MAT-144 · Mathematical Reasoning Topic 01 · Linear Functions
Lesson 02. How We Think

How did you actually figure that out?

Every problem you solve uses one of two reasoning moves. Knowing which is which makes you a sharper thinker, in math, and in everything else.

01Deductive reasoning 02Inductive reasoning 03Counterexamples
▸ THE HOOK

You're at a coffee shop. Every time you've ordered a large iced coffee here, it's been $5.50. So today you reach for $5.50, without even checking the menu.

That guess, based on past experience, is one kind of reasoning. But suppose instead you'd memorized the menu: all large drinks cost $5.50. Now reaching for $5.50 isn't a guess. It's an application of a rule. Both gave you the same answer. But only one is guaranteed to be right.

Two directions. One name for each.

Deductive reasoning starts with a general rule and applies it to a specific case. If the rule is true, the conclusion is guaranteed. Inductive reasoning starts with specific observations and generalizes a pattern. The conclusion is probable, likely true, but not certain.
GENERAL RULE "all A are B" SPECIFIC CASE "X is A → so X is B" DEDUCTIVE GUARANTEED IF TRUE PATTERN "all A are B" OBS 1 A→B OBS 2 A→B OBS 3 A→B INDUCTIVE PROBABLY TRUE

Deductive reasoning flows top-down from rule to case. Inductive reasoning flows bottom-up from observations to pattern.

▸ DEFINITIONS

Deductive reasoning applies a known rule to a specific case. If the rule holds, the conclusion is certain.

Inductive reasoning generalizes a rule from observed cases. The conclusion is likely, but a single counterexample can break it.

The vocabulary you actually need

  • Deductive Top-down. Apply a general rule to a specific case. "All large drinks are $5.50. This is large. So it costs $5.50."
  • Inductive Bottom-up. Generalize a pattern from specific examples. "My large drink has been $5.50 every time. Probably it'll be $5.50 today."
  • Conjecture A pattern-based guess from inductive reasoning. Not yet proven, but reasonable.
  • Counterexample A single case that breaks a conjecture. One counterexample is enough, it only takes one black swan to disprove "all swans are white."
  • Premise A starting statement assumed true. Deductive reasoning chains premises to a conclusion.
  • Conclusion What you end up with. In deduction, it's certain. In induction, it's probable.

The case of the disappearing Wi-Fi.

Your dorm Wi-Fi keeps dropping. Watch how you naturally use both kinds of reasoning to solve it, induction first, then deduction once you've found the rule.

"The Wi-Fi cuts out at random. Or does it? You're going to figure out why, and predict when it'll happen next."

1

Gather observations.

You jot down every time the Wi-Fi has dropped this week. No theories yet, just the facts.

  • Monday, dropped at 7:02 PM
  • Tuesday, dropped at 7:00 PM
  • Wednesday, dropped at 7:05 PM
→ this is your data
2

Spot a pattern (induction).

Three nights, same time. You generalize: "the Wi-Fi drops around 7 PM." That's a conjecture, a pattern-based guess. It might be wrong, but it's a strong starting point.

→ specific cases → general pattern
3

Find the actual rule.

You ask the RA. Turns out: at 7 PM, 200 students start streaming Netflix simultaneously, overloading the dorm router. Now you have a real rule, not just a pattern: "router overloads when too many devices stream at once."

4

Predict the future (deduction).

It's Thursday at 6:55 PM. You apply the rule: "if 200 students stream at 7 PM, the router will overload." You don't have to wait and see, you can deduce it. At 7:01 PM, sure enough, Wi-Fi dies.

→ rule + case → certain conclusion
5

The takeaway.

Induction got you close, you spotted the pattern and made a useful conjecture. Deduction got you certain, once you knew the actual rule, the answer was guaranteed. Most real problem-solving uses both, in this exact order.

Three scenarios. Tell us which kind of reasoning is at work.

Read each one carefully. Click Deductive if it applies a rule to a case, or Inductive if it generalizes from observations.
PROBLEM 01 ☆ ☆   warm-up

Sarah has noticed that the last 5 times she ate spicy food before bed, she had trouble sleeping. She concludes: "spicy food at night keeps me awake."

PROBLEM 02 ★ ★ ☆   one step harder

The MAT-144 syllabus says: "Any student who misses more than 3 classes will be administratively withdrawn." Marcus has missed 4 classes. His advisor concludes Marcus will be administratively withdrawn.

PROBLEM 03 ★ ★ ★   sneaky one

You see the number sequence 3, 7, 11, 15, … Each number is 4 more than the last, so you predict the next number is 19.

Three fast questions before we move on.

Tap an answer. You'll see right away whether it stuck.

Q1. Which statement best describes the difference between deductive and inductive reasoning?

Why B? The defining difference is certainty. Deduction takes a rule you trust and applies it, if the rule holds, the answer must hold too. Induction looks at patterns and makes a reasonable guess, strong, but never guaranteed. That's why a single counterexample can shatter inductive reasoning, but not deductive.

Q2. Someone claims: "All MAT-144 students attend Tuesday classes." Which observation would serve as a counterexample?

Why D? A counterexample is a single case that breaks the claim. The claim is "all MAT-144 students attend Tuesday classes". Jordan is a MAT-144 student who doesn't. One case is enough to disprove an "all" statement. The others either support the claim (B), describe it vaguely (A, C), or aren't even about MAT-144 specifically.

Q3. A store posts: "Spend more than $50 and you get free shipping." You spend $73. Using deductive reasoning, what can you conclude?

Why A? This is textbook deduction. The rule is general ("spend > $50 → free shipping"). Your case is specific ($73 > $50). The conclusion follows with certainty, not "probably," not "maybe." If the rule is true, free shipping is guaranteed. B describes inductive reasoning, which doesn't fit here because we have an explicit rule.
▸ UP NEXT — LESSON 03

From spotting patterns to making real estimates.

Inductive reasoning is the move you make whenever you say "this'll cost about fifty bucks," or "that meeting will run around an hour." Useful, but loose. Lesson 3 makes those inductive guesses precise: rounding, estimation, and how to sanity-check any answer in seconds. You'll learn when ballparking helps you and when it betrays you.

Continue to Lesson 03

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