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Prelims GS-II (CSAT) · Reasoning · Logical and analytical reasoning

Conclusions

Conclusion questions test whether a claim necessarily follows from the information supplied. For CSAT, the central discipline is to separate what is logically established from what is merely plausible, familiar or desirable. Reliable solving requires attention to quantifiers, conditional statements, existence, scope and counterexamples.

Stained glass window by Maria McClafferty in the dining hall of Gonville and Caius College, in Cambridge (UK), commemorating John Venn, who invented the concept of Venn diagram and was a fellow of the

Stained glass window by Maria McClafferty in the dining hall of Gonville and Caius College, in Cambridge (UK), commemorating John Venn, who invented the concept of Venn diagram and was a fellow of the

Credit: User:Schutz. The stained glass was designed by Maria McClafferty and installed in 1989. · CC BY-SA 2.5 · source

The Union Minister for Science & Technology and Earth Sciences, Shri S. Jaipal Reddy addressing at the 138th foundation day of the India Metrological Department (IMD), in New Delhi on January 15, 2013

The Union Minister for Science & Technology and Earth Sciences, Shri S. Jaipal Reddy addressing at the 138th foundation day of the India Metrological Department (IMD), in New Delhi on January 15, 2013

Credit: Ministry of Earth Sciences · GODL-India · source

1. What a conclusion question actually tests

A premise is information supplied for reasoning; a conclusion is a claim assessed on the basis of that information. In a deductive question, accept the premises as true even when they describe an unfamiliar or unrealistic situation. Your task is not to verify them against general knowledge, but to determine what they logically require. For example, if all village libraries in a stated district open on Sundays and Centre X is one of those libraries, Centre X must open on Sundays.

Distinguish necessary truth from possibility. Suppose all trained volunteers have identity cards and Meera has an identity card. Meera may be a trained volunteer, but she could have received the card through another category. Therefore, her being a trained volunteer does not follow. A conclusion must survive every arrangement allowed by the premises, not just the first arrangement that comes to mind.

In CSAT, this skill appears in categorical syllogisms, conditional reasoning, ordering problems and passage-based inference. Read the instruction carefully: 'necessarily follows', 'can be inferred' and 'most reasonable conclusion' may require different levels of assessment. Formal necessity is appropriate for deductive puzzles, while passage questions require an inference faithful to the author's evidence, qualifications and scope.

  • Entailed: the conclusion must be true.
  • Contradicted: the conclusion cannot be true.
  • Undetermined: the conclusion could be true or false.

2. Quantifiers, categories and existence

Words such as all, some, no and not all carry precise logical force. 'All A are B' places the entire A category inside B; it does not make the categories identical. Thus, all surgeons being doctors does not establish that all doctors are surgeons. 'No A is B' means that the categories do not overlap. 'Some A are B' establishes at least one member common to both categories, not necessarily a large number or a majority.

Some statements can be reversed without changing their truth. 'No A is B' entails 'No B is A', and 'Some A are B' entails 'Some B are A'. However, 'All A are B' does not entail 'All B are A'. Similarly, 'Some A are not B' cannot generally be reversed into 'Some B are not A'. An A category may extend outside B even when every B belongs to A.

Existence requires special care. Under standard modern logic, 'All A are B' alone does not establish that any A exists. Consequently, it cannot by itself establish 'Some B are A'. Explicit information such as 'Some A exist' or 'Ravi is an A' supplies the missing existence premise. Avoid importing coaching conventions about existence when the wording does not support them.

'Not all A are B' means at least one A is not B. It does not mean that no A is B. Likewise, logical 'some' means 'at least one' and allows the possibility that all qualify. To establish 'some but not all', evidence of both membership and non-membership is required.

Conclusion-testing sequence

  1. 1. Read the instruction and identify the required standard of inference.
  2. 2. Extract premises without adding external assumptions.
  3. 3. Represent categories, conditions or ordering constraints.
  4. 4. Test each conclusion independently.
  5. 5. Search for a counterexample consistent with every premise.
  6. 6. Select the matching option and verify scope and wording.

3. Conditional statements and valid inference

An 'if P, then Q' statement makes P sufficient for Q and Q necessary for P. If a candidate is selected, the candidate has cleared verification. Selection therefore permits the conclusion that verification was cleared. Failure to clear verification permits the conclusion that the candidate was not selected. These valid patterns are called modus ponens and modus tollens respectively.

Two tempting alternatives are invalid. Clearing verification does not prove selection: this affirms the consequent. Not being selected does not prove failure in verification: this denies the antecedent. Other selection requirements could remain unmet. A useful translation rule is that 'P only if Q' means 'if P, then Q', whereas 'P if Q' means 'if Q, then P'. 'P if and only if Q' establishes both directions.

The contrapositive of 'if P, then Q' is 'if not Q, then not P'; these statements are logically equivalent. The converse, 'if Q, then P', is not automatically equivalent. Chains are also useful: if P implies Q and Q implies R, then P implies R. Nevertheless, ensure that the intermediate term has exactly the same meaning in both premises.

  • A sufficient condition guarantees the result.
  • A necessary condition must be present for the result, but need not guarantee it.
  • Do not silently change 'may', 'usually' or 'likely' into 'must'.
Core inference patterns
PremiseValid conclusionUnwarranted conclusion
All A are BNo A lies outside BAll B are A
No A is BNo B is AAny claim that A necessarily exists
Some A are BSome B are ASome A are not B
Some A are not BAt least one A existsSome B are not A
If P, then QIf not Q, then not PIf Q, then P

4. A dependable method for evaluating conclusions

First identify the entities, categories and relationships. Translate only as much as necessary: use circles for membership, arrows for implications and a short sequence for ranking. Preserve negatives and restrictions such as 'only', 'at least' and 'exactly'. These small expressions often determine the answer more strongly than the surrounding narrative.

Next evaluate each proposed conclusion independently. Do not use Conclusion I as an additional premise for Conclusion II. Combine statements only through a shared, clearly defined term. If some inspectors are engineers and all engineers are graduates, some inspectors must be graduates. But if all inspectors and all engineers are graduates, no overlap between inspectors and engineers is guaranteed.

Then attempt a counterexample: construct one situation in which every premise remains true but the proposed conclusion is false. One valid counterexample is sufficient to reject necessity. For instance, 'Some A are B' and 'Some B are C' do not establish 'Some A are C'; the two statements may refer to different members of B. In ordering questions, enumerate alternative valid arrangements rather than trusting one completed arrangement.

  • Use the option combination only after assessing the conclusions.
  • If two conclusions are presented as alternatives, check whether they are genuinely exhaustive and mutually exclusive.
  • Re-read the original wording before finalising a symbolic solution.

5. Passage conclusions and common examination traps

In prose passages, identify the main claim, supporting evidence and qualifications. A sound conclusion must retain the passage's population, time period and level of certainty. Evidence about surveyed urban households cannot automatically establish a claim about all Indian households. Similarly, an increase between two reported years does not demonstrate uninterrupted annual growth.

Do not convert association into causation. If districts with better roads also report higher incomes, roads may contribute to prosperity, but the observation alone does not exclude reverse causation or other influences. A policy recommendation also requires a bridge between facts and objectives: identifying a problem does not, by itself, establish that one particular intervention is the best solution.

Be alert to extreme terms such as always, never, entirely and only. Such wording is not automatically incorrect, but it requires equally strong support. Separate descriptive conclusions about what is true from normative conclusions about what ought to be done. Under examination pressure, favour the narrowest adequately supported inference, not the option that sounds most impressive or socially desirable.

Real-world case studies

Public administration: eligibility and actual receipt

The National Food Security Act, 2013 provides foodgrain entitlements for specified eligible categories. Being legally entitled and actually receiving the entitlement are distinct propositions. A conclusion about receipt requires implementation evidence, not merely proof of eligibility. This illustrates why a normative entitlement must not be confused with an observed outcome.

Weather forecasting: probability is not certainty

India Meteorological Department seasonal outlooks use probabilities for rainfall categories. A category having a higher forecast probability does not make that outcome certain. Nor does an all-India seasonal outlook establish identical rainfall conditions in every district. This real-world example combines two common conclusion errors: strengthening probability into certainty and extending aggregate information to every component.

Previous year questions

No source-linked PYQ is available here yet. Use the practice questions below.

Practice questions

Practice MCQ 1 · Easy

Consider the following statements: 1. Every public reading room in District X opens on Sundays. 2. Some public reading rooms in District X are located in villages. Which one of the following conclusions necessarily follows?

  • A. Every facility that opens on Sundays is a public reading room.
  • B. Every village in District X has a public reading room.
  • C. Some public reading rooms located in villages open on Sundays.
  • D. Public reading rooms outside villages do not open on Sundays.

Practice MCQ 2 · Easy

Consider the following statements: 1. A candidate is selected for a fellowship only if the candidate has cleared document verification. 2. Ravi has not cleared document verification. Which one of the following conclusions necessarily follows?

  • A. Ravi is not selected for the fellowship.
  • B. Ravi did not apply for the fellowship.
  • C. Every candidate who clears document verification is selected.
  • D. Ravi will never clear document verification.

Practice MCQ 3 · Easy

Read the following passage: “Roads in a town may become wet either because of rainfall or because municipal tankers wash them. On Tuesday morning, an observer found a road wet but had no information about rainfall or tanker operations.” Which one of the following is the most appropriate conclusion?

  • A. It must have rained on Monday night.
  • B. A municipal tanker must have washed the road.
  • C. Rainfall and tanker washing must both have occurred.
  • D. The wet road alone does not establish whether rainfall occurred.

Practice MCQ 4 · Easy

Statement: Not all members of a village committee have received disaster-response training. Consider the following conclusions: I. At least one committee member has not received disaster-response training. II. No committee member has received disaster-response training. Which of the conclusions necessarily follows?

  • A. Only II
  • B. Only I
  • C. Both I and II
  • D. Neither I nor II

Practice MCQ 5 · Easy

Statement: Every remote service centre in a district uses solar power. Do not assume that any remote service centre exists unless its existence is established by the statement. Which one of the following conclusions necessarily follows?

  • A. At least one remote service centre exists in the district.
  • B. Every service centre using solar power is remote.
  • C. Some remote service centres do not use solar power.
  • D. No service centre that does not use solar power is a remote service centre.

Practice MCQ 6 · Moderate

Consider the following statements: 1. Every online permit is digitally signed. 2. No digitally signed permit is provisional. 3. Some provisional permits have been renewed. 4. Every renewed permit is archived. Consider the following conclusions: I. Some archived permits are not online permits. II. No renewed permit is an online permit. III. Some provisional permits are archived. Which of the conclusions necessarily follow?

  • A. I and II only
  • B. I and III only
  • C. II and III only
  • D. I, II and III

Practice MCQ 7 · Moderate

Consider the following rules: 1. A project may commence only if it has environmental clearance and has either grant funding or reserve funding, or both. 2. Every project with grant funding undergoes an independent audit. 3. No pilot project has reserve funding. 4. Project K is a pilot project and has commenced. Consider the following conclusions: I. Project K has grant funding. II. Project K has environmental clearance and undergoes an independent audit. III. Every independently audited project has commenced. Which of the conclusions necessarily follow?

  • A. I and II only
  • B. II only
  • C. I and III only
  • D. I, II and III

Practice MCQ 8 · Moderate

Six candidates A, B, C, D, E and F obtained distinct scores in a test. A scored more than B, and B scored more than C. D scored more than B. E scored less than D. F scored less than C. Rank 1 denotes the highest score. Consider the following conclusions: I. B must be ranked either third or fourth. II. D must have scored more than C. III. A must have scored more than E. Which of the conclusions necessarily follow?

  • A. I only
  • B. II and III only
  • C. I and II only
  • D. I, II and III

Practice MCQ 9 · Moderate

Read the following passage: “A livelihood programme admitted only applicants who could provide collateral. A survey conducted one year later found that participants who completed the programme had higher employment rates than eligible people who had not applied. The survey did not record employment before the programme and did not include participants who dropped out. On this basis, the programme was described as having increased employment among the poorest households.” Which one of the following conclusions is best supported?

  • A. The programme necessarily reduced employment among those who dropped out.
  • B. Higher employment among completers proves that collateral requirements improve employment.
  • C. The programme had no beneficial effect on any participant.
  • D. The reported comparison is insufficient to establish either the claimed employment effect or its applicability to the poorest households.

Practice MCQ 10 · Moderate

Consider the following statements about lakes in a region: 1. Some lakes are protected. 2. Every protected lake is monitored. 3. No monitored lake receives industrial discharge. 4. Some unprotected lakes are monitored. Which one of the following claims is contradicted by these statements?

  • A. Every unprotected lake receives industrial discharge.
  • B. Some protected lakes do not receive industrial discharge.
  • C. Every lake in the region is monitored.
  • D. Some lakes receiving industrial discharge are unprotected.

Practice MCQ 11 · Difficult

Exactly three proposals are to be selected from A, B, C, D, E and F, subject to all the following conditions: 1. If A is selected, B must be selected. 2. B and C cannot both be selected. 3. Exactly one of D and E must be selected. 4. If E is selected, C must be selected. 5. If F is selected, A must be selected. Consider the following conclusions: I. B must be selected. II. E must be selected. III. Neither C nor F can be selected. Which of the conclusions necessarily follow?

  • A. I only
  • B. II only
  • C. II and III only
  • D. I and III only

Practice MCQ 12 · Difficult

A survey of 120 households found that every household uses at least one of three services: piped water, waste collection and public transport. Of these households, 72 use piped water, 65 use waste collection and 58 use public transport. Exactly 60 households use exactly one of the three services. Also, 35 households use both piped water and waste collection; this count includes households using all three services. Consider the following conclusions: I. Exactly 15 households use all three services. II. Exactly 18 households use public transport alone. III. More households use piped water alone than waste collection alone. Which of the conclusions necessarily follow?

  • A. I only
  • B. I and II only
  • C. II and III only
  • D. I, II and III

Practice MCQ 13 · Difficult

Consider the following statements about projects and their evaluators: 1. Every project has at least one evaluator. 2. Every evaluator is either internal or external, but not both; every evaluator is also either a trainee or accredited, but not both. 3. No sensitive project has a trainee evaluator. 4. Every project having at least one internal accredited evaluator is cleared. 5. Some sensitive projects are not cleared. 6. Every external accredited evaluator evaluates at least two distinct projects. Consider the following conclusions: I. Some project that is not cleared shares an evaluator with another project. II. There is a sensitive project all of whose evaluators are external. III. There are at least two sensitive projects. Which of the conclusions necessarily follow?

  • A. I and II only
  • B. I and III only
  • C. II only
  • D. I, II and III

Practice MCQ 14 · Difficult

Seven inspections P, Q, R, S, T, U and V are scheduled one per day over seven consecutive days, numbered 1 to 7. The following conditions apply: 1. V is scheduled before P, and P before Q. 2. U is scheduled before R. 3. R is scheduled immediately before S. 4. S is scheduled before T. 5. Exactly two inspections are scheduled between Q and T, irrespective of which of them occurs first. Consider the following conclusions: I. T must be scheduled on either Day 4 or Day 7. II. Q must be scheduled immediately before R. III. U must be scheduled before Q. Which of the conclusions necessarily follow?

  • A. I and II only
  • B. I and III only
  • C. II and III only
  • D. I, II and III

Practice MCQ 15 · Difficult

A control room displays the following five statements about the present state of a system: 1. If the pump is running, the reservoir is full. 2. If the reservoir is full, the outlet is open. 3. If the outlet is open, the generator is on. 4. The pump is running. 5. The generator is off. Exactly one of these five statements is false. A conditional statement ‘If X, then Y’ is false only when X is true and Y is false. Which one of the following conclusions necessarily follows?

  • A. The pump is running.
  • B. The generator is off.
  • C. If the reservoir is full, the pump is running.
  • D. If the outlet is open, the generator is on.

Further reading

  • UPSC: Civil Services Examination notification, Preliminary Examination syllabus and examination scheme, upsc.gov.in.
  • UPSC: Previous Question Papers, Civil Services Preliminary Examination, General Studies Paper II.
  • NCERT: Mathematics, Class XI, chapter Mathematical Reasoning in editions containing the chapter.
  • Irving M. Copi, Carl Cohen and Kenneth McMahon: Introduction to Logic.

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