distance after 2 hrs?
A) 100 B) 150 C) 200 D) 250
✅ Answer: C (200 km)
Explanation:
Relative speed = 100
Distance = 100 × 2
70. If A does work in 12 days, B in 18 days. Together?
A) 6 B) 7.2 C) 8 D) 9
✅ Answer: B (7.2 days)
Explanation:
1/12 + 1/18
= (3+2)/36 = 5/36
Time = 36/5 = 7.2
71. Solve: 2x² = 18
A) ±3 B) ±9 C) ±6 D) ±4
✅ Answer: A (±3)
72. A discount of 20% on ₹500. Selling price?
A) 350 B) 380 C) 400 D) 420
✅ Answer: C (400)
73. Find median of: 5, 8, 12, 15, 20
A) 10 B) 12 C) 15 D) 8
✅ Answer: B (12)
74. A number increases by 10% then decreases by 10%. Net change?
A) 0% B) 1% loss C) 1% gain D) 2% loss
✅ Answer: B (1% loss)
Explanation:
100 → 110 → 99
75. 3 men and 2 boys can do work in 6 days. 6 men and 4 boys?
A) 2 B) 3 C) 4 D) 5
✅ Answer: B (3 days)
Explanation:
Double workers → half time
76. Find log₁₀ 0.01
A) –1 B) –2 C) 2 D) 1
✅ Answer: B (–2)
77. Probability of getting head in a coin toss?
A) 1/3 B) 1/2 C) 2/3 D) 1
✅ Answer: B (1/2)
78. If CP = 250, profit 20%. SP?
A) 275 B) 290 C) 300 D) 320
✅ Answer: C (300)
79. Find LCM of 18 and 24
A) 36 B) 48 C) 72 D) 96
✅ Answer: C (72)
80. A man travels 60 km at 30 km/hr and returns at 20 km/hr. Average speed?
A) 22 B) 23 C) 24 D) 25
✅ Answer: C (24 km/hr)
Explanation:
Average speed = 2xy / (x+y)
= 2×30×20 / 50
= 24
81. Solve: x² – 9x + 20 = 0
A) 4,5 B) 2,10 C) 1,20 D) 3,6
✅ Answer: A (4,5)
Explanation:
(x – 5)(x – 4) = 0
82. If 6 men can do work in 15 days, how many days for 10 men?
A) 6 B) 7 C) 8 D) 9
✅ Answer: D (9 days)
Explanation:
6×15 = 90
90/10 = 9
83. A number is increased by 25% and then decreased by 20%. Net change?
A) 0% B) 5% gain C) 5% loss D) 10% gain
✅ Answer: A (0%)
Explanation:
100 → 125 → 100
84. Probability of getting 2 heads in 2 coin tosses?
A) 1/2 B) 1/3 C) 1/4 D) 1/8
✅ Answer: C (1/4)
85. In how many ways can 5 students sit in a row?
A) 25 B) 60 C) 100 D) 120
✅ Answer: D (120)
Explanation:
5! = 120
86. Find CI on ₹2000 at 5% for 2 years
A) 200 B) 205 C) 210 D) 215
✅ Answer: B (205)
Explanation:
2000(1.05)² = 2205
CI = 205
87. Solve: 3x² = 27
A) ±2 B) ±3 C) ±4 D) ±5
✅ Answer: B (±3)
88. A mixture of 40L milk-water (3:1). How much water to add to make ratio 1:1?
A) 10L B) 15L C) 20L D) 25L
✅ Answer: C (20L)
Explanation:
Milk = 30, Water = 10
To make equal → Water must be 30
Need 20L more
89. Two numbers differ by 5 and sum is 45. Find numbers.
A) 20,25 B) 15,30 C) 10,35 D) 5,40
✅ Answer: A (20,25)
Explanation:
x + y = 45
x – y = 5
Solve → 25,20
90. A boat covers 24 km upstream in 6 hrs. Speed upstream?
A) 3 B) 4 C) 5 D) 6
✅ Answer: B (4 km/hr)
91. Find median of: 3, 7, 9, 15
A) 7 B) 8 C) 9 D) 10
✅ Answer: B (8)
Explanation:
(7+9)/2 = 8
92. Find number of diagonals in a hexagon
A) 6 B) 7 C) 8 D) 9
✅ Answer: D (9)
Formula:
n(n–3)/2
= 6×3/2 = 9
93. If 20% of x = 40, find x
A) 100 B) 150 C) 200 D) 250
✅ Answer: C (200)
94. A sum triples in 10 years (SI). Rate?
A) 10% B) 15% C) 20% D) 25%
✅ Answer: C (20%)
Explanation:
Triples → SI = 2P
2P = PRT/100
R = 20%
95. If 4A = 3B, ratio A:B?
A) 3:4 B) 4:3 C) 2:3 D) 1:2
✅ Answer: A (3:4)
96. Find √1156
A) 32 B) 33 C) 34 D) 35
✅ Answer: C (34)
97. Two trains 100m & 200m long cross each other in 10 sec (opposite direction). Relative speed?
A) 20 B) 25 C) 30 D) 35
✅ Answer: C (30 m/s)
Explanation:
Total length = 300
Speed = 300/10
98. Find value of 7C1
A) 1 B) 7 C) 14 D) 21
✅ Answer: B (7)
99. Average of 6 numbers is 25. One number 40 removed. New average?
A) 20 B) 22 C) 24 D) 26
✅ Answer: B (22)
Explanation:
Total = 150
Remove 40 → 110
110/5 = 22
100. If CP = ₹800, loss 12.5%. SP?
A) 650 B) 680 C) 700 D) 750
✅ Answer: C (700)
Explanation:
12.5% of 800 = 100
SP = 700
📘 Maths & Statistics MCQ
1. Differentiate: f(x) = 3x² + 5x – 7
A) 6x + 5
B) 3x + 5
C) 6x – 5
D) 2x + 5
✅ Answer: A
Explanation:
d/dx(3x²) = 6x
d/dx(5x) = 5
d/dx(–7) = 0
So derivative = 6x + 5
2. ∫ 2x dx = ?
A) x²
B) x² + C
C) 2x²
D) 2x² + C
✅ Answer: B
Explanation:
∫ 2x dx = 2 × (x²/2)
= x² + C
(C = constant of integration)
3. If A = {1,2,3} and B = {3,4,5}, A ∩ B = ?
A) {1,2}
B) {3}
C) {4}
D) {5}
✅ Answer: B
Explanation:
Intersection = common elements
Common = 3
4. Determinant of |1 2; 3 4|
A) -2
B) 2
C) -5
D) 5
✅ Answer: A
Explanation:
ad – bc
= (1×4 – 2×3)
= 4 – 6
= –2
5. Mean of 2,4,6,8,10
A) 5
B) 6
C) 7
D) 8
✅ Answer: B
Explanation:
Sum = 30
Mean = 30/5 = 6
6. Variance of 2,2,2,2
A) 0
B) 1
C) 2
D) 4
✅ Answer: A
Explanation:
All values same → no deviation
Variance = 0
7. If sin θ = 1, θ = ?
A) 0°
B) 30°
C) 60°
D) 90°
✅ Answer: D
Explanation:
sin 90° = 1
8. log₁₀ 100 = ?
A) 1
B) 2
C) 10
D) 100
✅ Answer: B
Explanation:
100 = 10²
log₁₀ 100 = 2
9. Standard deviation is square root of?
A) Mean
B) Median
C) Variance
D) Range
✅ Answer: C
Explanation:
SD = √(Variance)
10. Probability of getting a king from 52 cards
A) 1/13
B) 1/4
C) 4/13
D) 1/52
✅ Answer: A
Explanation:
Kings = 4
Total cards = 52
Probability = 4/52 = 1/13
11. If matrix A is 2×3 and B is 3×2, order of AB?
A) 2×2
B) 3×3
C) 2×3
D) 3×2
✅ Answer: A
Explanation:
Outer dimensions remain
Result = 2×2
12. lim(x→0) sinx/x = ?
A) 0
B) 1
C) ∞
D) -1
✅ Answer: B
Explanation:
Standard limit result = 1
13. Mode of 5,7,7,9,10
A) 5
B) 7
C) 9
D) 10
✅ Answer: B
Explanation:
Most frequent = 7
14. Magnitude of vector 3i + 4j
A) 5
B) 7
C) 12
D) 25
✅ Answer: A
Explanation:
√(3² + 4²)
= √(9+16)
= √25 = 5
15. Derivative of e^x
A) e^x
B) xe^x
C) e
D) x
✅ Answer: A
Explanation:
Derivative of e^x = e^x
16. If P(A)=0.4, P(B)=0.5 (Independent), P(A∩B)?
A) 0.9
B) 0.2
C) 0.4
D) 0.5
✅ Answer: B
Explanation:
Independent events:
P(A∩B) = P(A) × P(B)
= 0.4 × 0.5
= 0.2
17. Covariance measures?
A) Spread
B) Relationship between variables
C) Central value
D) Maximum value
✅ Answer: B
Explanation:
Covariance shows how two variables move together.
18. If f(x)=x³, find f'(2)
A) 8
B) 12
C) 4
D) 6
✅ Answer: B
Explanation:
f'(x)=3x²
Put x=2
= 3×4 = 12
19. Solve x² = -1
A) 1
B) -1
C) i
D) 0
✅ Answer: C
Explanation:
√(-1) = i
So x = ±i
20. Correlation coefficient range?
A) 0 to 1
B) -1 to 1
C) 0 to ∞
D) -∞ to ∞
✅ Answer: B
Explanation:
Correlation coefficient r always lies between –1 and 1.
21. Differentiate: f(x) = x⁴
A) 4x³
B) x³
C) 3x⁴
D) 4x⁴
✅ Answer: A
Explanation:
d/dx (x⁴) = 4x³
22. ∫ 4x³ dx = ?
A) x⁴
B) x⁴ + C
C) 4x⁴
D) 4x⁴ + C
✅ Answer: B
Explanation:
∫ xⁿ dx = xⁿ⁺¹/(n+1)
∫ 4x³ dx = 4 × (x⁴/4)
= x⁴ + C
23. If A = {a,b,c}, number of proper subsets?
A) 3
B) 6
C) 7
D) 8
✅ Answer: C
Explanation:
Total subsets = 2³ = 8
Proper subsets = 8 – 1 (excluding set itself)
= 7
24. Determinant of |3 1; 2 4|
A) 10
B) 8
C) 12
D) 6
✅ Answer: A
Explanation:
ad – bc
= (3×4 – 1×2)
= 12 – 2
= 10
25. Median of 2,4,6,8
A) 4
B) 5
C) 6
D) 7
✅ Answer: B
Explanation:
Even number of values
Median = (4+6)/2 = 5
26. If SD = 5, variance?
A) 5
B) 10
C) 20
D) 25
✅ Answer: D
Explanation:
Variance = (SD)²
= 5² = 25
27. If tan θ = 1, θ = ?
A) 30°
B) 45°
C) 60°
D) 90°
✅ Answer: B
Explanation:
tan 45° = 1
28. log₁₀ 1000 = ?
A) 2
B) 3
C) 10
D) 100
✅ Answer: B
Explanation:
1000 = 10³
29. Probability of getting an even number on a die
A) 1/2
B) 1/3
C) 2/3
D) 1/6
✅ Answer: A
Explanation:
Even numbers: 2,4,6
3 outcomes
3/6 = 1/2
30. If matrix is 3×3, determinant is?
A) Scalar
B) Matrix
C) Vector
D) Row
✅ Answer: A
Explanation:
Determinant of square matrix is always a single number (scalar).
31. If f(x)=sin x, derivative?
A) cos x
B) -cos x
C) sin x
D) -sin x
✅ Answer: A
Explanation:
d/dx (sin x) = cos x
32. Number of diagonals in pentagon
A) 5
B) 6
C) 7
D) 8
✅ Answer: A
Explanation:
Formula: n(n–3)/2
= 5×2/2
= 5
33. If correlation r = -1
A) No relation
B) Perfect positive
C) Perfect negative
D) Weak
✅ Answer: C
Explanation:
r = -1 → perfect negative correlation
34. ∫ e^x dx = ?
A) e^x
B) e^x + C
C) xe^x
D) 1
✅ Answer: B
Explanation:
Integral of e^x = e^x + C
35. Mean deviation measures?
A) Central value
B) Spread
C) Maximum
D) Mode
✅ Answer: B
Explanation:
Mean deviation measures dispersion (spread).
36. If x² + y² = 25, possible ordered pair?
A) (3,4)
B) (5,5)
C) (4,5)
D) (6,1)
✅ Answer: A
Explanation:
3² + 4² = 9+16 = 25
37. Rank of identity matrix 3×3
A) 1
B) 2
C) 3
D) 0
✅ Answer: C
Explanation:
Rank of identity matrix = order
= 3
38. If P(A)=0.6, find P(A')
A) 0.4
B) 0.6
C) 1
D) 0
✅ Answer: A
Explanation:
P(A') = 1 – P(A)
= 1 – 0.6
= 0.4
39. Solve: 2x – 6 = 0
A) 2
B) 3
C) 4
D) 5
✅ Answer: B
Explanation:
2x = 6
x = 3
40. If regression slope = 0
A) Perfect relation
B) No linear relation
C) Negative relation
D) Strong relation
✅ Answer: B
Explanation:
Slope 0 → horizontal line
No linear relationship.
41. Find derivative of ln x
A) 1/x
B) ln x
C) x
D) e^x
✅ Answer: A
Explanation:
d/dx (ln x) = 1/x
42. ∫ 1/x dx = ?
A) x
B) ln x
C) ln|x| + C
D) 1/x
✅ Answer: C
Explanation:
Integral of 1/x = ln|x| + C
43. Eigenvalues of identity matrix (3×3)
A) 0
B) 1
C) 3
D) -1
✅ Answer: B
Explanation:
All eigenvalues of identity matrix = 1
44. If matrix determinant = 0, matrix is?
A) Invertible
B) Singular
C) Diagonal
D) Identity
✅ Answer: B
Explanation:
Determinant = 0 → No inverse → Singular matrix
45. Mean of Poisson distribution is?
A) λ
B) λ²
C) 1/λ
D) 0
✅ Answer: A
Explanation:
In Poisson distribution, mean = variance = λ
46. If P(A)=0.7, P(B)=0.5, P(A∩B)=0.4, find P(A∪B)
A) 0.8
B) 0.6
C) 0.9
D) 1
✅ Answer: A
Explanation:
P(A∪B) = P(A) + P(B) – P(A∩B)
= 0.7 + 0.5 – 0.4
= 0.8
47. Derivative of cos x
A) sin x
B) -sin x
C) cos x
D) -cos x
✅ Answer: B
Explanation:
d/dx (cos x) = -sin x
48. Variance of Binomial distribution
A) np
B) np(1-p)
C) n²p
D) p(1-p)
✅ Answer: B
Explanation:
Variance of binomial = np(1-p)
49. If correlation r = 0
A) Perfect positive
B) Perfect negative
C) No linear relation
D) Strong
✅ Answer: C
Explanation:
r = 0 → No linear correlation
50. Solve: lim(x→∞) 1/x
A) 1
B) 0
C) ∞
D) -1
✅ Answer: B
Explanation:
As x increases, 1/x → 0
51. If A is 2×2 matrix, adj(A) is?
A) 2×2
B) 1×1
C) 2×1
D) 1×2
✅ Answer: A
Explanation:
Adjoint has same order as original matrix
52. Standard normal distribution mean
A) 0
B) 1
C) -1
D) 0.5
✅ Answer: A
Explanation:
Standard normal: Mean = 0, SD = 1
53. ∫ cos x dx
A) sin x
B) -sin x
C) cos x
D) -cos x
✅ Answer: A
Explanation:
Integral of cos x = sin x + C
54. If determinant ≠ 0, system of equations is?
A) Inconsistent
B) Unique solution
C) Infinite solutions
D) No solution
✅ Answer: B
Explanation:
Non-zero determinant → Unique solution
55. Probability always lies between?
A) -1 and 1
B) 0 and 1
C) -∞ and ∞
D) 1 and 2
✅ Answer: B
Explanation:
0 ≤ P ≤ 1
56. Derivative of e^(2x)
A) 2e^(2x)
B) e^(2x)
C) 2x e^(2x)
D) e^x
✅ Answer: A
Explanation:
Chain rule:
d/dx e^(2x) = 2e^(2x)
57. If variance = 9, SD?
A) 3
B) 9
C) 81
D) 6
✅ Answer: A
Explanation:
SD = √9 = 3
58. Rank of zero matrix
A) 0
B) 1
C) 2
D) n
✅ Answer: A
Explanation:
No non-zero rows → Rank = 0
59. If P(A|B) = P(A), then events are?
A) Dependent
B) Independent
C) Mutually exclusive
D) Impossible
✅ Answer: B
Explanation:
If conditional probability same → Independent
60. Area under normal distribution curve
A) 0
B) 1
C) ∞
D) 0.5
✅ Answer: B
Explanation:
Total probability under curve = 1
61. If A is a 2×2 matrix and |A| = 5, then |kA| = ? (k = 3)
A) 15
B) 45
C) 9
D) 5
✅ Answer: B
Explanation:
For n×n matrix:
|kA| = kⁿ |A|
Here n=2
|3A| = 3² × 5 = 9×5 = 45
62. If mean = 10 and SD = 2, variance = ?
A) 2
B) 4
C) 8
D) 20
✅ Answer: B
Explanation:
Variance = (SD)² = 2² = 4
63. If X ~ Binomial (n=5, p=0.5), mean = ?
A) 2.5
B) 5
C) 1
D) 0.5
✅ Answer: A
Explanation:
Mean = np = 5×0.5 = 2.5
64. Derivative of tan x
A) sec²x
B) cosec²x
C) sec x
D) tan x
✅ Answer: A
Explanation:
d/dx (tan x) = sec²x
65. If correlation r = 1
A) No relation
B) Perfect positive
C) Perfect negative
D) Weak
✅ Answer: B
Explanation:
r = 1 → Perfect positive linear relation
66. ∫ 0 dx = ?
A) 0
B) C
C) x
D) 1
✅ Answer: B
Explanation:
Integral of 0 = constant (C)
67. If determinant of A = -2 and determinant of B = 3, then |AB| = ?
A) 6
B) -6
C) 1
D) -1
✅ Answer: B
Explanation:
|AB| = |A||B|
= (-2)(3) = -6
68. If probability of success p=0.3, failure q=?
A) 0.3
B) 0.7
C) 1
D) 0
✅ Answer: B
Explanation:
p + q = 1
q = 1 – 0.3 = 0.7
69. lim(x→0) (1 – cos x)/x² = ?
A) 0
B) 1
C) 1/2
D) 2
✅ Answer: C
Explanation:
Standard limit:
lim(x→0) (1 – cos x)/x² = 1/2
70. If regression line slope is positive
A) Negative relation
B) Positive relation
C) No relation
D) Constant
✅ Answer: B
Explanation:
Positive slope → Positive relationship
71. Eigenvalues of zero matrix
A) 1
B) 0
C) n
D) -1
✅ Answer: B
Explanation:
All eigenvalues = 0
72. If variance increases, spread becomes?
A) Smaller
B) Same
C) Larger
D) Zero
✅ Answer: C
Explanation:
Higher variance → More dispersion
73. ∫ sin x dx
A) cos x
B) -cos x
C) sin x
D) -sin x
✅ Answer: B
Explanation:
Integral of sin x = -cos x + C
74. If P(A)=1, event is?
A) Impossible
B) Random
C) Certain
D) Rare
✅ Answer: C
Explanation:
Probability 1 → Certain event
75. If determinant of A ≠ 0, A⁻¹ exists?
A) Yes
B) No
C) Sometimes
D) Never
✅ Answer: A
Explanation:
Non-zero determinant → Invertible matrix
76. Mean of normal distribution
A) Mode
B) Median
C) Mean
D) All equal
✅ Answer: D
Explanation:
For normal distribution:
Mean = Median = Mode
77. d/dx (x⁻¹)
A) -x⁻²
B) x⁻²
C) -x
D) x
✅ Answer: A
Explanation:
Derivative rule:
n xⁿ⁻¹
= -1 × x⁻²
78. If covariance is positive
A) Variables move opposite
B) No relation
C) Move same direction
D) Constant
✅ Answer: C
Explanation:
Positive covariance → Same direction
79. Total area under probability density function
A) 0
B) 1
C) ∞
D) Depends
✅ Answer: B
Explanation:
Total probability always = 1
80. If slope = 0 and intercept = 5, equation is?
A) y = 5
B) y = x + 5
C) y = 5x
D) y = 0
✅ Answer: A
Explanation:
Slope 0 → Horizontal line
Equation: y = constant = 5
81. If X ~ Poisson (λ = 4), mean = ?
A) 2
B) 4
C) 8
D) 16
✅ Answer: B
Explanation:
For Poisson distribution:
Mean = λ
= 4
82. Standard deviation of Poisson (λ=9)
A) 9
B) 3
C) 81
D) 1
✅ Answer: B
Explanation:
SD = √λ
= √9 = 3
83. If A is orthogonal matrix, AᵀA = ?
A) 0
B) A
C) I
D) A⁻¹
✅ Answer: C
Explanation:
Orthogonal matrix property:
AᵀA = I
84. If determinant = 0, system of equations is
A) Unique solution
B) Infinite/No solution
C) Always consistent
D) Always unique
✅ Answer: B
Explanation:
|A| = 0 → Matrix not invertible
So either no solution or infinite solutions
85. ∫ eˣ dx
A) eˣ
B) eˣ + C
C) xeˣ
D) eˣ – C
✅ Answer: B
Explanation:
Integral of eˣ = eˣ + C
86. If correlation r = -1
A) Perfect positive
B) Perfect negative
C) No relation
D) Weak
✅ Answer: B
Explanation:
r = -1 → Perfect negative linear relation
87. Variance of constant (k)
A) k
B) 1
C) 0
D) Depends
✅ Answer: C
Explanation:
Constant has no variation → Variance = 0
88. If f(x) continuous on [a,b], then ∫aᵇ f(x)dx gives
A) Derivative
B) Area under curve
C) Slope
D) Limit
✅ Answer: B
Explanation:
Definite integral represents area under curve
89. If eigenvalues are 2 and 3, determinant = ?
A) 5
B) 6
C) 1
D) 0
✅ Answer: B
Explanation:
Determinant = product of eigenvalues
= 2 × 3 = 6
90. If Z = (X – μ)/σ, Z is
A) Normal
B) Standard Normal
C) Binomial
D) Poisson
✅ Answer: B
Explanation:
Standardization formula → Z follows standard normal (mean=0, SD=1)
91. d/dx (ln x)
A) x
B) 1/x
C) ln x
D) -1/x
✅ Answer: B
Explanation:
Derivative of ln x = 1/x
92. If two events are mutually exclusive
A) Can occur together
B) Cannot occur together
C) Independent
D) Equal probability
✅ Answer: B
Explanation:
Mutually exclusive → No overlap
93. If A is idempotent matrix (A² = A), eigenvalues are
A) Only 0
B) Only 1
C) 0 or 1
D) Any value
✅ Answer: C
Explanation:
Property: eigenvalues of idempotent matrix are 0 or 1
94. ∫ x dx
A) x
B) x²
C) x²/2 + C
D) 2x
✅ Answer: C
Explanation:
Integral rule:
xⁿ → xⁿ⁺¹/(n+1)
= x²/2 + C
95. If sample size increases, standard error
A) Increases
B) Decreases
C) Same
D) Zero
✅ Answer: B
Explanation:
SE = σ/√n
As n increases → SE decreases
96. Mean of exponential distribution (λ)
A) λ
B) 1/λ
C) λ²
D) √λ
✅ Answer: B
Explanation:
Mean = 1/λ
97. If covariance = 0, variables are
A) Always independent
B) Always dependent
C) Uncorrelated
D) Equal
✅ Answer: C
Explanation:
Covariance 0 → No linear relation (uncorrelated)
Not necessarily independent
98. If |A| = 1, A is
A) Singular
B) Invertible
C) Zero matrix
D) Idempotent
✅ Answer: B
Explanation:
Non-zero determinant → Invertible
99. ∫ 1/x dx
A) ln x + C
B) x
C) 1/x
D) eˣ
✅ Answer: A
Explanation:
Integral of 1/x = ln x + C
100. Total probability rule states
A) P(A) = 0
B) P(A) = 1
C) Sum of all possible outcomes = 1
D) Probability negative
✅ Answer: C
Explanation:
Total probability of sample space = 1
💻 Programming
1. Who developed C language?
A) Dennis Ritchie
B) Bjarne Stroustrup
C) James Gosling
D) Ken Thompson
✅ Answer: A
Explanation:
C language was developed by Dennis Ritchie at Bell Labs.
2. C language was developed at?
A) Microsoft
B) Bell Labs
C) IBM
D) Google
✅ Answer: B
Explanation:
C was developed at Bell Laboratories.
3. Which header file is required for printf()?
A) stdlib.h
B) stdio.h
C) string.h
D) math.h
✅ Answer: B
Explanation:
printf() is defined in stdio.h
4. What is size of int (typically)?
A) 2 bytes
B) 4 bytes
C) 8 bytes
D) Depends on system
✅ Answer: D
Explanation:
Size of int depends on compiler/system (commonly 4 bytes).
5. Which is correct comment in C?
A) // comment
B) /* comment */
C) Both A and B
D) # comment
✅ Answer: C
Explanation:
C supports both single-line (//) and multi-line (/* */) comments.
6. What is the output?
int x = 5;
printf("%d", x++);
A) 5
B) 6
C) Error
D) 4
✅ Answer: A
Explanation:
Post-increment → first prints 5, then increments.
7. Which operator is used for address?
A) *
B) &
C) %
D) #
✅ Answer: B
Explanation:
& gives address of variable.
8. What is pointer?
A) Variable storing value
B) Variable storing address
C) Function
D) Loop
✅ Answer: B
Explanation:
Pointer stores memory address.
9. Which loop executes at least once?
A) for
B) while
C) do-while
D) if
✅ Answer: C
Explanation:
do-while executes body first, then checks condition.
10. Which is correct declaration of pointer?
A) int p;
B) int *p;
C) pointer p;
D) int &p;
✅ Answer: B
Explanation:
int *p; declares pointer to int.
11. What is output?
printf("%d", 10/3);
A) 3.33
B) 3
C) 4
D) Error
✅ Answer: B
Explanation:
Integer division → 10/3 = 3
12. Which function is used to allocate memory dynamically?
A) malloc()
B) calloc()
C) realloc()
D) All
✅ Answer: D
Explanation:
All are dynamic memory allocation functions.
13. What is NULL pointer?
A) Pointer with garbage value
B) Pointer pointing to nothing
C) Integer
D) Function
✅ Answer: B
Explanation:
NULL pointer points to no valid memory.
14. Which storage class is default for local variable?
A) static
B) auto
C) register
D) extern
✅ Answer: B
Explanation:
Local variables are auto by default.
15. Recursion is?
A) Loop
B) Function calling itself
C) Pointer
D) Structure
✅ Answer: B
Explanation:
Recursion → function calls itself.
16. What is output?
int a=2;
if(a=5)
printf("Yes");
A) Yes
B) No
C) Error
D) Nothing
✅ Answer: A
Explanation:
a=5 assigns value → condition true → prints Yes.
17. Which is not a data type?
A) int
B) float
C) string
D) char
✅ Answer: C
Explanation:
C does not have built-in string type (uses char array).
18. Which operator has highest precedence?
A) +
B) *
C) ()
D) =
✅ Answer: C
Explanation:
Parentheses have highest precedence.
19. What is structure in C?
A) Collection of same data types
B) Collection of different data types
C) Loop
D) Function
✅ Answer: B
Explanation:
Structure stores different types of data.
20. What is output?
printf("%d", sizeof(char));
A) 1
B) 2
C) 4
D) Depends
✅ Answer: A
Explanation:
Size of char is always 1 byte.
21. Stack follows which principle?
A) FIFO
B) LIFO
C) LILO
D) FILO
✅ Answer: B
Explanation:
Stack works on Last In First Out (LIFO) principle.
22. Queue follows which principle?
A) LIFO
B) FIFO
C) FILO
D) Random
✅ Answer: B
Explanation:
Queue works on First In First Out (FIFO).
23. Which data structure uses recursion internally?
A) Queue
B) Stack
C) Array
D) Graph
✅ Answer: B
Explanation:
Recursion uses function call stack internally.
24. Time complexity of binary search
A) O(n)
B) O(n²)
C) O(log n)
D) O(1)
✅ Answer: C
Explanation:
Binary search divides array into halves → log n.
25. Which data structure is used for BFS?
A) Stack
B) Queue
C) Array
D) Tree
✅ Answer: B
Explanation:
Breadth First Search uses Queue.
26. Which data structure is used for DFS?
A) Queue
B) Stack
C) Linked list
D) Heap
✅ Answer: B
Explanation:
Depth First Search uses Stack (or recursion).
27. In a singly linked list, last node contains
A) Address of first
B) NULL
C) Data
D) Both B and C
✅ Answer: D
Explanation:
Last node contains data and next = NULL.
28. In worst case, linear search time complexity
A) O(1)
B) O(log n)
C) O(n)
D) O(n²)
✅ Answer: C
Explanation:
May need to check all elements.
29. A complete binary tree with n nodes has height
A) log n
B) n
C) n²
D) 1
✅ Answer: A
Explanation:
Height of complete binary tree ≈ log n.
30. Heap is implemented using
A) Linked list
B) Array
C) Stack
D) Graph
✅ Answer: B
Explanation:
Heap is a complete binary tree → stored in an array.
31. Inorder traversal of BST gives
A) Sorted order
B) Reverse order
C) Random
D) Level order
✅ Answer: A
Explanation:
Inorder traversal of BST → sorted sequence.
32. Circular queue overcomes
A) Overflow
B) Underflow
C) Wastage of space
D) Recursion
✅ Answer: C
Explanation:
Circular queue reuses empty space.
33. Which is a non-linear data structure?
A) Array
B) Stack
C) Queue
D) Tree
✅ Answer: D
Explanation:
A tree is a non-linear structure.
34. Worst-case time of quicksort
A) O(n log n)
B) O(n²)
C) O(log n)
D) O(n)
✅ Answer: B
Explanation:
Worst case occurs when pivot selection is poor.
35. Which traversal uses queue?
A) Preorder
B) Inorder
C) Postorder
D) Level order
✅ Answer: D
Explanation:
Level order traversal uses queue.
36. Hashing provides average search time
A) O(n)
B) O(log n)
C) O(1)
D) O(n²)
✅ Answer: C
Explanation:
Average time complexity is constant.
37. Which structure is used for expression evaluation?
A) Queue
B) Stack
C) Array
D) Graph
✅ Answer: B
Explanation:
A stack is used for postfix/prefix evaluation.
38. Graph with no cycles is
A) Complete graph
B) Tree
C) Directed graph
D) Weighted graph
✅ Answer: B
Explanation:
A tree is an acyclic connected graph.
39. The adjacency matrix is used to represent
A) Tree
B) Graph
C) Stack
D) Queue
✅ Answer: B
Explanation:
Graph can be represented using adjacency matrix.
40. Deletion in array requires
A) No shifting
B) Shifting elements
C) Recursion
D) Sorting
✅ Answer: B
Explanation:
After deletion, elements must be shifted.
41. DBMS stands for
A) Data Backup Management System
B) Database Management System
C) Data Binary Management System
D) Database Memory System
✅ Answer: B
Explanation:
DBMS = Database Management System.
42. Which language is used to query database?
A) C
B) SQL
C) Java
D) Python
✅ Answer: B
Explanation:
Structured Query Language (SQL) is used for database operations.
43. Which command is used to retrieve data?
A) INSERT
B) UPDATE
C) SELECT
D) DELETE
✅ Answer: C
Explanation:
SELECT retrieves records from table.
44. Primary key must be
A) Duplicate
B) Null
C) Unique & Not Null
D) Random
✅ Answer: C
Explanation:
Primary key uniquely identifies each record.
45. Foreign key is used to
A) Delete table
B) Link two tables
C) Sort data
D) Create view
✅ Answer: B
Explanation:
Foreign key creates relationship between tables.
46. Normalization reduces
A) Redundancy
B) Speed
C) Storage
D) Security
✅ Answer: A
Explanation:
Normalization removes data redundancy.
47. Which normal form removes partial dependency?
A) 1NF
B) 2NF
C) 3NF
D) BCNF
✅ Answer: B
Explanation:
2NF removes partial dependency.
48. ACID property ensures
A) Speed
B) Security
C) Transaction reliability
D) Memory
✅ Answer: C
Explanation:
ACID = Atomicity, Consistency, Isolation, Durability.
49. Which SQL clause is used to filter rows?
A) WHERE
B) ORDER BY
C) GROUP BY
D) HAVING
✅ Answer: A
Explanation:
WHERE filters records based on condition.
50. Which command removes table completely?
A) DELETE
B) DROP
C) REMOVE
D) CLEAR
✅ Answer: B
Explanation:
DROP deletes entire table structure.
51. Which join returns matching rows only?
A) LEFT JOIN
B) RIGHT JOIN
C) INNER JOIN
D) FULL JOIN
✅ Answer: C
Explanation:
INNER JOIN returns only matching records.
52. Candidate key is
A) Primary key
B) Foreign key
C) Any key that can become primary key
D) Super key
✅ Answer: C
Explanation:
Candidate key is minimal super key.
53. Which command modifies table structure?
A) ALTER
B) UPDATE
C) INSERT
D) SELECT
✅ Answer: A
Explanation:
ALTER changes structure of table.
54. Which constraint ensures no duplicate values?
A) UNIQUE
B) NOT NULL
C) CHECK
D) DEFAULT
✅ Answer: A
Explanation:
UNIQUE prevents duplicate entries.
55. Which SQL clause groups rows?
A) WHERE
B) GROUP BY
C) ORDER BY
D) SELECT
✅ Answer: B
Explanation:
GROUP BY groups records.
56. Transaction rollback is done using
A) COMMIT
B) SAVE
C) ROLLBACK
D) DELETE
✅ Answer: C
Explanation:
ROLLBACK undoes changes.
57. View is
A) Physical table
B) Virtual table
C) Index
D) Trigger
✅ Answer: B
Explanation:
View is virtual table based on query.
58. Which index improves search speed?
A) Primary
B) Secondary
C) Both
D) None
✅ Answer: C
Explanation:
Both types of indexes improve searching.
59. Which key uniquely identifies tuple?
A) Foreign key
B) Primary key
C) Composite key
D) Super key
✅ Answer: B
Explanation:
Primary key uniquely identifies row.
60. Full form of SQL
A) Structured Question Language
B) System Query Language
C) Structured Query Language
D) Simple Query Language
✅ Answer: C
Explanation:
SQL = Structured Query Language.
61. Operating System acts as
A) User
B) Interface between user & hardware
C) Compiler
D) Application
✅ Answer: B
Explanation:
OS works as interface between user and computer hardware.
62. Which is not an OS?
A) Linux
B) Windows
C) Oracle
D) macOS
✅ Answer: C
Explanation:
Oracle is a database system, not an OS.
63. Which scheduling algorithm uses time quantum?
A) FCFS
B) SJF
C) Round Robin
D) Priority
✅ Answer: C
Explanation:
Round Robin uses fixed time slice (quantum).
64. Deadlock occurs when
A) CPU idle
B) Two or more processes wait indefinitely
C) Process completes
D) Memory full
✅ Answer: B
Explanation:
Deadlock → processes waiting for each other forever.
65. Which memory is volatile?
A) ROM
B) Hard disk
C) RAM
D) DVD
✅ Answer: C
Explanation:
RAM loses data when power off.
66. Thrashing occurs due to
A) Excess CPU
B) Excess paging
C) Large disk
D) Cache
✅ Answer: B
Explanation:
Too much paging/swapping → thrashing.
67. Which is a non-preemptive scheduling algorithm?
A) Round Robin
B) SJF (non-preemptive)
C) Priority (preemptive)
D) Multilevel queue
✅ Answer: B
Explanation:
Non-preemptive SJF runs until completion.
68. Page replacement algorithm example
A) FIFO
B) LRU
C) Optimal
D) All
✅ Answer: D
Explanation:
All are page replacement algorithms.
69. Context switching means
A) Switching memory
B) Switching CPU from one process to another
C) Restarting system
D) Deleting process
✅ Answer: B
Explanation:
CPU switches from one process to another.
70. Semaphore is used for
A) Memory
B) Synchronization
C) File system
D) CPU
✅ Answer: B
Explanation:
Semaphore controls process synchronization.
71. Kernel is
A) Core part of OS
B) Application
C) Hardware
D) Compiler
✅ Answer: A
Explanation:
Kernel is central component of OS.
72. Which system allows multiple users?
A) Single-user
B) Batch
C) Multi-user
D) Real-time
✅ Answer: C
Explanation:
Multi-user OS allows multiple users simultaneously.
73. Paging avoids
A) External fragmentation
B) Internal fragmentation
C) Deadlock
D) Scheduling
✅ Answer: A
Explanation:
Paging removes external fragmentation.
74. Which scheduling gives minimum average waiting time?
A) FCFS
B) SJF
C) Round Robin
D) FIFO
✅ Answer: B
Explanation:
Shortest Job First minimizes waiting time.
75. Critical section problem relates to
A) CPU
B) Memory
C) Process synchronization
D) Disk
✅ Answer: C
Explanation:
Critical section → shared resource protection.
76. Virtual memory uses
A) RAM only
B) Hard disk as extension of RAM
C) Cache
D) ROM
✅ Answer: B
Explanation:
Virtual memory uses disk space.
77. File system manages
A) CPU
B) Memory
C) Files & directories
D) Cache
✅ Answer: C
Explanation:
File system organizes files and directories.
78. Fork() system call is used to
A) Delete process
B) Create new process
C) Stop process
D) Compile program
✅ Answer: B
Explanation:
fork() creates child process.
79. Starvation occurs when
A) Process never gets CPU
B) Process ends
C) Disk full
D) Memory empty
✅ Answer: A
Explanation:
Low-priority process never executed.
80. Banker's Algorithm is used for
A) Scheduling
B) Deadlock avoidance
C) Memory allocation
D) Paging
✅ Answer: B
Explanation:
Banker’s algorithm avoids deadlock.
81. What is the output of the following C code?
int a = 5;
printf("%d %d", a, ++a);
A) 5 6
B) 6 6
C) 5 5
D) Undefined behavior
✅ Answer: D
Explanation:
Modifying and accessing the same variable in one statement without sequence point → Undefined behavior in C.
82. Which data structure is best for implementing recursion?
A) Queue
B) Stack
C) Linked List
D) Tree
✅ Answer: B
Explanation:
Recursion uses system call stack.
83. Which normal form removes transitive dependency?
A) 1NF
B) 2NF
C) 3NF
D) BCNF
✅ Answer: C
Explanation:
3NF removes transitive dependency.
84. In OS, aging technique prevents
A) Deadlock
B) Starvation
C) Thrashing
D) Paging
✅ Answer: B
Explanation:
Aging increases priority of waiting processes → prevents starvation.
85. What is worst case time complexity of heap sort?
A) O(n)
B) O(n log n)
C) O(n²)
D) O(log n)
✅ Answer: B
Explanation:
Heap sort worst case = O(n log n).
86. Which command permanently saves transaction?
A) ROLLBACK
B) SAVEPOINT
C) COMMIT
D) DELETE
✅ Answer: C
Explanation:
COMMIT makes changes permanent.
*87. What does ptr++ mean?
A) Increment value
B) Increment pointer
C) Error
D) Decrement pointer
✅ Answer: B
Explanation:
Operator precedence → *(ptr++)
Pointer increments.
88. In circular linked list, last node points to
A) NULL
B) First node
C) Middle
D) Random
✅ Answer: B
Explanation:
Last node links back to first.
89. Deadlock requires how many conditions?
A) 2
B) 3
C) 4
D) 5
✅ Answer: C
Explanation:
Deadlock conditions:
Mutual exclusion
Hold & wait
No preemption
Circular wait
90. Which SQL clause is used after GROUP BY to filter groups?
A) WHERE
B) HAVING
C) SELECT
D) ORDER BY
✅ Answer: B
Explanation:
HAVING filters grouped results.
91. Height of AVL tree is
A) O(n)
B) O(log n)
C) O(n²)
D) O(1)
✅ Answer: B
Explanation:
AVL tree is self-balancing → height log n.
92. What is zombie process?
A) Running process
B) Dead process waiting for parent
C) Idle process
D) System process
✅ Answer: B
Explanation:
Zombie → terminated but not removed from process table.
93. Which operator is used to access structure pointer?
A) .
B) ->
C) *
D) &
✅ Answer: B
Explanation:
ptr->member accesses structure member via pointer.
94. Which indexing uses hash function?
A) B-tree
B) Hash index
C) Primary index
D) Dense index
✅ Answer: B
Explanation:
Hash indexing uses hash function.
95. Which traversal gives postfix expression?
A) Inorder
B) Preorder
C) Postorder
D) Level order
✅ Answer: C
Explanation:
Postorder traversal → Postfix expression.
96. Which scheduling may cause starvation?
A) FCFS
B) Round Robin
C) Priority
D) FIFO
✅ Answer: C
Explanation:
Low-priority processes may never execute.
97. What is time complexity of inserting in linked list (beginning)?
A) O(n)
B) O(log n)
C) O(1)
D) O(n²)
✅ Answer: C
Explanation:
Insertion at beginning → constant time.
98. Which key can uniquely identify record even if primary key changes?
A) Foreign key
B) Super key
C) Alternate key
D) Composite key
✅ Answer: B
Explanation:
Super key uniquely identifies record.
99. Which memory allocation is faster?
A) Static
B) Dynamic
C) Heap
D) Virtual
✅ Answer: A
Explanation:
Static allocation done at compile time → faster.
100. Multiprogramming improves
A) Security
B) CPU utilization
C) Memory size
D) Disk speed
✅ Answer: B
Explanation:
Multiprogramming keeps CPU busy.

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