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Analytical Reasoning
Logical Reasoning

Logical Reasoning: Drawing Only the Conclusions the Evidence Supports

17 min read191 questions available
In this lesson20 sections

"If it rains, the game is postponed. It rained." What follows? The game was postponed — that reasoning is airtight. But flip it: "The game was postponed; therefore it rained." That one feels right yet is logically broken — the game could've been postponed for many reasons. Logical reasoning questions live in exactly this gap between what's guaranteed and what merely sounds plausible. Learning to tell them apart is a genuine superpower, protecting you from faulty arguments for life. This chapter builds that discipline.

1. Lesson Overview

Logical-reasoning questions present a short argument or set of statements and ask what can (or cannot) be validly concluded — or which statement is an assumption, or what strengthens or weakens the argument. The core discipline is distinguishing what the statements prove from what is merely consistent with them or plausible in the real world.

On the Civil Service Exam, logical reasoning sits in Analytical Reasoning, closely related to Syllogisms and Statement & Conclusion. It rewards careful, structural thinking over gut feeling — and the same skill sharpens your judgment of arguments everywhere.

The difficulty is intermediate to advanced. The keys are to separate "must be true" from "could be true," master the valid conditional patterns (modus ponens and modus tollens) and their look-alike fallacies, tell an assumption from a conclusion, and stay strictly inside the argument's own logic. This lesson builds each.

2. Learning Objectives

After completing this lesson you will be able to:

  • Distinguish "must be true" from "could be true."
  • Apply modus ponens and modus tollens correctly.
  • Recognize the fallacies of affirming the consequent and denying the antecedent.
  • Identify an argument's unstated assumption.
  • Tell a statement that strengthens an argument from one that weakens it.
  • Evaluate conclusions strictly within the argument, ignoring outside knowledge.
  • Avoid the "consistent therefore proven" trap.

3. Prerequisites

You should be comfortable with:

  • Basic logic and following "if… then" reasoning (see Syllogisms).
  • The quantifiers "all," "some," and "no."
  • Careful reading of an argument's exact claims (see Reading Comprehension).
  • The idea of validity — a conclusion forced by the premises, regardless of real-world truth.

A quick refresher on the central distinction: a conclusion "must be true" only if it holds in every situation where the statements are true. A conclusion that "could be true" is merely consistent with the statements — possible, but not forced. The exam almost always wants "must be true." So for every proposed conclusion, ask: Can I imagine the statements all true while this conclusion is false? If yes, it does not follow. Keep that test ready.

4. Why This Topic Matters

Sound reasoning protects and empowers you:

  • Critical thinking. Spotting when a conclusion doesn't actually follow shields you from manipulation in ads, politics, and everyday persuasion.
  • Decision-making. Basing choices on what's proven, not what merely sounds good, leads to better outcomes.
  • Work. Analyzing reports, policies, and evidence rigorously is central to many civil-service roles.
  • Debate and communication. Recognizing valid vs. invalid arguments makes you both clearer and harder to fool.
  • Everyday judgment. Separating "guaranteed" from "plausible" sharpens all reasoning.

The exam tests logical reasoning because valid inference is the backbone of clear, defensible thinking.

5. Core Concepts

Let's build the tools for evaluating arguments rigorously.

"Must be true" vs. "could be true"

The correct answer to a strict logic question is something the statements guarantee — not something merely consistent with them or likely in reality.

"All engineers passed the exam. Maria passed the exam." Can we conclude Maria is an engineer? No. The statement guarantees that engineers passed, not that only engineers passed. Maria might have passed for another reason. Her passing is consistent with being an engineer, but not forced.

Analogy: "Consistent with" is like a suspect who could have been at the scene; "must be true" is a suspect caught on camera committing the act. Courts (and logic) demand proof, not mere possibility. The exam wants the camera footage.

If-then reasoning: two valid patterns

A conditional "If A, then B" supports exactly two valid inferences:

  • Modus ponens (affirm A): Given "If A then B" and "A is true," conclude B is true.

    "If it rains, the game is postponed. It rained." → The game was postponed. ✓

  • Modus tollens (deny B): Given "If A then B" and "B is false," conclude A is false.

    "If it rains, the game is postponed. The game was NOT postponed." → It did not rain. ✓ (Because if it had rained, the game would have been postponed.)

Two fallacies that mimic them

These look valid but are not — they're favorite wrong answers:

  • Affirming the consequent (affirm B): "If A then B. B happened. Therefore A." Invalid — something other than A could have caused B.

    "If it rains, the game is postponed. The game was postponed. Therefore it rained." ✗ (It might have been postponed for another reason.)

  • Denying the antecedent (deny A): "If A then B. A did not happen. Therefore not B." Invalid — B could still happen for a different reason.

    "If it rains, the game is postponed. It did not rain. Therefore the game was not postponed." ✗ (It could be postponed anyway.)

Memory hook: you may affirm the "if" part (A) or deny the "then" part (B) validly; affirming B or denying A is a fallacy.

Assumptions vs. conclusions

An assumption is an unstated belief the argument depends on to work; a conclusion is what the argument is trying to prove. An "assumption" question wants the missing link that, if false, would break the argument — not just any related true-sounding fact.

Argument: "Ben studied hard, so he will pass." Assumption: "Studying hard leads to passing (for Ben)." If that link is false, the argument collapses.

Strengthening and weakening

  • A strengthening statement adds support for the conclusion — often by ruling out an alternative explanation.
  • A weakening statement introduces a gap, an alternative explanation, or contradicting evidence.

Argument: "Sales rose after the ad campaign, so the ads worked." Weakener: "A competitor closed that same month" (an alternative cause). Strengthener: "Sales rose only in regions where the ads ran" (rules out other causes).

Stay inside the argument's logic

Evaluate strictly whether the given statements support the conclusion. Don't import outside knowledge or personal opinions about whether the conclusion seems reasonable in real life. A conclusion can be true in the world yet not follow from these statements — and that makes it wrong here.

With the toolkit built, let's picture, tabulate, and drill.

6. Visual Learning Suggestions

  • [Illustration Suggestion] The proof camera. Two panels: "could be true" as a suspect merely near the scene, "must be true" as a suspect on camera — dramatizing the standard of proof.
  • [Illustration Suggestion] Conditional four-square. A 2×2 grid of "affirm A / deny A / affirm B / deny B," with the two valid moves (affirm A, deny B) shaded green and the two fallacies red.
  • [Illustration Suggestion] Assumption bridge. An argument drawn as a gap between premise and conclusion, with the assumption as the bridge plank; remove it and the argument falls.
  • [Illustration Suggestion] Strengthen/weaken scale. A balance with the conclusion in the middle; a strengthener adds weight to its side, a weakener adds weight against.

7. Formula Library

Logical reasoning uses inference rules, not formulas:

PatternValid?
If A then B; A → BValid (modus ponens)
If A then B; not B → not AValid (modus tollens)
If A then B; B → AInvalid (affirming consequent)
If A then B; not A → not BInvalid (denying antecedent)
Must be trueforced by the statements
Could be truemerely consistent (not enough)
Assumptionunstated link the argument needs
Strengthen / weakenadd support / add a gap or alternative

8. Pattern Recognition

When the question asks…Do this…
"what must be true / can be concluded"require a forced conclusion
"If A then B" + "A"modus ponens → B
"If A then B" + "not B"modus tollens → not A
a conclusion that affirms B or denies Aflag the fallacy (invalid)
"the assumption is…"find the unstated needed link
"which strengthens/weakens"add support / add an alternative cause
a real-world-true but unsupported optionreject it (stay inside the argument)

9. Problem-Solving Framework

Step 1 — Identify the structure: premises, conclusion, and any conditional ("if… then"). ↓ Step 2 — For conditionals, check the pattern: is it affirming A (valid), denying B (valid), or a fallacy (affirming B / denying A)? ↓ Step 3 — For "must be true," test: can the premises be true while the conclusion is false? If yes, it doesn't follow. ↓ Step 4 — For assumptions, find the missing link; for strengthen/weaken, look for alternative explanations. ↓ Step 5 — Stay inside the argument — reject options relying on outside knowledge or mere plausibility.

Why Step 3 matters most: the counterexample test — imagining the premises true and the conclusion false — is the decisive tool. If you can build one, the conclusion is not forced, no matter how reasonable it sounds.

10. Worked Examples

Beginner

Example 1 (modus ponens). "If a number is divisible by 4, it is even. 12 is divisible by 4." Conclusion? Solution: 12 is even (modus ponens). Difficulty: ★☆☆☆☆

Example 2 (must vs. could). "All cats are animals. Rex is an animal." Is Rex a cat? Solution: Not necessarily — Rex could be another animal. "Could be true," not "must." Difficulty: ★★☆☆☆

Intermediate

Example 3 (modus tollens). "If the alarm rings, everyone leaves. Not everyone left." Conclusion? Solution: The alarm did not ring (modus tollens — deny B → deny A). Difficulty: ★★★☆☆

Example 4 (affirming the consequent). "If it snows, school is closed. School is closed. Therefore it snowed." Valid? Solution: Invalid — school could be closed for another reason (affirming the consequent). Difficulty: ★★★☆☆

Example 5 (denying the antecedent). "If you water the plant, it grows. You did not water it. Therefore it did not grow." Valid? Solution: Invalid — it could grow from rain (denying the antecedent). Difficulty: ★★★☆☆

Advanced

Example 6 (assumption). "The new policy will reduce traffic, because it raises parking fees." What assumption does this rely on? Thinking: The argument needs higher fees to actually discourage driving. Solution: Assumption: higher parking fees will lead people to drive less (if false, the argument fails). Difficulty: ★★★★☆

Example 7 (weaken). "Since the tutoring program started, test scores rose. So the program raised scores." Which weakens this? Thinking: Find an alternative cause. Solution: A weakener: "A new, easier test was introduced the same year" (an alternative explanation for the rise). Difficulty: ★★★★☆

Example 8 (strengthen). Same argument. Which strengthens it? Solution: A strengthener: "Scores rose only for students who attended tutoring" (rules out other causes). Difficulty: ★★★★☆

Civil Service Exam Level

Example 9 (must be true). "Every member who paid dues received a card. Ana received a card." Which must be true? Thinking: Receiving a card doesn't prove she paid — non-members might also get cards, or the statement only says payers get cards, not only payers. So "Ana paid dues" is not forced. Solution: We cannot conclude Ana paid dues (only "could be true"). What must be true is nothing beyond the given — beware the affirming-the-consequent trap. Difficulty: ★★★★★

Example 10 (chain of conditionals). "If A then B. If B then C. A is true." What must be true? Thinking: A → B (modus ponens), then B → C (modus ponens). Solution: C is true. Difficulty: ★★★★☆

Example 11 (outside-knowledge trap). "All the survey respondents preferred tea. Therefore most Filipinos prefer tea." Valid? Thinking: The survey group may not represent all Filipinos; the conclusion overreaches the given data (and importing real-world beliefs doesn't help). Solution: Invalid — the sample doesn't guarantee the general claim. Difficulty: ★★★★☆

Example 12 (identify the fallacy). "If a plant is healthy, it has green leaves. This plant has green leaves. Therefore it is healthy." Name the flaw. Solution: Affirming the consequent — green leaves don't guarantee health (a plant could have green leaves yet be diseased). Difficulty: ★★★★☆

11. Exam Tricks

  • Consistent ≠ proven. A conclusion that merely fits the statements isn't guaranteed. Demand that it must be true.
  • Fallacy look-alikes. Affirming the consequent and denying the antecedent feel valid but aren't. Only affirm A or deny B.
  • Real-world-true traps. An option can be factually true yet unsupported by the argument. Judge only by the given statements.
  • Assumption vs. restatement. The assumption is the missing link, not a paraphrase of the conclusion. Test it by negating it — if the argument collapses, it's the assumption.
  • Alternative causes. Weakeners usually introduce another explanation; strengtheners usually rule one out. Look for the causal gap.

12. Common Mistakes

  • Concluding something because it's consistent with the statements, not guaranteed.
  • Bringing in outside knowledge instead of judging within the argument.
  • Confusing an assumption (unstated requirement) with a conclusion (what's being proven).
  • Mistaking affirming the consequent or denying the antecedent for valid reasoning.
  • Overreaching from a sample to a general claim.
  • Treating "could be true" as the answer when "must be true" is required.

13. Shortcuts

  • Counterexample test: try to make the premises true and the conclusion false. If you can, it doesn't follow.
  • Conditional check: affirm the "if" (A) or deny the "then" (B) → valid; anything else → suspect a fallacy.
  • Negate the assumption: if negating a candidate assumption breaks the argument, it's the right one.
  • Hunt alternative causes for weaken questions; rule them out for strengthen questions.
  • Stay in-scope: immediately eliminate options that rely on facts not in the argument.

14. Memory Techniques

  • "Must, not might." The exam wants guaranteed conclusions.
  • "Affirm A, deny B." The two valid conditional moves; the reverses are fallacies.
  • "Assumption = the bridge." The unstated link the argument stands on.
  • "Weaken = another reason; strengthen = rule it out." The causal logic of both.
  • "Stay inside the fence." Judge only by the given statements.

15. Real Civil Service Exam Strategy

  • Time: a logic item takes 30–60 seconds; identifying the structure is most of the work.
  • Map the conditional ("if A then B") and check which part is affirmed or denied.
  • Use the counterexample test to reject conclusions that only "could" be true.
  • For assumption/strengthen/weaken, think causally — what link is needed, what alternative exists.
  • Ignore real-world plausibility and outside facts; stay strictly within the argument.

16. Practice Questions

Valid / Invalid, or answer the question.

Easy

  1. "If it's a dog, it's a mammal. Rex is a dog." Conclusion?
  2. "All roses are flowers. This is a flower." Is it a rose?

Medium

  1. "If the light is red, cars stop. Cars did not stop." Conclusion?
  2. "If you exercise, you get fit. You got fit. Therefore you exercised." Valid?

Hard

  1. "If the fuse blows, the lights go out. The fuse did not blow. Therefore the lights stayed on." Valid?
  2. Argument: "Crime fell after more streetlights were installed, so the lights reduced crime." Which weakens it?

Challenge

  1. "If A then B. If B then C. If C then D. A is true." What must be true?
  2. Argument: "Ana is tall, so she must play basketball." What assumption does this need?
  3. "Every athlete trains daily. Ben trains daily. Therefore Ben is an athlete." Valid?
  4. "All the people I asked liked the movie, so everyone likes it." What's the flaw?

Answers and Explanations

  1. Rex is a mammal (modus ponens).
  2. Not necessarily — it could be another flower (could be true, not must).
  3. The light was not red (modus tollens).
  4. Invalid — affirming the consequent (you could get fit another way).
  5. Invalid — denying the antecedent (lights could go out for another reason).
  6. A weakener: "Crime was already falling before the lights were installed" (alternative cause).
  7. D is true (chain of modus ponens: A→B→C→D).
  8. Assumption: tall people play basketball (specifically, that being tall makes Ana a basketball player).
  9. Invalid — affirming the consequent; training daily doesn't make one an athlete.
  10. Overreaching from a small, possibly unrepresentative sample to everyone.

17. Summary

Logical reasoning is about the gap between guaranteed and plausible. The exam wants conclusions that must be true — forced by the statements — not merely consistent with them; test by trying to make the premises true and the conclusion false. For conditionals, only two moves are valid: modus ponens (affirm A → B) and modus tollens (deny B → not A); their look-alikes, affirming the consequent and denying the antecedent, are fallacies. Distinguish an assumption (the unstated link the argument needs) from the conclusion, and analyze strengthen/weaken questions through alternative causes. Above all, stay inside the argument — reject options that rely on outside knowledge or real-world plausibility. Demand proof, check the conditional pattern, and judge only the given statements.

18. Cheat Sheet

ItemKey point
Must vs. couldrequire a forced conclusion
Modus ponensIf A→B, A ⟹ B
Modus tollensIf A→B, not B ⟹ not A
Affirming consequentIf A→B, B ⟹ A (invalid)
Denying antecedentIf A→B, not A ⟹ not B (invalid)
Assumptionunstated needed link (negate to test)
Weaken / strengthenadd / rule out an alternative cause
Scopejudge only within the argument

19. Frequently Asked Questions

What does "must be true" mean exactly? It means the conclusion holds in every case where the statements are true — it's forced. A conclusion that's merely possible or consistent with the statements ("could be true") is not enough.

Which conditional inferences are valid? Only two: modus ponens (given "If A then B" and A, conclude B) and modus tollens (given "If A then B" and not-B, conclude not-A). Affirming B or denying A are fallacies.

How do I find an argument's assumption? Look for the unstated link the argument needs to work. Test a candidate by negating it: if the argument falls apart, that's the assumption.

How do I weaken or strengthen an argument? Weaken it by introducing an alternative explanation or contradicting evidence; strengthen it by ruling out alternatives or adding support for the conclusion.

Can a true statement be the wrong answer? Yes. If a statement is true in the real world but isn't supported by the argument's premises, it doesn't "follow" and is wrong for a strict logic question. Judge only within the argument.

20. Mastery Checklist

  • ☐ I distinguish "must be true" from "could be true."
  • ☐ I apply modus ponens and modus tollens correctly.
  • ☐ I recognize affirming the consequent and denying the antecedent as fallacies.
  • ☐ I can identify an argument's unstated assumption.
  • ☐ I can tell a strengthener from a weakener via alternative causes.
  • ☐ I use the counterexample test on proposed conclusions.
  • ☐ I judge arguments strictly within their own statements.

Tick them all and logical reasoning becomes a precise, dependable strength — and you'll spot faulty arguments in news, ads, and debate for the rest of your life.

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