Read the first worked example with the solution open so the structure is clear.
Try the practice problems before revealing each solution.
Use the related concepts and background knowledge badges if you feel stuck.
What to Focus On
Core idea:Analogical reasoning draws a conclusion about a new situation from its structural likeness to a familiar one.
Common stuck point:The procedure for analogical reasoning is the easy part; the trap is trusting an analogy as proof. Asking "Am I concluding something about a new case because it maps onto a known case with the same structure?" first is what keeps a correct-looking calculation from being attached to the wrong concept.
Sense of Study hint:Ask: Am I concluding something about a new case because it maps onto a known case with the same structure?
Worked Examples
Example 1
easy
The analogy between sets and logic: A∪B (union) corresponds to p∨q (OR), and A∩B (intersection) corresponds to p∧q (AND). Use this analogy to conjecture a set version of De Morgan's law ¬(p∨q)≡¬p∧¬q.
Answer
(A∪B)′=A′∩B′
First step
1
Map the analogy: ¬ (negation in logic) ↔ complement in sets; ∨ (OR) ↔∪; ∧ (AND) ↔∩.
Full solution
2
Translate ¬(p∨q)≡¬p∧¬q: replace each symbol — (A∪B)′=A′∩B′.
3
Verify with a Venn diagram or specific example: let U={1,2,3,4}, A={1,2}, B={2,3}. (A∪B)′={4}. A′∩B′={3,4}∩{1,4}={4}. Confirmed.
Analogical reasoning transfers a known result from one domain (logic) to another (set theory) by identifying a structural correspondence. The resulting conjecture can then be verified or proved in the new domain.
Example 2
medium
Arithmetic has addition and multiplication. By analogy, what operations does set theory have, and what arithmetic laws transfer? Identify two laws that hold and one that does not.
Example 3
medium
Use analogy between real-number multiplication and matrix multiplication: what is the matrix analog of the property '1⋅a=a'? Identify this matrix for 2×2 matrices.
Example 4
medium
Sum is to integral as product is to ___? Express the analogous operator name and write the symbol.
Example 5
medium
Integers have unique factorisation into primes. By analogy, polynomials over R have unique factorisation into what?
Example 6
medium
The Pythagorean theorem a2+b2=c2 for right triangles in the plane has a 3D analog for the diagonal of a box with edges a,b,c. State it.
Example 7
hard
Continued analogy: sum-of-first-n odds equals n2. By analogy with cubes, what sum gives n3? State and verify for n=3.
Example 8
hard
The geometric series ∑k=0∞rk=1−r1 for ∣r∣<1. By analogy, conjecture the integral formula for ∫0∞e−rxdx for r>0.
Example 9
hard
Use the analogy: rate is to distance as marginal cost is to ___? Use a one-sentence justification.
Example 10
challenge
By analogy with complex numbers a+bi where i2=−1, conjecture the structure of dual numbers used in automatic differentiation. State the defining relation and compute (2+3ϵ)(4+5ϵ).
Practice Problems
Try these problems on your own first, then open the solution to compare your method.
Example 1
easy
Exponents satisfy am⋅an=am+n. By analogy with functions, what does f∘f suggest, and how does the notation f2 fit?
Example 2
medium
In arithmetic, the number 0 is the identity for addition (a+0=a). By analogy, identify the identity element for set union and for set intersection.
Example 3
easy
Vectors are to addition as matrices are to which operation? (Both have an additive identity and the parallel operation.) Answer with one word, the operation matrices are 'multiplied' by analogy: give 'multiplication' as 1.
Example 4
easy
Square is to area as cube is to ___? A square gives a 2D measure; a cube gives which-dimensional measure? Give the dimension number.
Example 5
easy
Addition is to subtraction as multiplication is to ___? Both are inverse pairs. The inverse of multiplication is division. Compute 20÷4.
Example 6
easy
Circle is to π as ___? The circle's circumference-to-diameter ratio is π. To 1 decimal, give π.
Example 7
easy
Velocity is to position as acceleration is to ___? Each is the rate of change of the next. Acceleration is the rate of change of velocity. If velocity rises 6 m/s in 2 s, give the acceleration.
Example 8
easy
Prime is to integers as ___ is to molecules: an indivisible building block. How many prime factors (with multiplicity) does 12 have?
Example 9
easy
Map is to territory as model is to ___? Both are simplified stand-ins. A model represents reality. If a map scale is 1:1000, a 5 cm map distance is how many cm in reality?
Example 10
easy
Logarithm is to multiplication as ___ is to addition: an inverse-flattening tool. Since logs turn products to sums, log10(10×100) equals which sum's value?
Example 11
medium
Electric current is like water flow (an analogy). Voltage is like pressure, current like flow rate. If 'flow' (current) is 2 and 'pressure' (voltage) is 6, Ohm's analogy V=IR gives resistance R=?
Example 12
medium
Function composition is like a factory assembly line. If g(x)=x+1 then f(x)=2x, the output of f(g(3)) is?
Example 13
medium
A derivative is like a speedometer (instantaneous rate). For position s(t)=t2, the 'speedometer' reading at t=4 is s′(4). Compute it.
Example 14
medium
Sets are like bags, and union is like dumping two bags together (without duplicates). For {1,2,3}∪{3,4}, how many elements result?
Example 15
medium
Probability is like a slice of a pie (fraction of the whole). If an event covers 90° of a 360° pie, its probability is?
Example 16
medium
A system of equations is like finding where two roads cross. The lines y=x and y=2 cross at what x?
Example 17
challenge
Pushing an analogy too far: the water-pipe model gives current like flow, but fails for which feature? Test the safe part: with two equal resistors in series, total resistance doubles. If each is 5, give the total.
Example 18
challenge
Analogy is not proof: two systems behaving alike does not transfer theorems. But a valid structural analogy: complex multiplication adds angles. Multiplying numbers at angles 30° and 40° gives a result at what angle?
Example 19
challenge
Map-is-not-the-territory: a model approximates reality. Linear approximation of f(x)=x2 near x=3 uses the tangent line y=9+6(x−3). Estimate f(3.1) with it.
Example 20
medium
Numerator is to a fraction as dividend is to division. In 412, the numerator 12 plays the dividend role; give the quotient.
Example 21
medium
Perimeter is to a polygon as circumference is to a circle. A square of side 5 has what perimeter?
Example 22
medium
Mean is to data as center of mass is to weights. The mean of 2,4,6 (the 'balance point') is?
Example 23
easy
By analogy with a+0=a for numbers, what is the additive identity for vectors?
Example 24
easy
Derivative is to slope as integral is to ___?
Example 25
easy
In arithmetic, subtraction undoes addition. In linear algebra, what undoes adding a vector v?
Example 26
easy
Multiplication is to repeated addition as exponentiation is to ___?
Example 27
medium
In logic, p⇒q is analogous to what set relation between {x:p(x)} and {x:q(x)}?
Example 28
medium
By analogy with ∣a−b∣ measuring distance between numbers, what measures distance between two points (x1,y1) and (x2,y2) in the plane?
Example 29
medium
In arithmetic, a⋅0=0. By analogy with matrices, what is A⋅O for the zero matrix O of compatible size?
Example 30
medium
Even/odd is to integers as ___ is to functions.
Example 31
hard
By analogy with dxd(xn)=nxn−1, conjecture dxd(ekx).
Example 32
hard
By analogy with the integers, where every nonzero element has only finitely many divisors, the polynomials over R have what analogous property?
Example 33
hard
Vector space is to basis as field is to ___? Give the most direct analog.